Model tracker / Decision models / Salesforce
Koa Decisions
Salesforce decision model on Gemma, successor to its Agentforce router; image, audio input
Koa Decisions is a closed decision model from Salesforce: it answers typed questions, such as yes or no, pick one or pick several, with probabilities instead of writing text. There's no hosted version: you run it on your own hardware. JevBench, the main independent benchmark, doesn't list it yet.
- Made by
- Salesforce
- Weights
- Closed
- Size
- Undisclosed; Salesforce doesn't mention releasing weights (built by training Google's open-weight Gemma)
- Where
- Salesforce, as the next version of the HyperClassifier model that routes Agentforce requests; a free demo on Agentforce Labs with a Trailhead account. Flows, Apex, prompt templates and a developer API are planned, with no dates.
- Images
- Yes
Koa Decisions price
US dollars per million input tokens. Decision models don't write text, so none of the hosted ones charge for output.
| Where | Input | Output | Notes | Checked |
|---|---|---|---|---|
| Salesforce, as the next version of the HyperClassifier model that routes Agentforce requests; a free demo on Agentforce Labs with a Trailhead account. Flows, Apex, prompt templates and a developer API are planned, with no dates. | Self-host | – | – | 2026-11-07 |
Koa Decisions speed
| Measure | Result | Reported by |
|---|---|---|
| Reported speed | About 26 ms for Salesforce's decision model on Agentforce routing, against about 1.4 s for a general-purpose LLM | Salesforce |
Measured by the maker on its own hardware; JevBench doesn't list this model yet.
Decision models like Koa Decisions
Every other decision model we track, by independent JevBench score.
| Model | Input / M | JevBench | Weights |
|---|---|---|---|
| Koa Decisions | Self-host | – | Closed |
| Mammoth-1 Baseten (Base Labs) | $0.10 | 85.2 | Open |
| Perplexity Decider V1.2 Perplexity | $0.02 | 80.8 | Open |
| d1-ultra Liquid AI | $0.042 | 80.5 | Closed |
| Kev-27B Jared Palmer | Self-host | 78.9 | Open |
| Clef Cloudflare | $0.24 | 75.3 | Open |
| Jev 1.14 TypeSafe AI | $0.042 | 75.0 | Closed |
| d1 Liquid AI | $0.02 | 74.4 | Closed |
| Mercury Decide Inception | $0.02 | 73.6 | Closed |
| OpenAI Decisions (GPT-6 Luna) OpenAI | $0.10 | 73.5 | Closed |
| Microsoft-Decision-1 Microsoft | $0.042 | 70.8 | Closed |
| Elephant-1 Baseten (Base Labs) | $0.035 | 70.2 | Open |
| Strands Decider 26B-A4B AWS Strands Labs | Self-host | 66.7 | Open |
| Clef-flash Cloudflare | $0.038 | 63.8 | Open |
| Perplexity Decider Flash V1.2 Perplexity | $0.01 | 61.7 | Open |
| Kev-9B Jared Palmer | Self-host | 61.5 | Open |
| Clef-omni Cloudflare | $0.15 | 58.3 | Open |
| Joey-1 Baseten (Base Labs) | $0.01 | 57.8 | Open |
| d1-3B Liquid AI | Self-host | 49.5 | Open |
| d1-omni-600M (experimental) Liquid AI | Self-host | 32.8 | Open |
| Laya Convai Innovations | $0.011 | 32.5 | Open |
| CLM-8B Stanford and NVIDIA | Self-host | 20.1 | Open |
| Clairic Cloudflare | $0.10 | – | Closed |
| d1-2B Liquid AI | Self-host | – | Open |
| d1-omni-2B Liquid AI | Self-host | – | Open |
| Kev-0.8B Jared Palmer | Self-host | – | Open |
| Kev-4B Jared Palmer | Self-host | – | Open |
| Strands Decider 12B AWS Strands Labs | Self-host | – | Open |
| Strands Decider 2B AWS Strands Labs | Self-host | – | Open |
| Strands Decider E2B AWS Strands Labs | Self-host | – | Open |
| Strands Decider E4B AWS Strands Labs | Self-host | – | Open |
Compare them all in the decision models table →
Koa Decisions on dbggr
- Salesforce launches Koa Decisions, a decision model for Agentforce Daily, 2026-11-06
Koa Decisions FAQ
How much does Koa Decisions cost?
Koa Decisions has no hosted, per-token price: you download it and run it yourself, so the cost is your own compute.
Is Koa Decisions open weight?
No. Koa Decisions is only available through Salesforce, as the next version of the HyperClassifier model that routes Agentforce requests; a free demo on Agentforce Labs with a Trailhead account. Flows, Apex, prompt templates and a developer API are planned, with no dates..
How fast is Koa Decisions?
Salesforce reports About 26 ms for Salesforce's decision model on Agentforce routing, against about 1.4 s for a general-purpose LLM, measured on its own hardware.
How does Koa Decisions compare with Jev?
JevBench doesn't list Koa Decisions yet, so there's no independent comparison. Jev costs $0.042 per million input tokens; Koa Decisions is self-host only.