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Let’s talk. Software built on a language model can give a different answer to the same question, so one passing test tells you nothing. If you care whether such a service does what you say it does, a first conversation covers where your project lifecycle stands today and how its testing needs to change to give you that evidence. If a regulator is asking the same question, it is the same evidence. Use the form below — every message reaches a human.

• General question — about Mavai, the projects, or the methodology.
• Project feedback — issues, suggestions, or contributions for punit and friends.
• Let’s talk — a baseline-and-monitor engagement for an AI or other non-deterministic service, regulated or not.
• Consulting / advisory — AI technical due diligence, testing strategy, or speaking enquiries.
• Other — anything else.