49 models · checked 20 September 2026
Decision models you can use commercially
Apache-2.0 and MIT only. The licence is the first thing that rules a model out of a product, and it rules more of them out than people expect.
laya
convaiinnovations
The most-liked open-weight decision model of the post-Jev wave, a 421M ModernBERT-large encoder. The base release of a three-model family.
421M · apache-2.0
Community cardQwen-2.5-1B-RLCD
harshatheg
Qwen2.5-1.5B-Instruct fine-tuned to return typed decisions.
Qwen/Qwen2.5-1.5B-Instruct · apache-2.0
Community cardcua-s1-forms
cua-ai
A System One model narrowed to one job, filling forms. MIT licensed, and the clearest example in the directory of the interface spreading past the benchmark it was born on.
mit
Community cardlaya-multilingual
convaiinnovations
The only multilingual decision model we have found, a 322M encoder on mmBERT. Also the one our English-only test set cannot say anything useful about.
322M · apache-2.0
Community carddecider-2b
Mapika
The most-downloaded open-weight decision model in the post-Jev wave. A Qwen3.5-2B decoder fine-tuned to emit typed decisions, and the largest member of a three-model family.
1.9B · Qwen/Qwen3.5-2B-Base · apache-2.0
Community cardlaya-typed-decisions
convaiinnovations
The Laya variant tuned on the typed-decisions benchmark, and the only open model whose card publishes head-to-head numbers against Jev. One of those numbers is the reason we started measuring.
421M · apache-2.0
Community cardopen-jev-deberta-v3-large
com-kotobalabs
A DeBERTa-v3-large encoder positioned as an open reimplementation of Jev. The highest ratio of likes to downloads in the directory, which is usually what a credible claim looks like early.
434M · microsoft/deberta-v3-large · apache-2.0
Community cardrlcd-modernbert-151m
heman10x
The smallest decision model we track, at 151M parameters on a GLiClass/ModernBERT encoder. If it holds accuracy, it changes what this class of model costs to run.
151M · knowledgator/gliclass-modern-base-v2.0 · apache-2.0
Community cardJEV-CPU
Meanblock
Qwen3-0.6B fine-tuned to return typed decisions.
Qwen/Qwen3-0.6B · mit
Community cardlaya-mlx
aac6fef
laya fine-tuned to return typed decisions, 421M parameters.
421M · convaiinnovations/laya · apache-2.0
Community carddecider-2b-vision
Mapika
Qwen3.5-2B-Base fine-tuned to return typed decisions, 2.2B parameters.
2.2B · Qwen/Qwen3.5-2B-Base · apache-2.0
Community cardlaya-onnx
Mattepiu
A ONNX build of laya, for running typed decisions on runtimes without PyTorch instead of a hosted API.
convaiinnovations/laya · apache-2.0
Community cardJeff-1
GestaltLabs
A LoRA adapter that turns Qwen3-4B-Instruct-2507 into a typed-decision model without shipping full weights.
Qwen/Qwen3-4B-Instruct-2507 · apache-2.0
Community cardjev-schema-scorer-deberta-v3-large
mobarmg
deberta-v3-large fine-tuned to return typed decisions, 435M parameters.
435M · microsoft/deberta-v3-large · mit
Community cardOpenThai-SystemOne
iapp
Qwen3.5-0.8B-Base fine-tuned to return typed decisions, 753M parameters.
753M · Qwen/Qwen3.5-0.8B-Base · apache-2.0
Community cardMobiMind-Decider-7B
IPADS-SAI
A typed-decision model from IPADS-SAI, 8.3B parameters.
8.3B · apache-2.0
Community cardlaya-multilingual-mlx
aac6fef
laya-multilingual fine-tuned to return typed decisions, 322M parameters.
322M · convaiinnovations/laya-multilingual · apache-2.0
Community cardQwen-2.5-1B-RLCD
shreyansh26
Qwen2.5-1.5B-Instruct fine-tuned to return typed decisions.
Qwen/Qwen2.5-1.5B-Instruct · apache-2.0
Community carddecider-2b-GGUF
cosetoenor
A GGUF build of decider-2b, for running typed decisions on llama.cpp instead of a hosted API.
Mapika/decider-2b · apache-2.0
Community cardlaya-mind2web-browser-agent
ShaunSpark
laya fine-tuned to return typed decisions.
convaiinnovations/laya · apache-2.0
Community carddecider-2b-vision-GGUF
mradermacher
A GGUF build of decider-2b-vision, for running typed decisions on llama.cpp instead of a hosted API.
Mapika/decider-2b-vision · apache-2.0
Community cardqwen3-0.6b-rlcd-decision
anthonym21
Qwen3-0.6B-Base fine-tuned to return typed decisions, 596M parameters.
596M · Qwen/Qwen3-0.6B-Base · apache-2.0
Community cardlaya-multilingual-coreml
aac6fef
A Core ML build of laya-multilingual, for running typed decisions on on-device Apple runtimes instead of a hosted API.
convaiinnovations/laya-multilingual · apache-2.0
Community cardlaya-GGUF
mys
A GGUF build of laya, for running typed decisions on llama.cpp instead of a hosted API.
convaiinnovations/laya · apache-2.0
Community cardlaya-multilingual-GGUF
mys
A GGUF build of laya-multilingual, for running typed decisions on llama.cpp instead of a hosted API.
convaiinnovations/laya-multilingual · apache-2.0
Community cardlaya-onnx-fp16
sevenreasons
A ONNX build of laya, for running typed decisions on runtimes without PyTorch instead of a hosted API.
convaiinnovations/laya · apache-2.0
Community carddecider-0.8b-GGUF
mradermacher
A GGUF build of decider-0.8b, for running typed decisions on llama.cpp instead of a hosted API.
Mapika/decider-0.8b · apache-2.0
Community carddecider-0.8b
Mapika
Qwen3.5-0.8B-Base fine-tuned to return typed decisions, 752M parameters.
752M · Qwen/Qwen3.5-0.8B-Base · apache-2.0
Community cardgemma-e2b-rlcd
larkooo
A MLX build of gemma-4-E2B-it, for running typed decisions on Apple Silicon instead of a hosted API.
5.1B · google/gemma-4-E2B-it · apache-2.0
Community cardQwen3-14B-RLCD-Decision-LoRA
Foodoo1
A LoRA adapter that turns Qwen3-14B into a typed-decision model without shipping full weights.
Qwen/Qwen3-14B · apache-2.0
Community cardlaya-coreml
aac6fef
A Core ML build of laya, for running typed decisions on on-device Apple runtimes instead of a hosted API.
convaiinnovations/laya · apache-2.0
Community cardlaya-typed-decisions-GGUF
mys
A GGUF build of laya-typed-decisions, for running typed decisions on llama.cpp instead of a hosted API.
convaiinnovations/laya-typed-decisions · apache-2.0
Community cardqwen3-0.6b-rlcd
thefloydd
Qwen3-0.6B-Base fine-tuned to return typed decisions.
Qwen/Qwen3-0.6B-Base · apache-2.0
Community cardMobiMind-Decider-7B-GGUF
mradermacher
A GGUF build of MobiMind-Decider-7B, for running typed decisions on llama.cpp instead of a hosted API.
IPADS-SAI/MobiMind-Decider-7B · apache-2.0
Community cardsystemone-lite-0.5b
dwidlee
A 0.5B decision model on Qwen2.5, the only entry here built on a previous-generation base. Real downloads, zero likes.
494M · Qwen/Qwen2.5-0.5B-Instruct · apache-2.0
Community cardsystem-one-mini
DavidHatley
distilbert-base-uncased fine-tuned to return typed decisions, 69M parameters.
69M · distilbert/distilbert-base-uncased · apache-2.0
Community cardplek-1
Drenel
A typed-decision model from Drenel, 783M parameters.
783M · apache-2.0
Community cardbert4jev
ukung
deberta-v3-large fine-tuned to return typed decisions, 434M parameters.
434M · microsoft/deberta-v3-large · apache-2.0
Community cardJevForge-0.8B
AndeyTait
Qwen3.5-0.8B fine-tuned to return typed decisions.
Qwen/Qwen3.5-0.8B · apache-2.0
Community cardsystem-one-distilled
shreyanbr
deberta-v3-xsmall-zeroshot-v1.1-all-33 fine-tuned to return typed decisions, 71M parameters.
71M · MoritzLaurer/deberta-v3-xsmall-zeroshot-v1.1-all-33 · apache-2.0
Community cardsystem-one-gold
shreyanbr
deberta-v3-xsmall-zeroshot-v1.1-all-33 fine-tuned to return typed decisions, 71M parameters.
71M · MoritzLaurer/deberta-v3-xsmall-zeroshot-v1.1-all-33 · apache-2.0
Community cardsystem-one-zeroshot
shreyanbr
deberta-v3-xsmall-zeroshot-v1.1-all-33 fine-tuned to return typed decisions, 71M parameters.
71M · MoritzLaurer/deberta-v3-xsmall-zeroshot-v1.1-all-33 · apache-2.0
Community cardlaya-multilingual-coreml-ane
aac6fef
A Core ML build of laya-multilingual, for running typed decisions on on-device Apple runtimes instead of a hosted API.
convaiinnovations/laya-multilingual · apache-2.0
Community cardlaya-multilingual-coreml-ane-w8
aac6fef
A Core ML build of laya-multilingual, for running typed decisions on on-device Apple runtimes instead of a hosted API.
convaiinnovations/laya-multilingual · apache-2.0
Community cardlaya-typed-decisions-coreml
aac6fef
A Core ML build of laya-typed-decisions, for running typed decisions on on-device Apple runtimes instead of a hosted API.
convaiinnovations/laya-typed-decisions · apache-2.0
Community cardlaya-multilingual-coreml-snake
aac6fef
A Core ML build of laya-multilingual, for running typed decisions on on-device Apple runtimes instead of a hosted API.
convaiinnovations/laya-multilingual · apache-2.0
Community carddecider-35b-a3b
Mapika
Qwen3.5-35B-A3B-Base fine-tuned to return typed decisions, 35B parameters.
35B · Qwen/Qwen3.5-35B-A3B-Base · apache-2.0
Community carddecider-35b-a3b-nvfp4
Mapika
A typed-decision model from Mapika, 18B parameters.
18B · Mapika/decider-35b-a3b · apache-2.0
Community cardlaya-typed-decisions-mlx
aac6fef
laya-typed-decisions fine-tuned to return typed decisions, 421M parameters.
421M · convaiinnovations/laya-typed-decisions · apache-2.0
Find out what your data actually supports
We turn your historical decisions into a frozen test set, then tell you which model, which threshold, and how much of it you can safely automate.