AI that earns its next version.
UnifyAI is the intelligence layer of the FelixSphere stack. It puts AI into everyday business work and improves it on evidence: every human correction becomes a learning signal, and a new version ships only when it beats the current one.
Four steps. None of them is a thumbs-up.
Feedback that does not change the system is not learning. UnifyAI closes the loop and measures every step.
- 01 RunThe current version does real work in your workflows.
- 02 ReviewPeople correct what it gets wrong. Corrections become learning signals.
- 03 EvaluateA candidate version is tested against held-out cases.
- 04 PromoteIt ships only if it beats the current version. Every change stays reversible.
A new version ships only when the evidence says so.
All conditions must pass on held-out examples the candidate has never seen. There is no override button, and every promotion can be rolled back.
# promote only if every check passes require score >= 80 and candidate >= base and better || cheaper and safe == true
Sales, marketing, and support in one workspace.
Sales
Research, outreach, and follow-ups that learn from what reps change before they send.
Marketing
On-brand drafts that improve from reviewer edits, not from guesses.
Support
Replies that learn from how agents actually resolve tickets.
The layer that turns infrastructure into outcomes.
UnifyAI calls models through UnifyAPI or your own provider key. In FelixSphere deployments it draws on the rest of the stack.
Built so you can put real customer context in it.
- Bring your own model key
- API keys are never persisted
- Held-out evaluation before any promotion
- One-click rollback to any prior version
Put AI into your workflows, and let it earn the next version.
Tell us what you want AI to do in your business. We will map it to compute, data, models, and intelligence, and deliver it as one solution.