
TypeSafe AI is a San Francisco AI lab building machine-native models that return typed decisions.
OpenAI released its **Decisions API**, a fast, cost-efficient alternative to LLMs, to all users, competing with TypeSafe’s Jev model. The API, derived from ChatGPT Luna, reduces inference time to **100–180 milliseconds** and is already adopted by companies like **Box, Datadog, and Speak** for high-throughput tasks. Early tests show **Speak cut response times from 1.4 to 0.13 seconds**, while OpenAI improved its **Dots voice assistant** with the model. Benchmarks favor **Liquid’s D1 Ultra and Base Lab’s Elephant-1**, but Jev leads in adoption and excels in **PacMan-style decision-making tests**. OpenAI’s model stands out for **multi-modal capabilities**, including image classification, though speed optimizations could unlock real-time applications like **per-frame video processing**.
Oct 2026TechCrunchNews article
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Cloudflare unveils Clairic, an extraction model hosted on Workers AI, designed to extract, compute, estimate, and forecast values from unstructured inputs with higher accuracy, faster latency, and lower cost than traditional LLMs. Clairic operates as a System One model, returning typed values—such as numbers, dates, and lists—directly from input data, with confidence scores and character offsets for traceability. Unlike LLMs, it avoids hallucinations by producing only valid, bounded outputs or null when no answer exists. The model targets repetitive structured-output tasks, like invoice totals or delivery dates, where LLMs are inefficient.
Oct 2026CloudflareNews article
TypeSafe AI raises $870 million at a $7.5 billion valuation to develop Jev, its non-text AI model. Andreessen Horowitz leads the round, with Sequoia and existing investor DCVC participating. TypeSafe says a third of Fortune 500 companies already use Jev, which produces probabilities it calls “calibrated decisions” rather than text. The company says the transformer-based model works faster and uses fewer tokens than large language models, making it suited to task automation.
Oct 2026TechCrunchNews article