Decision Models Go Live, GIVA Nets $103 Mn & More
A shift is underway in AI development toward decision models, which return precise outputs like probabilities and scores rather than prose. These models are gaining enterprise traction due to lower costs—they consume fewer tokens than LLMs—and offer better control, auditability and integration with proprietary data. Major players including Cloudflare, Microsoft, AWS, OpenAI and Perplexity have entered the space alongside the first public model from TypeSafe AI called Jev. Indian startups are also participating: PurpleTalk's lab launched Sieve and ConvAI Innovations unveiled Laya, an open-weight model for local deployment.
Key points
- Decision models provide structured outputs for specific tasks
- More affordable and controlled than general LLMs
- Global tech giants and Indian startups entering space
- Examples: Jev, Sieve, Laya models
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