AI Estimator

A tool for the street-furniture market — benches, slides, urns, gazebos. Upload a photo of a product and the agent figures out what it is, finds comparable offers, and estimates what it should cost.

Under the hood it's a multi-step chain: a vision model describes the item from the photo, the agent hunts for analogues through reverse image and text search, extracts prices from the offers it finds, and builds market analytics. On top of that — a manufacturing cost estimate and a recommended price with regulatory compliance checks.

It works in batches: upload a catalogue, get an estimate for every item. There's a public API with keys and rate limits, and the cost of every model call is metered and logged.

Stack

Next.js, TypeScript, React. Concurrent pipelines with per-provider limits, 166 automated tests.