While artificial intelligence (AI) technologies are showing a lot of promise, many technologies, including generative AI (GenAI), fell short of expectations this calendar year, exposing the gap between innovation and commercial use.
The struggle in getting a return on investment (ROI) from GenAI projects, the metaverse's lack of mainstream adoption, volatility around bitcoins, the slow uptake of consumer 5G, and limping smart city projects underscored the difficulty of moving from the pilot stage to implementing full-scale projects.
We shed light on the hurdles these technologies face and explore their chances of bouncing back.
GenAI: No Returns
Generative AI (GenAI) has shown immense potential since OpenAI's ChatGPT gained over 100 million users within two months of its launch in December 2022. Unlike traditional machine learning (ML), which predicts data patterns, GenAI's foundational models and large language models (LLMs) learn the structure of various data types—text, images, proteins, DNA, etc.—to create new content through prompts in natural languages like English or Hindi.
Companies are fine-tuning tools like ChatGPT, Bing Chat, Gemini, and DALL-E 2 to cut costs in customer service, content creation, and more. However, most businesses remain cautious, testing these tools rather than deploying them at scale. Challenges include hallucinations (generating false information and presenting it confidently as accurate), biases, intellectual property violations, high energy consumption, and uncertain returns on investment.
Goldman Sachs' April report, GenAI: Too Much Spend, Too Little Benefit?, questioned the $1 trillion investment in AI infrastructure without clear benefits. Similarly, Gartner's July report predicts that 30% of GenAI projects will be discontinued by 2025 due to poor data quality and escalating costs, which range from $5 million to $20 million.
هذه القصة مأخوذة من طبعة December 26, 2024 من Mint Mumbai.
ابدأ النسخة التجريبية المجانية من Magzter GOLD لمدة 7 أيام للوصول إلى آلاف القصص المتميزة المنسقة وأكثر من 9,000 مجلة وصحيفة.
بالفعل مشترك ? تسجيل الدخول
هذه القصة مأخوذة من طبعة December 26, 2024 من Mint Mumbai.
ابدأ النسخة التجريبية المجانية من Magzter GOLD لمدة 7 أيام للوصول إلى آلاف القصص المتميزة المنسقة وأكثر من 9,000 مجلة وصحيفة.
بالفعل مشترك? تسجيل الدخول
Big banks flee climate coalition formed to cut carbon emissions
U.S. megabanks want to leave behind some green pledges in 2024 finance Morgan Stanley, Citigroup, and Bank of America this week withdrew from an ambitious pandemic-era climate coalition designed to help drive a shift to reduce carbon emissions by businesses.
Training
Is war a debate, a dilemma or a drama? Or can it be a poem? A class contemplates its many meanings
No End
An idyllic summer comes to a close with the dawn of realisation
Ocean of Spines
Trying to conjure a sliver of the past, and remember to whom a story belonged
What we want to read in 2025
The Lounge team’s list of unread books has only grown longer, while we also revisit and re-read old favourites
Data rules draft: focus on minors, national security
A draft of rules for India's data protection law has proposed that parents must identify themselves before their children can join certain online platforms.
Netbanking 2.0: NPCI pilot to ease mobile payments
You're about to pay for a purchase on a popular e-commerce website from your mobile, but your bank doesn't show up in the netbanking list.
New Angels Rush To Prop Early-Stage Funding Slack
Sports stars, actors and young professionals are taking early bets on new startups
Divided EU allows India to pitch for carbon tax relief
Differences within the European Union (EU) over a looming carbon border tax have given India an opportunity to pitch for some relief from its onerous requirements that are expected to hurt exports to one of the country's largest trading partners.
States' Q4 borrowing to rise 18% after Q2 growth slump
Capex boost likely as West Bengal, Maharashtra, Karnataka lead ₹4.73 tn borrowing plan