Koa Decisions at a glance
The successor to HyperClassifier picks one option from a list you define in a single step and adds image and audio input. Salesforce measured about 26 ms per Agentforce routing request, against about 1.4 s for a general-purpose LLM. A free demo runs on Agentforce Labs.
What changed with Koa Decisions
On November 6, 2026, Salesforce introduced Koa Decisions, the next version of HyperClassifier, the decision model that sends each request inside Agentforce to the part of an agent built to handle it. Given a request and a list of categories, it returns one choice with a confidence score in a single step instead of writing an answer token by token. Salesforce's data science team built it by applying new training techniques to Google's open-weight Gemma model, and it adds support for image and audio input.
Salesforce says routing a request in Agentforce took about 26 milliseconds with its decision model, compared with about 1.4 seconds for a general-purpose LLM, and that new categories work without retraining. It plans to extend Koa Decisions beyond routing to Flows, Apex and prompt templates, plus an API for developers, but gave no dates or pricing. You can try it in the Koa Decisions demo on Agentforce Labs with a free Trailhead account, and a research paper describes the method. The model joins the Koa family, which also includes a separate reasoning model built with NVIDIA.
Where to compare Koa Decisions
Independent leaderboards and official resources for comparing this model yourself. Rankings change often; each site shows its own current data.
General leaderboards
Why Koa Decisions matters for businesses
Decision models are a growing category, after OpenAI made its Decisions API generally available in October. For agent builders the pattern is the same on every platform: let a small, fast model handle routing, yes-or-no checks and scoring, and save larger LLMs for writing and reasoning. That cuts latency and cost on every turn, and the confidence score gives you a clear rule for sending uncertain cases to a person.
Sources for this story
- Less Reasoning. More Doing. Meet Koa Decisions. (opens in a new tab)Official
Salesforce · salesforce.com
- Koa-decision: Fast and Consistent Structured Decision Making with Generative LLMs (opens in a new tab)Official
Salesforce (arXiv preprint) · arxiv.org
- Koa Decisions demo (opens in a new tab)Official
Salesforce Agentforce Labs · labs.agentforce.com
Last verified: . IA Compa summarizes public announcements for business readers. We are not affiliated with the companies mentioned. Always confirm details, pricing, and availability with the official source.
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