2026-09-23
Jev vs Laya vs Bespoke Nimble
A source-backed capability and deployment comparison for three typed-decision model families, without converting unlike provider claims into a ranking.
No overall ranking is assigned
| Dimension | Jev 1.13.0 | Laya | Bespoke Nimble |
|---|---|---|---|
| Access | Hosted API through official SDKs or REST | Local Python package and published checkpoints | Local repository workflow and model artifacts |
| Availability | Early access | Public repository | Public repository and model card |
| Weights | Not disclosed in reviewed sources | Published checkpoints | Adapter artifacts require the stated base model |
| License | Service terms; no open-weight license verified | Apache-2.0 repository license | Apache-2.0 adapter/model-card license; verify base-model terms |
| Decision outputs | Boolean, choice, score, and probabilities | Model-specific classification and scoring outputs | Flat boolean and enum decisions |
| Input limits | Not disclosed in reviewed sources | Checkpoint-dependent context reported as 512 or 1024 tokens | Text only; trained at 2048 tokens, hosted examples note longer inputs are less tested |
| Local deployment | Not verified | Supported by the public project | Documented for Apple Silicon and NVIDIA workflows |
| Evidence status | Official launch and SDK documentation reviewed | Maintainer documentation reviewed; measurements are publisher-reported | Maintainer repository and model card reviewed; revision details matter |
Comparison method
This is not a leaderboard. It compares documented interfaces, availability, deployment, licensing, and limitations as of the verification date. Provider-reported latency or benchmark claims are not normalized or ranked.
Read the full benchmark methodology