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IQVigilant answers
Ask your database questions. Free forever for 1 user.
IQVigilant makes AI a first-class citizen of your application. Its deterministic agents don't hallucinate and don't guess — and by running reviewed, business-curated and approved plans alongside open-ended generation, they sharply cut AI token usage and your total cost of ownership. Built for data teams who want governance and visibility into AI-driven queries, and for individual developers/power users who want lower token costs and answers they can actually trust.
Hey everyone — maker here. Wanted to get ahead of the obvious question: yes, the free tier
is genuinely free forever, not a trial. It's capped at 1 user; the only thing you pay for is adding teammates to a shared workspace. Happy to answer anything about the architecture, the local-first setup, or how the deterministic execution plan works under the hood.
honestly the deterministic agents thing actually works, gave it a schema-heavy prompt and it came back with the exact right join logic instead of the usual garbled sql guesswork. token bill dropped a lot too, like noticeably less churn. solid stuff for data folks.
honestly the deterministic agents angle is really promising, especially for data teams like ours. one thing i'd love to see is a built-in audit log or replay feature where you can step through exactly which plan was approved and why, basically a transparent trail for every answer. would make compliance reviews way less painful.
honestly the determinism angle is super compelling, especially for data teams. one thing that would seal the deal for me is a built-in audit log that shows which plan was approved and why, basically a replay button for every answer so you can trace back exactly how the agent got there.
Finally an AI tool that lets you audit the plan before it runs, which is a huge win for trust. The deterministic agents cut my token bill noticeably on a few test workflows without losing answer quality.
About IQVigilant answers on Product Hunt
“Ask your database questions. Free forever for 1 user.”
IQVigilant answers was submitted on Product Hunt and earned 10 upvotes and 11 comments, placing #68 on the daily leaderboard. IQVigilant makes AI a first-class citizen of your application. Its deterministic agents don't hallucinate and don't guess — and by running reviewed, business-curated and approved plans alongside open-ended generation, they sharply cut AI token usage and your total cost of ownership. Built for data teams who want governance and visibility into AI-driven queries, and for individual developers/power users who want lower token costs and answers they can actually trust.
IQVigilant answers was featured in Productivity (656.3k followers), Developer Tools (515.9k followers), Artificial Intelligence (473.8k followers) and Vercel Day (26 followers) on Product Hunt. Together, these topics include over 331.5k products, making this a competitive space to launch in.
Who hunted IQVigilant answers?
IQVigilant answers was hunted by Cesar Lugo Marcos. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
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Cesar Lugo Marcos