#10 Leading Generative AI Development Companies
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Top Generative AI Development Companies
Generative AI can be defined as the AI that works on technologies which produce content in the form of text, audio, visual, or even graphical. Being a versatile tool, it is applied in content production, design, and automation, which makes enterprise’s creative output more effective. The generative AI which includes GPT and GANs extends opportunities to create new applications and tailor-make efficient solutions for various industries.
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below is a machine translation of the article into english. If you see any discrepancies lmk and I’ll fix it asap. Thanks everyone for your help and continued patience
Ten Million Downloads for the Photo App 'SODA'… Criticism Over AI Being Out of Control Subsidiary of Naver, Snow, Responds Mechanically to AI-Generated Inappropriate Content
Snow, a subsidiary of Naver and the creator of the camera application 'SODA', has come under fire for generating sexually inappropriate images using its AI editing function. The company has stated that it "cannot 100% control AI-generated content," sparking criticism from experts who argue that commercializing an uncontrollable AI service is irresponsible. SODA is a popular camera app with over 10 million downloads on the Google Play Store.
Ms. G, an office worker, complained in an online messenger conversation with Hankyoreh on the 9th, “I didn't expect to feel shame while using the app. It's so unpleasant and traumatizing.” On the 4th, she applied the 'AI background expansion' feature, a paid service of the Soda app, to her photo. The intention was to correct the photo, which was cropped in the middle of her shoulders, to show her entire upper body, but the AI generated a result that made her appear to be clutching her chest with both hands. The rest of the results were normal, but Ms. G said it was hard to get over the shock of the image she suddenly received while using the app.
In response, Snow explained, “Due to the nature of the service that applied A.I. technology, the result was unexpected.” Snow explained that the AI-generated images are filtered to remove offensive or sexualized images as much as possible before they are finally displayed to the user, but this feature did not work perfectly in G's case.
However, experts argue that the issue is more complex. The core problem lies in the AI image generation engine applied to the SODA app, called 'Stable Diffusion'. Developed primarily by the UK startup Stability AI, it was revealed that this model had included explicit content in its training data. Professor Kim Myung-joo of Seoul Women’s University (Information Security) explained, “Unlike other AI models, Stable Diffusion was designed to generate graphic images and included pornographic content in its training data, which has raised concerns since its release.”
Experts are calling for measures like age restrictions on the app to prevent irresponsible commercialization. At the moment, SODA is rated for use by individuals aged 3 and older. Jang Yeo-gyeong, the director of the Information Rights Research Institute, stated, "Even if it doesn't lead to sexual exploitation, consumers who suffer mental harm from AI tools should be able to hold the companies that release these services accountable. Snow's response that 'current technology can't prevent this' is irresponsible."
In response to The Hankyoreh, a Snow representative said, "All companies utilizing AI are struggling to address issues like this. We are working to enhance the service by strengthening filters to prevent similar cases in the future."
plain text in the original Korean
카메라 애플리케이션(앱) ‘소다’(SODA)의 인공지능(AI) 편집 기능이 성적 불쾌감을 일으키는 사진을 생성한 사례가 발생한 것에 대해 이 앱을 만든 네이버의 자회사 스노우가 ‘인공지능 생성물을 100% 통제할 수 없다’는 입장을 내놨다. 통제할 수 없는 인공지능 서비스를 상업화한 것에 대해 무책임한 행태라는 전문가들의 지적이 나온다. 소다는 스마트폰 앱 장터인 ‘구글 플레이 스토어’에서 1000만회 이상 다운로드된 인기 카메라 앱이다.
직장인 ㄱ씨는 9일 한겨레와 온라인 메신저 대화를 통해 “앱을 사용하다 수치심을 느낄 줄 몰랐다. 너무 불쾌하고 정신적 충격이 크다”고 호소했다. 그는 지난 4일 소다 앱의 유료 서비스인 ‘인공지능 배경 확장’ 기능을 자신의 증명사진에 적용했다. 어깨 부분 중간에 잘린 증명사진을 상반신 전체가 나오는 모습으로 보정하려는 의도였는데, 실제 인공지능이 생성한 결과물에선 자신이 가슴을 양손으로 움켜쥐고 있는 듯한 모습이 나왔다. 이 이미지를 제외한 다른 나머지 결과에선 ���상적인 사진이 나왔지만, ㄱ씨는 앱을 사용하다 갑자기 받은 이미지의 충격에서 벗어나기 힘들었다고 했다.
이에 대해 스노우 쪽은 “인공지능 기술이 적용된 서비스의 특성상 결과물이 예상치 못한 형태로 구현된 것”이라고 설명했다. 인공지능이 생성한 이미지를 사용자에게 최종적으로 노출하기 전 필터 기술을 통해 모욕적이거나 선정적인 이미지를 최대한 제거하고 있지만, ㄱ씨의 사례에선 이 기능이 완벽하게 작동하지 않았다고도 설명했다.
하지만 문제가 간단치 않다는 게 전문가들의 지적이다. 소다 앱에 적용된 인공지능 이미지 생성 엔진인 ‘스테이블 디퓨전’ 자체에 문제가 있다는 이유에서다. 스테이블 디퓨전은 영국 스타트업 ‘스태빌리티 에이아이(AI)’가 개발을 주도한 모델인데, 개발 단계에서 음란물을 학습 데이터에 포함시킨 것으로 알려져 있다. 김명주 서울여대 교수(정보보호학)는 “다른 인공지능 모델과 달리 스테이블 디퓨전은 그래픽 이미지를 생성하기 위한 목적으로 포르노 영상물을 학습 데이터에 포함했기 때문에 공개될 때부터 많은 우려가 제기됐다”고 말했다.
전문가들은 소다 앱의 이용자 연령을 제한하는 등의 방식으로 기업의 무책임한 상업화를 막아야 한다고 지적했다. 현재 소다 앱은 3살 이상이면 누구나 사용할 수 있다. 장여경 정보인권연구소 상임이사는 “성착취물로 연결되지 않는다고 해도 인공지능 도구로 정신적 피해를 입은 소비자들이 서비스를 출시한 기업에 대해 최소한의 주의 의무를 요구할 수 있어야 한다”며 “‘현재 기술로는 막을 수 없다’는 스노우의 태도는 무책임하다”고 꼬집었다.
스노우 관계자는 한겨레에 “인공지능을 활용하는 모든 회사가 이번과 같은 이슈를 해결하기 위해 분투하고 있다. 유사한 사례가 발생하지 않도록 필터를 더욱 강화하는 등 서비스 고도화를 노력하겠다”고 했다.
#South korea#deepfake crimes#naver#snow app#soda app#Beauty filter app#Ai filter#deepfake ai#stable diffusion
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Recently, I was using Google and stumbled upon an article that felt eerily familiar.
While searching for the latest information on Adobe’s artificial intelligence policies, I typed “adobe train ai content” into Google and switched over to the News tab. I had already seen WIRED’s coverage that appeared on the results page in the second position: “Adobe Says It Won’t Train AI Using Artists’ Work. Creatives Aren’t Convinced.” And although I didn’t recognize the name of the publication whose story sat at the very top of the results, Syrus #Blog, the headline on the article hit me with a wave of déjà vu: “When Adobe promised not to train AI on artists’ content, the creative community reacted with skepticism.”
Clicking on the top hyperlink, I found myself on a spammy website brimming with plagiarized articles that were repackaged, many of them using AI-generated illustrations at the top. In this spam article, the entire WIRED piece was copied with only slight changes to the phrasing. Even the original quotes were lifted. A single, lonely hyperlink at the bottom of the webpage, leading back to our version of the story, served as the only form of attribution.
The bot wasn’t just copying journalism in English—I found versions of this plagiarized content in 10 other languages, including many of the languages that WIRED produces content in, like Japanese and Spanish.
Articles that were originally published in outlets like Reuters and TechCrunch were also plagiarized on this blog in multiple languages and given similar AI images. During late June and early July, while I was researching this story, the website Syrus appeared to have gamed the News results for Google well enough to show up on the first page for multiple tech-related queries.
For example, I searched “competing visions google openai” and saw a TechCrunch piece at the top of Google News. Below it were articles from The Atlantic and Bloomberg comparing the rival companies’ approaches to AI development. But then, the fourth article to appear for that search, nestled right below these more reputable websites, was another Syrus #Blog piece that heavily copied the TechCrunch article in the first position.
As reported by 404 Media in January, AI-powered articles appeared multiple times for basic queries at the beginning of the year in Google News results. Two months later, Google announced significant changes to its algorithm and new spam policies, as an attempt to improve the search results. And by the end of April, Google shared that the major adjustments to remove unhelpful results from its search engine ranking system were finished. “As of April 19, we’ve completed the rollout of these changes. You’ll now see 45 percent less low-quality, unoriginal content in search results versus the 40 percent improvement we expected across this work,” wrote Elizabeth Tucker, a director of product management at Google, in a blog post.
Despite the changes, spammy content created with the help of AI remains an ongoing, prevalent issue for Google News.
“This is a really rampant problem on Google right now, and it's hard to answer specifically why it's happening,” says Lily Ray, senior director of search engine optimization at the marketing agency Amsive. “We've had some clients say, ‘Hey, they took our article and rehashed it with AI. It looks exactly like what we wrote in our original content but just kind of like a mumbo-jumbo, AI-rewritten version of it.’”
At first glance, it was clear to me that some of the images for Syrus’ blogs were AI generated based on the illustrations’ droopy eyes and other deformed physical features—telltale signs of AI trying to represent the human body.
Now, was the text of our article rewritten using AI? I reached out to the person behind the blog to learn more about how they made it and received confirmation via email that an Italian marketing agency created the blog. They claim to have used an AI tool as part of the writing process. “Regarding your concerns about plagiarism, we can assure you that our content creation process involves AI tools that analyze and synthesize information from various sources while always respecting intellectual property,” writes someone using the name Daniele Syrus over email.
They point to the single hyperlink at the bottom of the lifted article as sufficient attribution. While better than nothing, a link which doesn’t even mention the publication by name is not an adequate defense against plagiarism. The person also claims that the website’s goal is not to receive clicks from Google’s search engine but to test out AI algorithms in multiple languages.
When approached over email for a response, Google declined to comment about Syrus. “We don’t comment on specific websites, but our updated spam policies prohibit creating low-value, unoriginal content at scale for the purposes of ranking well on Google,” says Meghann Farnsworth, a spokesperson for Google. “We take action on sites globally that don’t follow our policies.” (Farnsworth is a former WIRED employee.)
Looking through Google’s spam policies, it appears that this blog does directly violate the company’s rules about online scraping. “Examples of abusive scraping include: … sites that copy content from other sites, modify it only slightly (for example, by substituting synonyms or using automated techniques), and republish it.” Farnsworth declined to confirm whether this blog was in violation of Google’s policies or if the company would de-rank it in Google News results based on this reporting.
What can the people who write original articles do to properly protect their work? It’s unclear. Though, after all of the conversations I’ve had with SEO experts, one major through line sticks out to me, and it’s an overarching sense of anxiety.
“Our industry suffers from some form of trauma, and I'm not even really joking about that,” says Andrew Boyd, a consultant at an online link-building service called Forte Analytica. “I think one of the main reasons for that is because there's no recourse if you're one of these publishers that's been affected. All of a sudden you wake up in the morning, and 50 percent of your traffic is gone.” According to Boyd, some websites lost a majority of their visitors during Google’s search algorithm updates over the years.
While many SEO experts are upset with the lack of transparency about Google’s biggest changes, not everyone I spoke with was critical of the prevalence of spam in search results. “Actually, Google doesn't get enough credit for this, but Google's biggest challenge is spam.” says Eli Schwartz, the author of the book Product-Led SEO. “So, despite all the complaints we have about Google’s quality now, you don’t do a search for hardware and then find adult sites. They’re doing a good enough job.” The company continues to release smaller search updates to fight against spam.
Yes, Google sometimes offers users a decent experience by protecting them from seeing sketchy pornography websites when searching unrelated, popular queries. But it remains reasonable to expect one of the most powerful companies in the world—that has considerable influence over how online content is created, distributed, and consumed—to do a better job of filtering out plagiarizing, unhelpful content from the News results.
“It's frustrating, because we see we're trying to do the right thing, and then we see so many examples of this low-quality, AI stuff outperforming us,” says Ray. “So I'm hopeful that it's temporary, but it's leading to a lot of tension and a lot of animosity in our industry, in ways that I've personally never seen before in 15 years.” Unless spammy sites with AI content are stricken from the search results, publishers will now have less incentive to produce high-quality content and, in turn, users will have less reason to trust the websites appearing at the top of Google News.
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Mastering B2B Sales: Your Essential Guide to 20 Proven Strategies and Tactics for 2025
The B2B sales landscape is transforming rapidly, driven by advancements in technology, changing buyer behavior, and heightened competition. As businesses gear up for 2025, the focus must shift to a more strategic, data-driven, and customer-centric approach to achieve sustainable growth. Below, we delve into 20 essential strategies and tactics that every B2B company should adopt to refine their sales processes and thrive in the ever-evolving market.
1. Personalized Customer Engagement
In today’s competitive environment, personalization is no longer optional—it’s essential. Tailor your messaging to address specific customer pain points and needs. Use CRM platforms to track interactions, preferences, and behavioral data, ensuring every touchpoint feels meaningful and relevant.
2. Adopt AI and Automation
Artificial intelligence and automation tools are transforming how B2B sales teams operate. From chatbots handling initial inquiries to AI-driven analytics predicting customer needs, these technologies streamline workflows, improve efficiency, and help prioritize leads for better conversion rates.
3. Focus on B2B Lead Generation in India
With India’s growing economy and increasing demand for B2B services, it’s a hotspot for lead generation. Companies like The Global Associates specialize in capturing high-quality leads in this region, enabling businesses to tap into one of the world’s fastest-growing markets. Invest in localized marketing campaigns, and utilize platforms like LinkedIn and Google Ads to target decision-makers effectively.
4. Implement Account-Based Marketing (ABM)
ABM is a powerful strategy where marketing and sales teams work collaboratively to target high-value accounts. Instead of casting a wide net, focus your resources on a select group of prospects, delivering customized campaigns that directly address their specific needs.
5. Enhance Your Digital Presence
Your online presence is often the first impression potential clients have of your business. Ensure your website is optimized for SEO, mobile-friendly, and offers a seamless user experience. Regularly update blogs, whitepapers, and case studies that demonstrate your expertise and add value to your audience.
6. Develop Multi-Channel Outreach
Gone are the days when email alone could drive sales. Today’s B2B buyers expect communication across multiple channels, including email, phone, social media, and even in-person meetings. A well-coordinated outreach strategy ensures you’re reaching prospects wherever they are most active.
7. Invest in Value-Driven Content
Content is the backbone of B2B marketing. Create in-depth whitepapers, blogs, videos, and case studies that address the challenges your prospects face. Use content as a tool to educate and build trust, positioning your business as a thought leader in your industry.
8. Strengthen Sales Enablement
Empower your sales team with the tools, resources, and training they need to succeed. This includes access to up-to-date product information, buyer personas, and data-driven insights that can help them tailor their pitch to individual prospects.
9. Leverage Data Analytics
Incorporate data-driven insights into every stage of your sales funnel. Use analytics tools to track customer behavior, identify trends, and refine your strategies. This approach ensures you’re always making informed decisions that drive results.
10. Collaborate with Strategic Partners
Partnering with complementary businesses can open doors to new opportunities. For instance, a software provider could partner with a consulting firm to offer bundled services, creating value for both companies and their customers.
11. Focus on Customer Retention
It’s often said that retaining a customer is more cost-effective than acquiring a new one. Implement loyalty programs, provide excellent post-sale support, and continuously engage with your existing customers to ensure they remain loyal advocates for your brand.
12. Harness the Power of Video Marketing
Video content is increasingly becoming a preferred medium for B2B buyers. Use explainer videos, product demos, and client testimonials to engage prospects and communicate your value proposition effectively.
13. Encourage Referrals
Happy customers can become your best brand ambassadors. Develop a referral program that incentivizes your existing clients to recommend your services to their network.
14. Monitor Competitors
Keeping a close eye on your competitors can provide valuable insights. Identify what’s working for them and where they might be falling short. Use this information to refine your strategies and gain a competitive edge.
15. Expand Internationally
If your business hasn’t explored international markets yet, 2025 might be the year to do so. Develop localized strategies to address the specific needs and cultural preferences of global audiences.
16. Use Social Proof to Build Credibility
Social proof, such as client testimonials, success stories, and case studies, plays a crucial role in establishing trust. Showcase these prominently on your website and marketing materials to demonstrate your capabilities.
17. Align Sales and Marketing Teams
Silos between sales and marketing teams can hinder your growth. Align their goals and encourage collaboration to create a seamless journey from lead generation to conversion.
18. Host Webinars and Events
Webinars and events are excellent ways to educate your audience, showcase your expertise, and generate new leads. Offer valuable insights during these sessions to leave a lasting impression on your prospects.
19. Optimize Pricing Strategies
Your pricing strategy should cater to different customer segments. Offer tiered packages, volume discounts, or subscription models to accommodate varying budgets and requirements.
20. Partner with Industry Experts
Collaborate with B2B sales and lead generation experts like The Global Associates. With a proven track record of delivering high-quality leads and helping businesses achieve their sales goals, partnering with such firms ensures your strategy is backed by experience and expertise.
Final Thoughts
The future of B2B sales lies in leveraging technology, focusing on customer-centric strategies, and optimizing lead generation efforts in emerging markets like India. By adopting these 20 essential tactics, businesses can stay ahead of the curve, driving both growth and profitability in 2025.
Would you like a tailored approach to integrate these strategies into your business? Collaborate with The Global Associates to unlock the full potential of your B2B sales strategy.
#b2b#b2b lead generation#lead generation#the global associates#b2b lead generation services#lead generation services in india
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Stanford University A Pillar of Excellence
Stanford University, located in the heart of Silicon Valley, California, is synonymous with instructional excellence, groundbreaking studies, and international impact. As one of the world’s leading establishments, its "outcomes" span various dimensions—instructional achievements, research breakthroughs, societal contributions, and pupil effects. This article delves into the multifaceted outcomes that outline Stanford's unprecedented popularity.
Stanford University Result
Academic Achievements
Stanford continually ranks among the pinnacle universities globally. In the latest rankings with the aid of institutions like QS World University Rankings and Times Higher Education (THE), Stanford has secured pinnacle positions for its academic excellence, innovation, and studies contributions. Notably, Stanford excels in fields such as pc technological know-how, engineering, commercial enterprise, law, and remedy. These results testify to the university’s dedication to fostering highbrow growth and pushing the boundaries of understanding.
Notable Programs
Graduate School of Business: Stanford GSB is renowned for generating leaders in international industries. MBA graduates constantly file for excessive starting salaries and professional delight, reflecting the college’s rigorous curriculum and strong alumni community.
School of Engineering: Often taken into consideration as the backbone of Silicon Valley, Stanford’s engineering programs make contributions notably to technological advancements. Fields like artificial intelligence, bioengineering, and sustainable electricity are key focus areas.
School of Medicine: Stanford Medicine is diagnosed for its modern studies and healthcare innovations, such as contributions to cancer remedies, genomics, and vaccine development.
Results in Rankings
QS Rankings 2024: Stanford is ranked #three globally, highlighting its studies output, educational effect, and agency popularity.
THE Impact Rankings: Stanford ranks the various pinnacle 10 universities for its contributions to the United Nations’ Sustainable Development Goals (SDGs), including great schooling, climate movement, and enterprise innovation.
Research Breakthroughs
Stanford’s reputation as a studies powerhouse is unrivaled. Every 12 months, the university secures billions in study funding from government agencies, private corporations, and philanthropic donors. The effects of this investment take place in improvements that shape industries and enhance lives.
Key Areas of Impact
Artificial Intelligence (AI) and Machine Learning: Stanford researchers have pioneered AI technologies that affect sectors like healthcare, finance, and self-sufficient systems.
Biotechnology: Discoveries in gene modifying, CRISPR generation, and customized remedy underscore Stanford’s role in advancing lifestyles sciences.
Climate and Sustainability: The college’s Stanford Doerr School of Sustainability drives studies in renewable electricity, climate alternate mitigation, and conservation efforts.
Metrics of Success
Research Funding: In 2023, Stanford acquired over $1.Ninety-three billion in subsidized studies investment.
Publications and Citations: Stanford scholars post drastically in high-impact journals, with research mentioned hundreds of thousands of times globally.
Nobel Laureates: Over 20 faculty individuals and alumni have been awarded Nobel Prizes, reflecting the groundbreaking nature of their work.
Entrepreneurial Success
Stanford's entrepreneurial atmosphere is considered one of its maximum amazing outcomes. As the birthplace of companies like Google, Apple, and Tesla, the university fosters a spirit of innovation that extends a long way beyond its campus. Programs just like the Stanford Entrepreneurship Network and access to resources in Silicon Valley offer students and schools unheard-of opportunities to release ventures.
Entrepreneurial Metrics
Startups Founded by Way of Alumni: Over 39,000 agencies had been started out by using Stanford alumni, generating trillions in annual revenue.
Venture Capital Funding: Stanford-affiliated startups entice sizable assignment capital investments, with the college constantly rating as a pinnacle manufacturer of funded marketers.
Economic Impact: Companies founded by Stanford graduates collectively hire hundreds of thousands of human beings internationally, making widespread contributions to the global economy.
Student Success and Satisfaction
The results of Stanford’s educational philosophy are glaring within the achievements of its students and alumni. The college offers a rigorous yet supportive environment that encourages creativity, critical questioning, and interdisciplinary collaboration.
Key Outcomes
Graduation Rates: Stanford boasts a 94% graduation rate, one of the maximum amongst U.S. Universities.
Post-Graduation Employment: A marvelous 91% of graduates steady employment or pursue advanced studies within six months of commencement.
Alumni Impact: Stanford alumni encompass Fortune 500 CEOs, influential policymakers, award-triumphing artists, and leaders in nonprofit sectors.
Enhancing Student Experience
Diversity and Inclusion: Stanford is devoted to constructing a various scholar body, with over 45% of college students figuring out as minorities.
Scholarships and Financial Aid: The college offers a need-primarily based resource to over 70% of students, ensuring get right of entry schooling for talented individuals no matter their economic historical past.
Global Opportunities: Programs just like the Bing Overseas Studies Program permit students to gain global exposure, getting ready them for international careers.
Contributions to Society
Stanford’s impact extends beyond academia and enterprise; its results resonate globally via tasks aimed at addressing societal challenges.
Social and Environmental Impact
Sustainability Efforts: Stanford’s campus is a model of sustainable layout, presenting initiatives to reduce carbon emissions, conserve water, and sell green power.
Public Policy Influence: Stanford’s Hoover Institution and Freeman Spogli Institute for International Studies produce studies that shape public policy on problems like cybersecurity, global health, and governance.
Community Engagement: Through carrier-learning programs and volunteer tasks, Stanford college students contribute lots of hours annually to local and worldwide groups.
Measuring Broader Impact
SDG Contributions: Stanford ranks exceedingly in metrics related to health, training, and innovation, reflecting its alignment with global desires.
Partnerships and Collaborations: The university collaborates with companies like the World Health Organization (WHO), the United Nations (UN), and main nonprofits to cope with urgent international demands.
Challenges and Areas for Growth
While Stanford’s results are overwhelmingly wonderful, the university acknowledges demanding situations and areas for improvement. These include:
Affordability and Accessibility: Despite its beneficent economic aid packages, Stanford faces complaints for its excessive training charges.
Mental Health Resources: As with many elite establishments, the pressures of educational existence can affect scholar well-being, prompting calls for more desirable support offerings.
Sustainability Goals: While Stanford leads in sustainability, reaching carbon neutrality via 2050 stays a protracted-time period venture.
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economy of HAIQIN
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date: november 24, 2024
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The Economy of Haiqin
Currency
Haiqian (HQN):
The currency symbol, HQN, is recognized regionally for stability and is commonly pegged against the USD. With a favorable exchange rate of 1 HQN to 0.75 USD, the Haiqian serves as a benchmark for economic health in neighboring countries.
Digital Currency:
As a forward-thinking nation, Haiqin has integrated digital currency into daily life. Roughly 80% of transactions are conducted digitally, promoting a cashless economy and streamlining payment methods for both domestic and international trade.
Banking & Financial Inclusion:
A highly developed banking sector offers easy access to financial services through mobile banking, particularly aiding small businesses. Public investment in financial education is substantial, aimed at improving fiscal literacy among citizens.
Trade Relations
Exports
Agricultural Products:
Due to fertile land and a favorable climate, Haiqin exports high-quality agricultural products, particularly fruits, vegetables, and grains during Iktoia. Specialty items, such as exotic herbs and teas unique to Haiqin, have a growing global market. These products are particularly sought after during harvest seasons, aligning with major festivals like Iktoia.
Artisanal Crafts:
Renowned for handmade textiles, clothes, pottery, and jewelry, the craftsmanship of Haiqin is a cornerstone of cultural exports, with a significant sales boost during the Festival of Arts.
Technology:
Leading the way in green energy, Haiqin exports solar panels, software, and sustainable tech solutions to several nations.
Imports
Raw Materials:
Haiqin imports metals, oil, and minerals essential to its manufacturing sectors.
Luxury Goods:
High-end fashion, imported automobiles, and gourmet foods are popular among the elite, highlighting Haiqin’s demand for imported luxury.
Wealth Distribution
Income Disparities:
While Haiqin as a whole is wealthy, income inequality is evident, with urban centers like Stellis holding the majority of economic wealth, while more rural areas face economic challenges. The wealthy class largely consists of business magnates, tech industry leaders, and high-ranking government officials.
Middle-Class Growth:
Urban centers, particularly Stellis, have seen a rise in middle-class citizens, contributing to consumer spending and economic diversification.
Regional Disparities:
While urban areas enjoy greater access to services and infrastructure, rural areas have fewer economic opportunities, relying heavily on agriculture and artisanal crafts.
--scripted out poverty <333
Taxes & Tithes
Income Tax:
A progressive income tax scales from 10% to 35%, ensuring that higher earners contribute more significantly. Revenues from taxes fund public services, healthcare, and social programs.
Property Tax:
Property taxes are assessed based on land value and are used to fund local infrastructure projects.
Trade Taxes & Tariffs:
Sales taxes on goods and services, coupled with protective tariffs, help sustain local industries, particularly in agriculture and manufacturing. A national sales tax applies to consumer goods and services, with specific tariffs on imports to protect Haiqin’s domestic industries.
Corporate Tax Incentives:
To encourage growth in key sectors, the government offers tax breaks and incentives to companies in tech and renewable energy fields, helping drive innovation and economic diversification.
Major Industries
Technology:
The tech sector is a powerhouse, with a focus on sustainable solutions, AI, and renewable energy technology. Haiqin has invested heavily in research and development, becoming known for cutting-edge advancements that are exported worldwide.
Agriculture:
Haiqin’s agriculture not only supplies its people with fresh produce but also generates export income. Farming is closely tied to cultural festivals like Iktoia, with agriculture supported by governmental subsidies and modernized techniques.
Tourism:
Festivals and natural beauty attract a steady influx of tourists, making tourism a primary economic driver. Events such as the Iktoia harvest festival, Nera Day, and Lunar Fest draw visitors year-round. The government promotes eco-tourism, highlighting Haiqin’s forests, mountains, and coastal regions.
Employment & Labor
Diverse Job Market:
The Haiqin labor market is diverse, with jobs spanning agriculture, technology, tourism, and manufacturing. The tech sector alone has led to a surge in jobs, while seasonal agricultural work remains important for rural populations.
Labor Laws & Unions:
Labor unions are active and influential, protecting fair wages and working conditions. Seasonal labor opportunities peak during harvest and festival seasons, with temporary roles often filled by students and short-term workers.
Social Safety Nets:
Haiqin’s social safety nets include universal healthcare, unemployment benefits, and retirement funds. The government aims to prevent poverty, supporting citizens in need with housing assistance, job retraining, and social programs for the elderly and disabled.
Sustainability Initiatives
Green Policies:
With eco-friendly initiatives spanning multiple sectors, Haiqin leads in sustainable agriculture, renewable energy, and waste reduction programs.
Circular Economy:
Recycling and resource-efficient production are emphasized. Industries are incentivized to minimize waste, with taxes on high-pollution businesses encouraging green alternatives.
Environmental Partnerships:
Collaboration with environmental organizations has facilitated eco-tourism and green business practices, creating jobs focused on conservation and sustainable development.
Infrastructure and Transportation
Transportation Networks: Haiqin boasts a modernized transportation system, with high-speed railways connecting major cities, public electric buses, and bike-sharing programs in urban areas. The government has invested heavily in infrastructure to reduce congestion and support eco-friendly transport.
Energy Sector: Haiqin generates most of its energy from renewable sources, including solar, wind, and hydroelectric power. Its commitment to reducing carbon emissions has led to advanced green energy technologies, some of which are exported.
#reality shifter#reality shifting#shiftblr#shifting community#shifting#shifting motivation#shifting reality#dr scrapbook#dr world#reyaint#anti shifters dni
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Top 10 Business Ideas That Will Make You Rich

In today's fast-paced and ever-evolving world, entrepreneurship offers countless opportunities to build wealth. Whether you're a seasoned entrepreneur or a budding innovator, exploring the right business idea can lead to significant financial success. Here are ten business ideas that have the potential to make you rich.
1. E-commerce Store
E-commerce continues to thrive, with online shopping becoming the norm for consumers. Launching an e-commerce store that caters to a niche market can be incredibly profitable. By offering unique, high-quality products, and leveraging digital marketing strategies, you can reach a global audience. Subscription boxes, eco-friendly products, or personalized items are examples of niches with high demand.
2. Digital Marketing Agency
As businesses shift towards online operations, the demand for digital marketing services has skyrocketed. Starting a digital marketing agency that specializes in SEO, social media management, content marketing, or pay-per-click advertising can be highly lucrative. Success in this field requires staying updated with the latest trends and delivering measurable results to clients.
3. App Development
The mobile app industry is booming, with millions of apps available on various platforms. If you have a background in coding or can collaborate with skilled developers, creating innovative apps can lead to substantial profits. Whether it's a gaming app, a productivity tool, or a social networking platform, a successful app can generate revenue through in-app purchases, ads, or subscriptions.
4. Real Estate Investment
Real estate has long been a proven way to build wealth. Investing in rental properties, flipping houses, or even starting a real estate development company can yield high returns. The key is to research markets thoroughly, understand property values, and manage your investments wisely. In addition to traditional real estate, consider emerging trends like vacation rentals and co-living spaces.
5. Health and Wellness Products
The health and wellness industry is experiencing rapid growth, driven by an increased focus on healthy living. Starting a business that offers health supplements, organic foods, fitness equipment, or wellness coaching can be very profitable. Consumers are willing to invest in products and services that promote a healthier lifestyle, making this sector a promising area for entrepreneurs.
6. Online Education and E-learning
The rise of remote work and online learning has created a massive demand for e-learning platforms and online courses. If you have expertise in a particular field, you can create and sell online courses, or develop a platform that connects educators with learners. This business model offers scalability and the potential for passive income, as courses can be sold repeatedly without additional production costs.
7. Renewable Energy Solutions
With the global push towards sustainability, businesses in the renewable energy sector are thriving. Starting a company that offers solar panel installation, energy-efficient appliances, or green building materials can be highly profitable. Governments and consumers are increasingly seeking eco-friendly solutions, making this an ideal time to enter the market.
8. Freelance Services Platform
The gig economy is expanding rapidly, with more people seeking freelance opportunities. Creating a platform that connects freelancers with clients in fields like graphic design, writing, programming, or virtual assistance can be a successful business venture. By charging a commission on transactions, you can build a profitable business while providing a valuable service.
9. Artificial Intelligence and Automation
AI and automation are transforming industries across the board. Starting a business that offers AI-driven solutions, such as chatbots, predictive analytics, or robotic process automation (RPA), can lead to significant wealth. Companies are eager to adopt AI technologies to streamline operations, reduce costs, and improve customer experiences, making this a high-demand area.
10. Subscription Box Service
Subscription box services have gained immense popularity, offering consumers curated products delivered to their doorsteps regularly. From beauty products to gourmet foods, subscription boxes cater to a wide range of interests. Starting a subscription box business allows for recurring revenue and customer loyalty, provided you offer unique and valuable products.
For more such content visit on Tanishq website .
Conclusion
These ten business ideas represent some of the most promising opportunities for building wealth in today's economy. While each requires a different level of expertise, investment, and commitment, the potential rewards are substantial. Success in any of these ventures will depend on thorough market research, innovative thinking, and relentless execution. By choosing the right idea and dedicating yourself to its growth, you can achieve significant financial success and long-term wealth. Click here to open other post.
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Essential Talents and AI Requirements for International SEO Business Development

the success of any business largely depends on its online presence and visibility. As companies expand their reach beyond local borders, the need for effective international SEO (Search Engine Optimization) becomes paramount. International SEO is not just about optimizing content for search engines; it’s also about understanding different cultures, languages, and market dynamics. To thrive in this competitive environment, business developers must possess a unique talent recruitment while harnessing the power of AI. In this blog, we’ll delve into the essential talents and AI requirements for business developers focusing on international SEO.
1. Multilingual Proficiency
One of the fundamental talents for a business developer aiming to conquer international markets is multilingual proficiency. Being able to communicate with potential clients and partners in their native languages establishes rapport and fosters trust. Moreover, it enables accurate translation and localization of content, making it more appealing and relevant to the target audience.
2. Cultural Awareness
Different cultures have distinct preferences, behaviors, and values. Business developers need to be culturally sensitive and aware of these nuances when crafting marketing strategies. Understanding cultural subtleties helps avoid misunderstandings and fosters a more authentic connection with international clients.
3. Strategic Networking
Successful business development hinges on building strong relationships. Networking with key players, influencers, and decision-makers in the target market is crucial. Attending international events, conferences, and trade shows helps in establishing connections that can drive business growth.
4. Data Analysis Skills
In the digital age, data is king. Business developers should possess strong data analysis skills to track and interpret website traffic, user behavior, and keyword performance. This data-driven approach enables informed decision-making and allows for the adjustment of strategies based on real-time insights.
5. AI-Powered Keyword Research
Artificial Intelligence has revolutionized keyword research. ai recruitment powered tools can help business developers identify high-ranking keywords specific to each international market. These tools analyze search patterns and competition, providing valuable insights for crafting effective SEO strategies.
6. Content Optimization with AI
Creating localized and culturally relevant content is a key factor in international SEO expert . AI can aid in content creation, suggesting keywords, optimizing meta tags, and even generating content snippets in multiple languages. This streamlines the content creation process while ensuring SEO best practices.
7. Technical SEO Expertise
A solid understanding of technical seo expert is imperative. Business developers should be well-versed in website structure, mobile optimization, site speed, and schema markup. Technical SEO ensures that search engines can easily crawl and index the website, leading to higher rankings.
8. AI-Powered Competitor Analysis
AI tools can provide comprehensive competitor analysis by assessing the SEO strategies of industry peers in various international markets. This insight helps business developers identify gaps and opportunities, allowing them to fine-tune their own strategies.
9. Adaptability and Continuous Learning
The digital landscape is ever-evolving. Business developers must be adaptable and willing to learn about new SEO trends, algorithms, and technologies. Staying ahead of the curve ensures that their strategies remain effective in the face of change.
10. Cross-Functional Collaboration
International SEO involves collaboration with various teams, including content creators, web developers, and designers. Business developers must excel in cross-functional collaboration to ensure seamless implementation of SEO strategies.
In conclusion, the role of a business developer in international SEO requires a unique set of talents combined with the power of AI. Multilingual proficiency, cultural awareness, strategic networking, data analysis skills, and technical SEO expertise are essential. Leveraging AI tools for keyword research, content optimization, and competitor analysis provides a competitive edge. With these skills and tools at their disposal, business developers can drive successful international SEO strategies, enabling businesses to thrive on a global scale.
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I agree with 90% of this but with a couple points of disagreement.
both will be integrated into production pipelines in ways that put people out of jobs or justify lower pay for existing jobs
This is certainly a possibility but I don't think it's the most likely one. Generally increasing the capital workers use (which is how we should view image generation tech) leads to fewer jobs at higher wages with shorter hours in the long run. Bulldozer drivers make considerably more per hour than guys with shovels, because they're able to move more dirt per hour. But fewer total people are employed after this transition, because the new tools enable the work to be done by fewer people. The wages of workers after this transition can vary, but right now we have a historically tight labor market, so it's happening under favorable conditions.
Personally, I see the tradeoff of "fewer workers in better conditions" to be a positive one in many areas that would be most affected. I'm mainly thinking of game development, where crunch time frequently means 60-80 hour weeks of touching up hyperrealistic gun models and ultra-detailed flaking wall paint. That's exactly the kind of task that would be perfect to automate, and lets game artists shift more into the role of an art director, of guiding, supervising, and coordinating the outputs of image models.
the process of training AIs and labelling datasets involves profound exploitation of workers in the global south
Still kinda true, but I suspect it's much less true now than it was 5-10 years ago. LLMs and diffusion networks are both primarily trained in an unsupervised manner, which use an unlabelled dataset. Companies now typically start with a large pre-trained model and fine-tune it on in-house data, so my understanding is that the role of unskilled data-labellers has significantly diminished. I could be wrong about this, I had difficulty finding much data.
the ability of AI tech to automate biases while erasing accountability is chilling.
This is another area that's gotten somewhat better over time. Heavy press coverage on the issue means that generally people know better now than to train on overtly biased data (eg, predicting judges' sentences after trials). Machine learning conferences often require statements considering the potential for bias and its impact in submitted papers and will reject work if this is lacking (side note but this is very annoying in robotics. my robot is too stupid to stand up and too stupid to be racist). Recent research has also made good progress on this, there are some ways to go through and remove bias from models. Unlike people, you can do brain surgery on a neural net to make it less biased.
bing ai wont let me generate 'tesla CEO meat mistake' because it hates fun
Completely true, no notes. Need to get my local open-source instance of stable-diffusion-2 running to bypass this blatant overreach.
are there any critiques of AI art or maybe AI in general that you would agree with?
AI art makes it a lot easier to make bad art on a mass production scale which absolutely floods art platforms (sucks). LLMs make it a lot easier to make content slop on a mass production scale which absolutely floods search results (sucks and with much worse consequences). both will be integrated into production pipelines in ways that put people out of jobs or justify lower pay for existing jobs. most AI-produced stuff is bad. the loudest and most emphatic boosters of this shit are soulless venture capital guys with an obvious and profound disdain for the concept of art or creative expression. the current wave of hype around it means that machine learning is being incorporated into workflows and places where it provides no benefit and in fact makes services and production meaningfully worse. it is genuinely terrifying to see people looking to chatGPT for personal and professional advice. the process of training AIs and labelling datasets involves profound exploitation of workers in the global south. the ability of AI tech to automate biases while erasing accountability is chilling. seems unwise to put a lot of our technological basket in a completely opaque black box basket (mixing my metaphors ab it with that one). bing ai wont let me generate 'tesla CEO meat mistake' because it hates fun
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Top 10 AI SDR Platforms in California to Supercharge Your Sales Pipeline
In today’s rapidly evolving sales landscape, integrating artificial intelligence into your sales development process is no longer optional—it’s essential. Sales Development Representatives (SDRs) are the backbone of B2B pipeline generation, and AI-driven SDR platforms are revolutionizing how companies in California generate leads, qualify prospects, and close deals.
Here’s a deep dive into the top 10 AI SDR platforms in California that are helping businesses streamline sales outreach, boost efficiency, and significantly increase conversion rates.
Landbase – AI-Powered Lead Discovery and Outreach
Headquartered in California, Landbase is leading the AI SDR revolution with its data-enriched platform tailored for outbound prospecting. It intelligently combines real-time data with machine learning to identify high-value leads, craft personalized messages, and engage prospects at the right moment.
Key Features:
Dynamic lead scoring
AI-personalized email sequences
CRM integrations
Smart outreach timing
Perfect for B2B sales teams looking to optimize every touchpoint, Landbase turns raw data into real opportunities.
Apollo.io – Intelligent Prospecting and Sales Automation
Based in San Francisco, Apollo.io is one of the most trusted platforms for AI sales engagement. It offers a comprehensive B2B database, AI-assisted messaging, and real-time sales analytics. Its automation features help SDRs reduce manual work and spend more time closing.
Top Tools:
Smart email templates
Data enrichment
Predictive lead scoring
Workflow automation
Apollo.io is a go-to choice for tech startups and enterprises alike.
Outreach – AI Sales Engagement That Converts
Outreach.io, a Seattle-headquartered company with a strong presence in California, provides one of the most powerful AI SDR platforms. It transforms how sales teams operate by offering AI-driven recommendations, sentiment analysis, and performance insights.
What Sets It Apart:
AI-guided selling
Multichannel engagement (email, calls, LinkedIn)
Machine learning-powered insights
Cadence optimization
Outreach is ideal for scaling sales organizations needing data-driven performance tracking.
Cognism – AI Lead Generation with Global Reach
Though originally based in the UK, Cognism has made a strong mark in the California tech ecosystem. Its AI SDR tool helps teams identify ICP (ideal customer profile) leads, comply with global data regulations, and execute personalized outreach.
Highlighted Features:
AI-enhanced contact data
Intent-based targeting
GDPR and CCPA compliance
Integrated sales intelligence
Cognism is perfect for international sales development teams based in California.
Clay – No-Code Platform for AI Sales Automation
Clay enables SDRs to build custom workflows using a no-code approach. The platform empowers sales teams to automate prospecting, research, and outreach with AI scraping and enrichment tools.
Noteworthy Tools:
LinkedIn automation
Web scraping + lead enrichment
AI content generation
Zapier and API integrations
California-based startups that value flexibility and custom workflows gravitate toward Clay.
Lavender – AI-Powered Sales Email Assistant
Lavender isn’t a full-stack SDR platform but is one of the most innovative tools on the market. It acts as an AI email coach, helping SDRs write better-performing sales emails in real time.
Key Features:
Real-time writing feedback
Personalization suggestions
Email scoring and A/B testing
AI grammar and tone check
Sales reps using Lavender have reported higher open and reply rates—a game-changer for outreach campaigns.
Regie.ai – AI Content Generation for Sales Campaigns
California-based Regie.ai blends copywriting and sales strategy into one AI platform. It allows SDRs to create personalized multichannel sequences, from cold emails to LinkedIn messages, aligned with the buyer’s journey.
Top Capabilities:
AI sales sequence builder
Persona-based content creation
A/B testing
CRM and outreach tool integrations
Regie.ai helps your SDR team speak directly to prospects’ pain points with crafted messaging.
Exceed.ai – AI Chatbot and Email Assistant for SDRs
Exceed.ai uses conversational AI to engage leads via email and chat, qualify them, and book meetings—all without human intervention. It’s a great tool for teams with high inbound traffic or looking to scale outbound efficiency.
Standout Features:
Conversational AI chatbot
Lead nurturing via email
Calendar integration
Salesforce/HubSpot compatibility
California companies use Exceed.ai to support their SDRs with 24/7 lead engagement.
Drift – AI Conversational Marketing and Sales Platform
Drift combines sales enablement and marketing automation through conversational AI. Ideal for SDRs focused on inbound sales, Drift captures site visitors and guides them through intelligent chat funnels to qualify and schedule calls.
Core Tools:
AI chatbots with lead routing
Website visitor tracking
Personalized playbooks
Real-time conversation data
Drift’s AI makes the customer journey frictionless, especially for SaaS companies in Silicon Valley.
Seamless.AI – Real-Time Lead Intelligence Platform
Seamless.AI uses real-time data scraping and AI enrichment to build verified B2B contact lists. With its Chrome extension and integration capabilities, SDRs can access lead insights while browsing LinkedIn or corporate sites.
Essential Features:
Verified contact emails and numbers
Real-time search filters
AI-powered enrichment
CRM syncing
Its ease of use and data accuracy make it a must-have for SDRs targeting California’s competitive tech market.
How to Choose the Right AI SDR Platform for Your Business
With numerous AI SDR tools available, selecting the right one depends on your business size, target market, tech stack, and sales strategy. Here are some quick tips:
Define your goals: Are you looking to scale outbound outreach, improve response rates, or automate email campaigns?
Assess integrations: Ensure the platform integrates seamlessly with your existing CRM and sales tools.
Consider customization: Choose a platform that allows flexibility for custom workflows and sequences.
Look at analytics: Prioritize platforms that offer robust data and insights to refine your strategy.
Final Thoughts
Adopting an AI SDR platform isn’t just a competitive advantage—it’s a necessity in California’s high-stakes, fast-moving sales environment. Whether you’re a startup in Palo Alto or an enterprise in Los Angeles, leveraging these AI tools can dramatically enhance your pipeline growth and sales performance.
Take the next step in modernizing your sales process by choosing the AI SDR platform that best aligns with your business needs. Let technology do the heavy lifting so your team can focus on what they do best—closing deals.
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Earlier this week, WIRED published a story about the AI-powered search startup Perplexity, which Forbes has accused of plagiarism. In it, my colleague Dhruv Mehrotra and I reported that the company was surreptitiously scraping, using crawlers to visit and download parts of websites from which developers had tried to block it, in violation of its own publicly stated policy of honoring the Robots Exclusion Protocol.
Our findings, as well as those of the developer Robb Knight, identified a specific IP address almost certainly linked to Perplexity and not listed in its public IP range, which we observed scraping test sites in apparent response to prompts given to the company’s public-facing chatbot. According to server logs, that same IP visited properties belonging to Condé Nast, the media company that owns WIRED, at least 822 times in the past three months—likely a significant undercount, because the company retains only a small portion of its records.
We also reported that the chatbot was bullshitting, in the technical sense. In one experiment, it generated text about a girl following a trail of mushrooms when asked to summarize the content of a website that its agent did not, according to server logs, attempt to access.
Perplexity and its CEO, Aravind Srinivas, did not substantively dispute the specifics of WIRED’s reporting. “The questions from WIRED reflect a deep and fundamental misunderstanding of how Perplexity and the Internet work,” Srinivas said in a statement. Backed by Jeff Bezos’ family office and by Nvidia, among others, Perplexity has said it is worth a billion dollars based on its most recent fundraising round, and The Information reported last month that it was in talks for a new round that would value it at $3 billion. (Bezos did not reply to an email; Nvidia declined to comment.)
After we published the story, I prompted three leading chatbots to tell me about the story. OpenAI’s ChatGPT and Anthropic’s Claude generated text offering hypotheses about the story’s subject but noted that they had no access to the article. The Perplexity chatbot produced a six-paragraph, 287-word text closely summarizing the conclusions of the story and the evidence used to reach them. (According to WIRED's server logs, the same bot observed in our and Knight’s findings, which is almost certainly linked to Perplexity but is not in its publicly listed IP range, attempted to access the article the day it was published, but was met with a 404 response. The company doesn't retain all its traffic logs, so this is not necessarily a complete picture of the bot's activity, or that of other Perplexity agents.) The original story is linked at the top of the generated text, and a small gray circle links out to the original following each of the last five paragraphs. The last third of the fifth paragraph exactly reproduces a sentence from the original: “Instead, it invented a story about a young girl named Amelia who follows a trail of glowing mushrooms in a magical forest called Whisper Woods.”
This struck me and my colleagues as plagiarism. It certainly appears to satisfy the criteria set out by Poynter Institute—including, perhaps most stringently, the seven-to-10 word test, which proposes that it’s “hard to incidentally replicate seven consecutive words that appear in another author’s work.” (Kelly McBride, a Poynter SVP who has described this test as being useful in identifying plagiarism, did not reply to an email.)
“If one of my students turned in a story like this, I would take them before the academic dishonesty committee for plagiarism,” said John Schwartz, professor of practice at the University of Texas at Austin’s journalism school, after reading the original story and the summary. “I find this just too close. When I was reading the Perplexity version, I just thought, there’s an echo in here.”
Perplexity and Srinivas, the company’s CEO, did not respond to a detailed request for comment in which they were presented with the criticisms experts made of the company for this story.
Bill Grueskin, professor of professional practice at Columbia Journalism School, wrote in an email that the summary looked to be “pretty much ok” for a chatbot identified as such, but that it was hard to say because he hadn’t had time to read the original WIRED story. “Quoting a sentence verbatim without quote marks is bad, of course,” he wrote. “I'd be pretty mortified if a news org ran an AI summary like this without disclosing the source—or worse, pretending it came from a human.” (Perplexity, of course, isn’t claiming this material came from a human.)
Perhaps luckily for Perplexity and its backers, this is a literal academic debate. Plagiarism is a concept pertaining to professional ethics, important in contexts like journalism and academia where being able to identify the source of information is of fundamental importance but of no legal significance in itself. If a rival studio releases a film containing a reasonable chunk of footage from Inside Out 2, Disney would sue not for plagiarism but for copyright infringement; similarly, a letter Forbes reportedly sent Perplexity threatening legal action is said to mention “willful infringement” of Forbes’ copyrights. Here, legal experts say, Perplexity is on somewhat safer ground—probably.
“In terms of the copyright, this is a tough call,” says James Grimmelmann, professor of digital and information law at Cornell University. On one hand, he argues, the summary is reporting facts, which cannot be copyrighted; but on the other, it does partially duplicate the original and summarize the details found in it. “It’s not a slam dunk copyright case, but it’s not trivial, either. It’s not frivolous.”
Grimmelmann sees a host of potential issues for Perplexity, among them consumer protection, unfair advertising, or deceptive trade practices claims he believes could be made against a company that says it respects the Robots Exclusion Protocol but doesn’t follow it. (The standard is voluntary but widely adhered to.) He also thinks it could be vulnerable to a claim of misappropriation of hot news, in which a publisher argues that a competitor summarizing its material before it’s had a chance to commercially benefit from it, or in a way that undermines its value to paying subscribers, is infringing on its copyright. Perplexity’s evident ability to circumvent paywalls “is a bad fact for them,” he says, as is the fact that its system is automated.
Grimmelmann also says that Perplexity may be forfeiting the protection of Section 230 of the Communications Decency Act. This is the law that, among other things, protects search engines like Google from liability for defamation when they link to defamatory content because they are services passing on information from other content providers; as he sees it, Perplexity is similarly shielded as long as it accurately summarizes material. (Whether AI-generated material enjoys 230 protection at all is a matter of debate.)
“They’d only get in trouble if they summarized the story incorrectly and made it defamatory when it wasn’t before. That’s something that they actually would be at legal risk for, especially if they don’t credit the original source clearly enough and people can’t easily go to that source to check,” he says. “If Perplexity’s edits are what make the story defamatory, 230 doesn’t cover that, under a bunch of case law interpreting it.”
In one case WIRED observed, Perplexity’s chatbot did falsely claim, albeit while prominently linking to the original source, that WIRED had reported that a specific police officer in California had committed a crime. (“We have been very upfront that answers will not be accurate 100% of the time and may hallucinate,” Srinivas said in response to questions for the story we ran earlier this week, “but a core aspect of our mission is to continue improving on accuracy and the user experience.”)
“If you want to be formal,” says Grimmelmann, “I think this is a set of claims that would get past a motion to dismiss on a bunch of theories. Not saying it will win in the end, but if the facts bear out what Forbes and WIRED, the police officer—a bunch of possible plaintiffs—allege, they are the kinds of things that, if proven and other facts were bad for Perplexity, could lead to liability.”
Not all experts agree with Grimmelmann. Pam Samuelson, professor of law and information at UC Berkeley, writes in an email that copyright infringement is “about use of another’s expression in a way that undercuts the author’s ability to get appropriate remuneration for the value of the unauthorized use. One sentence verbatim is probably not infringement.”
Bhamati Viswanathan, a faculty fellow at New England Law, says she’s skeptical the summary passes a threshold of substantial similarity usually necessary for a successful infringement claim, though she doesn’t think that’s the end of the matter. “It certainly should not pass the sniff test,” she wrote in an email. “I would argue that it should be enough to get your case past the motion to dismiss threshold—particularly given all the signs you had of actual stuff being copied.”
In all, though, she argues that focusing on the narrow technical merits of such claims may not be the right way to think about things, as tech companies can adjust their practices to honor the letter of dated copyright laws while still grossly violating their purpose. She believes an entirely new legal framework may be necessary to correct for market distortions and promote the underlying aims of US intellectual property law, among them to allow people to financially benefit from original creative work like journalism so that they’ll be incentivized to produce it—with, in theory, benefits to society.
“There are, in my opinion, strong arguments to support the intuition that generative AI is predicated upon large scale copyright infringement,” she writes. “The opening ante question is, where do we go from there? And the greater question in the long run is, how do we ensure that creators and creative economies survive? Ironically, AI is teaching us that creativity is more valuable and in demand than ever. But even as we recognize this, we see the potential for undermining, and ultimately eviscerating, the ecosystems that enable creators to make a living from their work. That’s the conundrum we need to solve—not eventually, but now.”
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Top 10 Digital Marketing Companies in Mumbai to Watch
Introduction: Mumbai's Digital Momentum
Mumbai, India’s bustling financial capital, has evolved into a booming hub for digital innovation. As businesses shift their focus from traditional to digital platforms, the need for specialized marketing strategies has skyrocketed. That’s where the Top 10 digital marketing companies in Mumbai come into the spotlight.
With fierce online competition and constantly evolving consumer behavior, choosing a professional digital partner is no longer optional—it’s essential.
Why Digital Marketing is Booming in Mumbai
In 2025, digital marketing in Mumbai isn’t just about visibility—it’s about value, conversion, and long-term brand success. Whether you're a startup, SME, or enterprise, having a strong digital presence across search engines, social media, and advertising platforms is crucial.
Mumbai’s top agencies are offering tailored solutions like:
AI-powered SEO
Social media branding
PPC ad campaigns
Influencer and video marketing
Web development with UX strategy
Real-time data analytics
These companies don't just promote; they transform businesses digitally.
Top 10 Digital Marketing Companies in Mumbai
Below is a curated list of trusted, high-performing digital marketing firms that are making a real impact:
Osumare A result-oriented agency known for 360° digital marketing. Osumare blends creativity with analytics to deliver real business results.
WATConsult A Dentsu agency focusing on creative content, performance marketing, and web experiences.
iProspect Specializes in paid media and performance marketing strategies.
Schbang A full-service agency offering everything from SEO to media production.
Interactive Avenues The digital arm of IPG Mediabrands with a strong focus on content marketing and media planning.
Mirum India Offers automation, performance, and digital transformation services.
Ethinos Experts in B2B marketing, mobile app marketing, and digital strategy.
BC Web Wise One of the oldest players in Mumbai’s digital space, offering branding, UX, and creative services.
Webchutney (Dentsu Creative) Known for award-winning digital storytelling and campaign execution.
Digitally Inspired Media New-age agency delivering creative digital content with performance marketing.
Each of these agencies brings something unique, but Osumare leads the pack with its tailored approach and measurable outcomes.
Why Osumare Stands Out
Being among the Top 10 digital marketing companies in Mumbai, Osumare has set benchmarks in:
Performance Marketing Achieving higher ROI with data-driven paid media.
SEO & Organic Growth Driving quality traffic using ethical and scalable SEO practices.
Social Media Engagement Creating viral content and high-converting ad campaigns.
Web Development Mobile-first, fast-loading, user-centric websites.
Analytics & Reporting Real-time dashboards and campaign optimization.
Whether you're looking to enhance brand awareness, drive website traffic, or increase conversions, Osumare offers proven strategies with tangible results.
Services You Can Expect from the Best Agencies
When partnering with a top digital marketing company, here’s what you should expect:
Comprehensive digital strategy consultation
SEO with real ranking improvements
Google Ads & Facebook PPC ad management
Content creation and distribution
Social media growth and engagement plans
E-commerce marketing
Mobile marketing
Email automation and CRM integration
Video and influencer marketing
Website audits, redesigns, and development
Agencies like Osumare tailor their offerings based on your specific industry, audience, and goals.
Client-Centric Approach is the New Standard
Top agencies are moving beyond services—they focus on solutions. Instead of generic campaigns, the trend is toward:
Custom funnels and retargeting
ROI-focused KPIs
Behavioral targeting using AI
Real-time dashboard access
Data-based decision making
This modern approach ensures your investment in digital marketing isn’t just an expense—it's a growth asset.
Why “Top 10” Actually Matters
You may wonder: why is it important to pick from the Top 10 digital marketing companies in Mumbai?
Simple: Proven agencies offer better processes, tested frameworks, industry insights, and the ability to scale.
These firms don’t experiment with your brand—they execute with precision.
Conclusion: Let Osumare Fuel Your Digital Journey
Choosing the right digital partner can define the future of your brand. From growing startups to established corporations, Osumare has been at the forefront of digital success stories across Mumbai.
If you're looking to amplify your brand’s online presence, drive quality leads, and stay ahead of digital trends, it’s time to connect with the experts at Osumare—one of the Top 10 digital marketing companies in Mumbai.
Let your brand rise above the noise.
#TopDigitalAgenciesMumbai#DigitalMarketing2025#MumbaiMarketingExperts#BestSEOCompanyMumbai#MarketingWithOsumare
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🎶 Class D Audio Amplifier Market Size, Share & Growth Analysis 2034: Where Power Meets Precision
Class D Audio Amplifier Market is rapidly gaining traction, driven by the increasing demand for high-efficiency and compact audio solutions. Known for their excellent power efficiency and digital signal processing capabilities, Class D amplifiers are widely adopted across consumer electronics, automotive audio systems, and professional sound equipment. Their ability to deliver premium sound quality while minimizing power consumption has positioned them as a preferred choice in a market increasingly focused on energy efficiency and performance. In 2024, the market volume reached 350 million units, with consumer electronics accounting for the largest share at 45%, followed by automotive at 30% and professional audio at 25%.
Market Dynamics
Several key drivers are shaping the growth of the Class D Audio Amplifier Market. One major factor is the rising popularity of portable and wireless audio devices, such as smart speakers, earbuds, and home entertainment systems. Class D amplifiers, with their compact form factor and low heat generation, are ideal for integration into these devices. The automotive industry is also embracing these amplifiers due to their ability to power advanced infotainment systems without draining vehicle batteries.
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Moreover, technological advancements in semiconductor design, including the use of Gallium Nitride (GaN) and Silicon Carbide (SiC), are enabling the development of amplifiers that offer superior performance and durability. On the flip side, the market faces challenges such as electromagnetic interference (EMI), complexity in design, and high initial development costs. However, continuous innovation, regulatory support for energy efficiency, and the growth of smart home ecosystems are expected to offset these challenges.
Key Players Analysis
The competitive landscape of the Class D Audio Amplifier Market features both established giants and emerging innovators. Leading companies include Texas Instruments, Infineon Technologies, Analog Devices, STMicroelectronics, and NXP Semiconductors. These players are actively investing in R&D to introduce next-gen amplifiers with enhanced features like wireless connectivity, AI integration, and superior sound quality.
Emerging companies such as Sonic Wave Technologies, Audio Pulse Innovations, and Decibel Dynamics are pushing the boundaries with unique product offerings tailored for specific end-use segments. Partnerships between tech firms and audio manufacturers are also becoming common, fostering the development of smart, integrated audio solutions.
Regional Analysis
North America remains a dominant force in the market, with the United States leading the way due to high consumer demand for advanced audio systems and a mature tech landscape. Europe follows closely, especially Germany and the UK, where sustainability standards and premium audio preferences are driving the adoption of energy-efficient Class D amplifiers.
The Asia-Pacific region is emerging as a key growth hub, led by China, Japan, and India. Rapid urbanization, rising disposable incomes, and a booming consumer electronics industry are fueling demand in this region. Local manufacturers are heavily investing in R&D, positioning the region for long-term growth. Latin America and the Middle East & Africa are showing steady progress, supported by growing consumer awareness and expanding entertainment sectors.
Recent News & Developments
The market is undergoing exciting developments. Price ranges now vary significantly — from $10 to $500 — depending on output power and features. Recent innovations include the integration of smart home compatibility, miniaturization of components, and expanded wireless capabilities. Regulatory standards around energy efficiency are increasingly shaping product design and manufacturing practices.
Companies are also aligning with sustainability goals by focusing on recyclable components and eco-friendly production processes. The rise of IoT-connected devices and AI-driven audio personalization is further expanding the use cases for Class D amplifiers. These developments are enhancing consumer experiences while opening new avenues for market expansion.
Browse Full Report : https://www.globalinsightservices.com/reports/class-d-audio-amplifier-market/
Scope of the Report
This report offers a comprehensive outlook on the Class D Audio Amplifier Market from 2025 to 2034. It provides a detailed forecast based on market segments such as type, product, technology, component, application, and region. It evaluates market size, trends, competitive strategies, opportunities, and threats, alongside qualitative insights through SWOT, PESTLE, and value-chain analysis. It also emphasizes local and global market dynamics, regulatory landscapes, and competitive benchmarking to aid businesses in strategic planning.
With the market expected to grow from $3.4 billion in 2023 to $7.9 billion by 2033 at a CAGR of 8.8%, the Class D Audio Amplifier Market presents significant opportunities for innovation, investment, and expansion across multiple industries.
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The Need for Digital Marketing Consulting in the Marketing Sphere
In today's rapidly evolving digital landscape, businesses face unprecedented challenges in navigating the complex world of online marketing. As we move through 2025, the digital marketing sphere has become increasingly sophisticated, with artificial intelligence, personalization, and omnichannel strategies dominating the conversation. This transformation has created a critical need for specialized expertise that many organizations simply cannot develop internally.
The Modern Marketing Challenge
The digital marketing landscape has evolved far beyond simple banner ads and email newsletters. Today's marketers must master an intricate ecosystem involving AI-driven personalization, voice search optimization, social media algorithms, and data privacy regulations. With 64% of companies struggling to create a unified customer view across all channels, the complexity has reached a point where specialized guidance is no longer optional - it's essential.
Small businesses particularly struggle with this challenge, facing limited budgets, lack of marketing expertise, and difficulty creating consistent content. Meanwhile, larger organizations grapple with proving ROI to leadership and keeping pace with rapidly changing algorithms. This gap between what businesses need and what they can realistically achieve internally has created a massive opportunity for digital marketing consultants.
The Value Proposition of Marketing Consulting
Digital marketing consultants bring several critical advantages that internal teams often cannot match. First, they provide objective, fresh perspectives that can identify blind spots invisible to those immersed in daily operations. This external viewpoint proves invaluable when businesses hit growth plateaus or struggle with stagnant performance.
Consultants also offer specialized expertise across multiple domains -from SEO and content marketing to social media strategy and marketing automation. Rather than hiring full-time specialists for each area, businesses can access comprehensive expertise through consulting relationships, often at a fraction of the cost of building internal teams.
Measurable Impact and ROI
The financial benefits of marketing consulting are substantial and well-documented. SEO initiatives typically deliver high ROI due to their long-term benefits, with some businesses seeing 175% increases in organic traffic and 400% increases in revenue year-over-year. Content marketing efforts can yield 13 times higher ROI for businesses prioritizing consistent blogging.
Real-world success stories demonstrate the transformative power of expert guidance. One digital marketing consultant transformed his referral-dependent business into a systematic lead-generating machine, scaling from 1-3 leads per week to 5-10 qualified leads weekly, ultimately reaching $1.1 million in revenue. Such dramatic improvements illustrate why businesses increasingly view marketing consulting as an investment rather than an expense.
Addressing Resource Constraints
The "doing more with less" reality of 2025 makes consulting even more attractive. Many businesses face shrinking marketing budgets while expectations for results continue to climb. Marketing consultants help optimize resource allocation by identifying high-impact strategies and eliminating wasteful spending.
For businesses lacking internal marketing expertise, consultants provide immediate access to knowledge that would take years to develop internally. They can implement proven frameworks and avoid costly mistakes that inexperienced teams might make. This guidance proves particularly valuable for small businesses where marketing missteps can have devastating financial consequences.
Navigating Technological Complexity
The integration of artificial intelligence and machine learning into marketing strategies has created new opportunities but also new complexities. Marketing consultants stay current with these rapidly evolving technologies, helping businesses leverage AI for customer segmentation, content personalization, and campaign optimization without the steep learning curve.
Voice search optimization, visual search capabilities, and the rise of new social media platforms require specialized knowledge to navigate effectively. Rather than struggling to keep internal teams trained on every emerging trend, businesses can rely on consultants who make it their profession to stay ahead of the curve.
The Strategic Partnership Advantage
Modern marketing consulting extends beyond tactical execution to a strategic partnership. Consultants help businesses develop comprehensive growth strategies, identify new customer segments, and create sustainable competitive advantages. They bring data-driven insights that enable smarter decision-making and more effective budget allocation.
The global marketing consulting market, valued at $10.6 billion in 2024 and projected to reach $17.8 billion by 2033, reflects the growing recognition of this value. As businesses continue their digital transformation journeys, the need for expert guidance will only intensify.
Conclusion
The digital marketing sphere's increasing complexity, combined with resource constraints and the need for measurable results, has made marketing consulting essential for business success. Whether addressing expertise gaps, optimizing resource allocation, or navigating technological changes, consultants provide the specialized knowledge and objective perspective necessary to thrive in today's competitive landscape. As we advance through 2025, the question isn't whether businesses need marketing consulting - it's how quickly they can engage the right expertise to drive their growth objectives.
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BDB India gives Best market research company in Pune
Global Capability centres – India
Global Capability Centers (GCCs) are offshore units set up by multinational corporations (MNCs) to manage operations, technology, R&D, and digital transformation. Over the years, India has transitioned from a cost-arbitrage destination to a global hub for innovation, analytics, and high-value business functions. India now hosts over 1,700 GCCs, employing 1.7+ million professionals, with projections to reach 2.5 million by 2030 creating employment for more than 4.5 million people.

Skilled Workforce: A strong talent pool of over 5 million IT professionals, with 1.5+ million STEM graduates annually.
Cost Efficiency & High-Value Delivery: Companies save 30-50% on operational costs while gaining access to top-tier expertise.
Strong Digital Ecosystem: India is a leader in AI, ML, blockchain, and cybersecurity, fostering a thriving tech environment.
Government Support: Policies like FDI liberalization, tax incentives, and Digital India boost GCC expansion.
Strategic Location & Time Zone Advantage: Enables 24/7 operations, supporting markets in US, Europe, and APAC.
Expansion Beyond Metros: Emerging cities like Coimbatore, Jaipur, and Kochi offer new investment opportunities.
The Growth and Expansion in India
Rise in the Number of GCCs and Employment Trends
India has become a global powerhouse for Global Capability Centers (GCCs), with multinational corporations (MNCs) increasingly setting up offshore centers to drive digital transformation, innovation, and operational efficiency. Over the past two decades, the number of GCCs in India has grown significantly, evolving from traditional back-office operations to high-value centers of excellence (CoEs) and innovation hubs.
Key Statistics and Growth Trends:
The Indian GCC workforce has surpassed 1.66 million employees, making it one of the largest talent hubs globally.
The sector has witnessed a CAGR of 10-12% over the past five years, driven by increasing demand for digital services, AI, and R&D expertise.
New-age GCCs are emerging beyond traditional IT and BFSI sectors, with companies from healthcare, retail, automotive, and industrial manufacturing setting up centers in India.
Bengaluru, Hyderabad, Pune, Chennai, and Gurugram remain the top cities for GCCs, cities like Coimbatore, Jaipur, and Chandigarh are becoming attractive due to cost advantages and talent availability.
The influence of GCCs extends beyond direct employment and revenue generation. They have significantly bolstered India’s services exports, with sectors such as professional consulting experiencing rapid growth. In 2023, India’s services exports reached nearly $340 billion, with GCCs playing a pivotal role in this expansion.
Impact Different Industries
Technology & IT
GCCs in the technology sector are at the forefront of AI, cloud computing, cybersecurity, and software development. Companies like Google, Microsoft, and Amazon use India-based GCCs to build next-generation AI models, develop scalable cloud platforms, and enhance cybersecurity frameworks to protect digital assets globally. India’s expertise in agile software development and DevOps further accelerates product innovation and enterprise-level solutions.
Banking & Financial Services (BFSI)
GCCs in BFSI drive FinTech innovation, risk management, and automation. Leading global banks like JP Morgan Chase and Citibank leverage GCCs for AI-driven fraud detection, automated loan processing, blockchain-based transactions, and risk assessment models. With India’s deep analytics capabilities, banks can enhance customer experience, compliance, and operational efficiency.
Healthcare & Pharmaceuticals
The healthcare and pharmaceutical industries leverage GCCs for R&D, data analytics, and telemedicine solutions. Companies like Pfizer and Novartis use India’s GCC ecosystem to accelerate drug discovery through AI, optimize clinical trials using real-world data, and develop telemedicine platforms for global healthcare accessibility. GCCs also focus on regulatory compliance, ensuring adherence to international health and safety standards.
Retail & E-commerce
GCCs play a crucial role in digital transformation and AI-driven customer insights for global retail and e-commerce giants like Amazon, Walmart, and Target. These centers help optimize customer experience through predictive analytics, dynamic pricing strategies, and personalized marketing using AI. Additionally, GCCs enhance inventory management, logistics, and supply chain forecasting, leading to more efficient global operations. .
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