Launching today
IQVigilant answers
Ask your database questions. Free forever for 1 user.
19 followers
Ask your database questions. Free forever for 1 user.
19 followers
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.
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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.
@cengizwryo Thank you. Great suggestion. So far, each answer has a "back of the card" for each answer, which explains each step taken to answer the ask, either a query or a full action execution, the method used to answer it, and the results of each step, along with the tokens consumed, if any, and the confidence of the answer, with follow ups. All of that is persisted, so it is fully auditable. And there is a console with analytics about the savings in tokens and their money savings, the confidence by answer type, by plan and by source (database) for each answer method including probabilistic, deterministic and hybrid. I will look more detailed into your suggestions and keep improving it! Thank you!
@cengizwryo If you decide to get your free 1 user copy I would highly appreciate your feedback!.
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.
@emirhannw4m That sounds great! Thank you so much for your reply and comments.
@emirhannw4m Again thank you so much for your reply and comments. If you decide to get your free 1 user copy I would highly appreciate your feedback!.
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.
@cihan943150 That sounds like a great improvement suggestion! Thank you so much for your reply and comments.
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.
@kurklu92363 That sounds great! I hope you find it useful Thank you so much for your reply and comments. If you decide to get your free 1 user copy I would highly appreciate your feedback!.