--- title: 20 Jev Alternatives: The Decision Models Taking On... description: TypeSafe's Jev, a non-chatbot 'decision model' that scores typed questions (Choice, Score, yes/no) instead of generating text, launched on September 15, 2026.... canonical: https://daily.dev/posts/20-jev-alternatives-the-decision-models-taking-on-typesafe-in-2026-x1jt9ojsl twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: 20 Jev Alternatives: The Decision Models Taking On TypeSafe in 2026 | daily.dev og:description: TypeSafe's Jev, a non-chatbot 'decision model' that scores typed questions (Choice, Score, yes/no) instead of generating text, launched on September 15, 2026.... og:url: https://daily.dev/posts/20-jev-alternatives-the-decision-models-taking-on-typesafe-in-2026-x1jt9ojsl og:image: https://api.daily.dev/og/posts/X1JT9oJsL.png og:image:alt: 20 Jev Alternatives: The Decision Models Taking On TypeSafe in 2026 og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # 20 Jev Alternatives: The Decision Models Taking On TypeSafe in 2026 **[Machine Learning News](https://daily.dev/sources/mlnews)** · 11 min read · 0 upvotes · 0 comments ## Summary TypeSafe's Jev, a non-chatbot 'decision model' that scores typed questions (Choice, Score, yes/no) instead of generating text, launched on September 15, 2026. Within about four weeks, 20 alternatives appeared from Cloudflare (Clef), OpenAI (Decisions API), Perplexity (pplx-decider), Liquid AI (d1), AWS Strands Labs, and independent developers, ranging from 287M to 35B-A3B parameters. The piece compares size, license, hardware needs, pricing, Jev API compatibility, and self-reported benchmarks across suites like JevBench, Decision Index, and Respan's third-party evaluation. Cloudflare's Clef beats Jev on BANKING77 F1 (94.20 vs 79.74) while Jev still wins harder reasoning benchmarks like GPQA Diamond and leads Respan's overall accuracy and consistency table. Cheapest hosted option is Perplexity's flash-v1.2 at $0.01 per 1M input tokens; most benchmarks are vendor-reported and not directly comparable across suites. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Questions this post answers ### What is TypeSafe's Jev model and how is it different from a chatbot? Jev is TypeSafe's first 'System One' decision model, released September 15, 2026. Instead of generating text, it takes a state (like a ticket or log line) plus typed questions (Choice, Score, or Noul yes/no) and returns labels, scores, or probabilities in one parallel pass. It costs $0.042 per 1M input tokens with free output, supports a 64k token context, is text-only, and has closed weights accessible via waitlist. _Teams weighing decision models over chat-based LLMs can track new releases like this via daily.dev._ ### Which open-weight model is the cheapest way to self-host a Jev-compatible decision API? Strands Labs' Strands Decider 2B, released by AWS, is a roughly 1.9B parameter model built on Qwen3.5-2B-Base plus a pointer head, trainable in about 11 hours on a single RTX 3090. It is Apache-2.0 licensed, serves a local /v1/systemone endpoint, and scored 77.9% (180 of 231) on the JevBench public benchmark with 115ms median latency. _Developers comparing self-hostable decision models can follow benchmark updates like these on daily.dev._ ### How does Cloudflare's Clef model compare to Jev on accuracy benchmarks? Cloudflare's Clef, a 27B model built on Qwen3.8-27B with a vision encoder, scored 94.20 F1 on the BANKING77 benchmark versus Jev's 79.74 in Cloudflare's own testing. However, Jev still outperforms Clef on harder reasoning tasks, winning GPQA Diamond 78.3 to 48.0. Clef is Apache-2.0 licensed, priced at $0.24 per 1M input tokens, and claims full Jev API compatibility. _Anyone choosing between hosted decision APIs can weigh benchmark trade-offs like these via daily.dev._ --- Tags: [#ai](https://daily.dev/tags/ai), [#open-source](https://daily.dev/tags/open-source), [#jev](https://daily.dev/tags/jev) [View this post on daily.dev](https://daily.dev/posts/20-jev-alternatives-the-decision-models-taking-on-typesafe-in-2026-x1jt9ojsl) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"20 Jev Alternatives: The Decision Models Taking On TypeSafe in 2026","url":"https://daily.dev/posts/20-jev-alternatives-the-decision-models-taking-on-typesafe-in-2026-x1jt9ojsl","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/20-jev-alternatives-the-decision-models-taking-on-typesafe-in-2026-x1jt9ojsl"},"datePublished":"2026-10-17T07:46:34.550Z","dateModified":"2026-10-17T07:47:01.437Z","description":"TypeSafe's Jev, a non-chatbot 'decision model' that scores typed questions (Choice, Score, yes/no) instead of generating text, launched on September 15, 2026....","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/bacbaff6c51ed57a0a02026b94eb3941?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/bacbaff6c51ed57a0a02026b94eb3941?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"Machine Learning News","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Machine Learning News","logo":"https://media.daily.dev/image/upload/s--0PoEtdkd--/f_auto/v1750409401/squads/marktechpost?_a=BAMClqZW0","url":"https://daily.dev/squads/mlnews"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/20-jev-alternatives-the-decision-models-taking-on-typesafe-in-2026-x1jt9ojsl","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"ai,open-source,jev","timeRequired":"PT11M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Machine Learning News","item":"https://daily.dev/squads/mlnews"},{"@type":"ListItem","position":3,"name":"20 Jev Alternatives: The Decision Models Taking On TypeSafe in 2026"}]} {"@context":"https://schema.org","@type":"FAQPage","@id":"https://daily.dev/posts/20-jev-alternatives-the-decision-models-taking-on-typesafe-in-2026-x1jt9ojsl#faq","mainEntity":[{"@type":"Question","name":"What is TypeSafe's Jev model and how is it different from a chatbot?","acceptedAnswer":{"@type":"Answer","text":"Jev is TypeSafe's first 'System One' decision model, released September 15, 2026. Instead of generating text, it takes a state (like a ticket or log line) plus typed questions (Choice, Score, or Noul yes/no) and returns labels, scores, or probabilities in one parallel pass. It costs $0.042 per 1M input tokens with free output, supports a 64k token context, is text-only, and has closed weights accessible via waitlist. Teams weighing decision models over chat-based LLMs can track new releases like this via daily.dev."}},{"@type":"Question","name":"Which open-weight model is the cheapest way to self-host a Jev-compatible decision API?","acceptedAnswer":{"@type":"Answer","text":"Strands Labs' Strands Decider 2B, released by AWS, is a roughly 1.9B parameter model built on Qwen3.5-2B-Base plus a pointer head, trainable in about 11 hours on a single RTX 3090. It is Apache-2.0 licensed, serves a local /v1/systemone endpoint, and scored 77.9% (180 of 231) on the JevBench public benchmark with 115ms median latency. Developers comparing self-hostable decision models can follow benchmark updates like these on daily.dev."}},{"@type":"Question","name":"How does Cloudflare's Clef model compare to Jev on accuracy benchmarks?","acceptedAnswer":{"@type":"Answer","text":"Cloudflare's Clef, a 27B model built on Qwen3.8-27B with a vision encoder, scored 94.20 F1 on the BANKING77 benchmark versus Jev's 79.74 in Cloudflare's own testing. However, Jev still outperforms Clef on harder reasoning tasks, winning GPQA Diamond 78.3 to 48.0. Clef is Apache-2.0 licensed, priced at $0.24 per 1M input tokens, and claims full Jev API compatibility. Anyone choosing between hosted decision APIs can weigh benchmark trade-offs like these via daily.dev."}}]} ```