# Koa Decisions

Decision models · checked 2026-11-07 · https://dbggr.dev/models/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
- Docs: https://arxiv.org/abs/2609.36115

## 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](https://www.salesforce.com/news/stories/koa-decisions-salesforce-decision-models/) |

## 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

| Model | Input / M | JevBench | Weights |
|---|---|---|---|
| Koa Decisions | Self-host | – | Closed |
| [Mammoth-1](https://dbggr.dev/models/mammoth-1/) | $0.10 | 85.2 | Open |
| [Perplexity Decider V1.2](https://dbggr.dev/models/pplx-decider-v1-2/) | $0.02 | 80.8 | Open |
| [d1-ultra](https://dbggr.dev/models/d1-ultra/) | $0.042 | 80.5 | Closed |
| [Kev-27B](https://dbggr.dev/models/kev-27b/) | Self-host | 78.9 | Open |
| [Clef](https://dbggr.dev/models/clef/) | $0.24 | 75.3 | Open |
| [Jev 1.14](https://dbggr.dev/models/jev/) | $0.042 | 75.0 | Closed |
| [d1](https://dbggr.dev/models/d1/) | $0.02 | 74.4 | Closed |
| [Mercury Decide](https://dbggr.dev/models/mercury-decide/) | $0.02 | 73.6 | Closed |
| [OpenAI Decisions (GPT-6 Luna)](https://dbggr.dev/models/openai-decisions/) | $0.10 | 73.5 | Closed |
| [Microsoft-Decision-1](https://dbggr.dev/models/microsoft-decision-1/) | $0.042 | 70.8 | Closed |
| [Elephant-1](https://dbggr.dev/models/elephant-1/) | $0.035 | 70.2 | Open |
| [Strands Decider 26B-A4B](https://dbggr.dev/models/strands-decider-26b-a4b/) | Self-host | 66.7 | Open |
| [Clef-flash](https://dbggr.dev/models/clef-flash/) | $0.038 | 63.8 | Open |
| [Perplexity Decider Flash V1.2](https://dbggr.dev/models/pplx-decider-flash-v1-2/) | $0.01 | 61.7 | Open |
| [Kev-9B](https://dbggr.dev/models/kev-9b/) | Self-host | 61.5 | Open |
| [Clef-omni](https://dbggr.dev/models/clef-omni/) | $0.15 | 58.3 | Open |
| [Joey-1](https://dbggr.dev/models/joey-1/) | $0.01 | 57.8 | Open |
| [d1-3B](https://dbggr.dev/models/d1-3b/) | Self-host | 49.5 | Open |
| [d1-omni-600M (experimental)](https://dbggr.dev/models/d1-omni-600m/) | Self-host | 32.8 | Open |
| [Laya](https://dbggr.dev/models/laya/) | $0.011 | 32.5 | Open |
| [CLM-8B](https://dbggr.dev/models/clm-8b/) | Self-host | 20.1 | Open |
| [Clairic](https://dbggr.dev/models/clairic/) | $0.10 | – | Closed |
| [d1-2B](https://dbggr.dev/models/d1-2b/) | Self-host | – | Open |
| [d1-omni-2B](https://dbggr.dev/models/d1-omni-2b/) | Self-host | – | Open |
| [Kev-0.8B](https://dbggr.dev/models/kev-0-8b/) | Self-host | – | Open |
| [Kev-4B](https://dbggr.dev/models/kev-4b/) | Self-host | – | Open |
| [Strands Decider 12B](https://dbggr.dev/models/strands-decider-12b/) | Self-host | – | Open |
| [Strands Decider 2B](https://dbggr.dev/models/strands-decider-2b/) | Self-host | – | Open |
| [Strands Decider E2B](https://dbggr.dev/models/strands-decider-e2b/) | Self-host | – | Open |
| [Strands Decider E4B](https://dbggr.dev/models/strands-decider-e4b/) | Self-host | – | Open |

## 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.