Faster rounds
Faster rounds are in progress.
Use cases · Big businesses
Review agent changes on machines you control.
Test instructions on your examples, review the changes and approve each upgrade.
Examples of what you could train. Not customer stories, and not measured results.
Examples
Agents you might train.
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Qualification and routing agents
Accept or reject applications, requests or leads under your rules.
Why train itUse your rules and real examples to review its decisions.
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Careful drafters
Draft customer or partner messages within strict rules.
Why train itForbidden claims and known mistakes live inside the agent. Nothing sends itself.
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Internal ops gates
Decide whether a proposed process change should be kept.
Why train itWorks like change control: nothing replaces what works until it is proven and you approve it.
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Review assistants
Check documents against a scoring guide.
Why train itA scoring guide plus reviewers from different companies reduce one-model bias.
After training
What you'd get
- Evidence for each change: what the reviewers preferred, how the hidden test went, and that you approved it.
- A record: review the training history and changes to the instructions.
- Data: training runs on your computer. Prompts and examples go to the model providers you connect.
- Provider choice: ask the team which model providers your early access build supports.
Day one
How you'd start
- Pick one repeated job with clear examples.
- Build an agent with real examples of good and bad work.
- Run a pilot on a controlled machine with a spending limit.
- Review the log and the new version before any use. You approve the upgrade.
Guardrails
Guardrails that matter here
- Connecting outside helpers is coming soon.
- You choose the examples and reviewers.
- Training records let you review each change.
Straight talk
Honest limits
- It is a single-machine desktop app today, not a hosted, multi-user service.
- Results have not been published.
- Rounds are slow today.
- Ask the team about a build for your computer.
- Ask the team about licensing, support and data handling before using it in your organization.
Opportunities
Where it can go next.
Pick one job. Make it better, for real.
Mac and Windows, early access. Free during early access.