I shipped an important update to Vizora today, and it fixes something that has been bothering me about most AI dev tools.
The problem
AI answers are often:
“Almost correct”
Missing context
Hard to trust without manual verification
That verification step is the real productivity tax.
What I changed
Vizora’s Ask Schema feature is now schema-constrained and evidence-based.
Every answer must include:
The schema version used
Referenced tables
Referenced columns
Exact relationships used to derive the answer
Example output:
Answer based on schema v14
orders.user_id → users.id
If the schema doesn’t contain enough information, the AI clearly responds:
“This cannot be determined from the current schema.”
No guessing. No filler.
Why I think this matters
Developers shouldn’t have to trust AI blindly
Answers should be provable from the source of truth
AI should reduce debugging time, not add to it
Vizora is intentionally not a generic AI assistant.
It’s a schema reasoning layer.
Still early, still iterating, and still building this in public.
If you’re working with complex or legacy schemas, I’d love feedback on what questions you’d want AI to answer — with proof.
Thanks for reading 👋
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