PrismML

14 models across 1 family · Latest: Ternary Bonsai 2 2B (2026-10)

CodingRAGAgentsLong contextVisionJSON / Tool use
PrismML releases · 14 in the last 12 monthsChangelog →

PrismML's portfolio covers 14 active models across 1 current family, spanning coding, rag, and agents. Open a model detail page to compare provider routes and sourced benchmarks.

Covers 6 workload areas across 14 active tracked models; last verified 2026-10-22.

Use it for

  • Teams evaluating coding, rag, and agents across this lab's releases
  • Comparing model families before committing to a flagship
  • Migration and pricing follow-ups across 14 tracked models

Do not use it for

  • Choosing a hosting provider without opening a model page for price ladders

Active models

14

Current models from this lab, excluding deprecated ones

Active families

1

Current model families from this lab

Open catalog

14 open

14 open source / 0 open weights

Lowest output price

Not tracked

No provider output pricing linked yet

Latest dated release

2026-10-15

Ternary Bonsai 2 2B

Freshness

2026-10-22

Researched 10d ago

fresh

Release cadence

Dated releases
5
Latest date
2026-10-15

Where this lab wins

  • Coding: 1 tracked model with SWE-bench / HumanEval-style scores.
  • RAG: 6 tracked models with ruler / needle retrieval benchmarks.
  • Agentic: 6 tracked models with BFCL, tau-bench, and SWE-bench tool-use coverage.
  • Long-context: 6 tracked models with context-token or InfiniteBench-class signal.

Flagship quality / price signal

Selection source
Best sourced coding Q/$
Coding grade
unknown
Benchmark / output price
Not enough sourced benchmark and price coverage

About

PrismML (Prism ML, Inc.) builds ultra-dense 1-bit and ternary Bonsai models for on-device and efficient datacenter inference. Official site https://prismml.com/; docs https://docs.prismml.com/; HF org prism-ml; lab X @PrismML (verified). About page: Co-Founders Babak Hassibi (CEO), Sahin Lale & Omead Pooladzandi (Co-Heads of Research), Reza Sadri (VP Strategy); advisors include Ion Stoica. Positions: concentrating intelligence / intelligence density; Bonsai family spans 1-bit and Ternary lines plus Bonsai Image.

Featured models

ModelReleasedContextInput price ($/1M)Output price ($/1M)LicenseOpenness
Ternary Bonsai 2 2B2026-10-15256K--Apache 2.0Open source
Ternary Bonsai 2 4B2026-10-15256K--Apache 2.0Open source
Ternary Bonsai 2 9B2026-10-15256K--Apache 2.0Open source

Model families

Recent releases

  1. Ternary Bonsai 2 2B- 2026-10-15
  2. Ternary Bonsai 2 4B- 2026-10-15
  3. Ternary Bonsai 2 9B- 2026-10-15
  4. Ternary Bonsai 2 27B- 2026-09-17
  5. Ternary Bonsai 27B- 2026-07-14

Explore related pages

Last reviewed: 2026-10-22. Data sourced from public lab announcements and provider documentation.