Kai
Stops and asks, instead of guessing.
Kai takes the repetitive half of engineering: tests, triage, reviews and the honest answer to whether this build can ship.
What Kai does
Test design and execution
Generates cases from the requirement, runs them through the interface or the API, and reports what actually failed and where.
Release go or no-go
Assembles the evidence — coverage, open defects, regression results — and states a position rather than a summary.
Defect triage
Reproduces, isolates and describes the bug well enough that somebody can fix it without asking three questions first.
Code review
Reviews changes against your conventions and flags the risky ones, with the reason.
Technical debt mapping
Finds where the code costs the most in team-hours per month and prices the options: rewrite, wrap or retire.
A day with Kai
One scenario across three channels — chat, phone and a meeting — with the same memory running through all of them.
Can we ship this
The tech lead asks whether the release is ready. Kai runs the regression suite and answers with evidence: two failures, one of them a real regression in the payment path, plus the commit that introduced it.
The question instead of the guess
Halfway through a feature, Kai finds that the ticket and the specification contradict each other. Instead of implementing the wrong one, he calls the product owner, gets the decision and records it against the task.
Sprint review
Kai demonstrates the working endpoint live, presents test coverage, and defends the refactoring plan in team-hours per month — so the business side of the room can follow the argument as well.
What changed for one team
Piotr · head of engineeringAvandaLabProfile: Product team of 22, weekly releases, one legacy monolith nobody wants to touch.
- A full regression took two people two days.
- A hotfix followed roughly every second release.
- Technical debt was an opinion, not a number.
- The regression suite runs in around 40 minutes.
- Go or no-go decided on evidence, with the record attached.
- Debt mapped to hotspots and priced in team-hours per month.
The first time it phoned the product owner mid-task, half the team went quiet.
Things people ask Kai
- “Generate test cases for this feature.”
- “Test the latest build and tell me whether we can ship.”
- “Run a code review on this pull request.”
- “Show me where this codebase costs us the most.”
Where Kai works
In the panel or as a widget on your own site.
Its own number, inbound and outbound, with natural speech.
Joins video calls as a participant, hears and speaks.
A photorealistic presence for meetings and presentations.
Yours, not ours
Everything above is how Kai works by default. If your process looks different — other thresholds, other approval paths, other systems — we reshape Kai around it. Same engine, your rules.
Want to see Kai on your data?
We run a short audit, pick one painful process and put an Operator on it with a human approval step from day one.
Book a demo