QA for the AI era.
Modern products blend deterministic UI with nondeterministic AI behavior. Traditional test stacks only cover half the surface. We built Swarmcheck so teams can ship fast without guessing whether the AI parts still work.
Our thesis is simple: confidence should come from observing real behavior in production-like conditions, not from brittle scripts or vanity pass rates.
Software used to be deterministic. Code did what you told it to. Tests checked what it did.
That world is ending. We're building for the next one — where code writes itself, features think, and the answers change every time you ask.
QA has to evolve from static checks to continuous behavioral validation across both deterministic and AI-driven product surfaces. Swarmcheck is what it changes into.
Values for a modern, thriving company
Customer truth over internal opinion
We prioritize what improves real release confidence for users shipping every week, not what looks good in demos.
Default to transparency
Every verdict must be explainable with evidence: runs, traces, prompts, and clear pass/fail reasoning.
Speed with reliability
Fast feedback is only useful when it is stable. We optimize for both, not one at the expense of the other.
AI-native quality standards
We treat semantic correctness, safety, and drift detection as first-class QA requirements, not edge cases.
Ownership across functions
Engineering, product, design, and GTM share outcomes. We ship as one team and learn from production together.
Craft over hype
Durable systems, thoughtful UX, and clear docs beat buzzwords. We build for long-term trust.