Claro AI · Use cases
Claro API and MCP use cases for developers
What developers, product managers and AI agent builders build with Claro AI, step by step, with the operations each step calls.
Score every premises with your own agentFor AI agent builders who score premises with their own model. Pull every match with its raw figures, matched sentences and location_sources, treat null and not_stated as unknown, and score with your own model.Load every match into a CRM or warehouse nightlyFor data and BI engineers at retail, restaurant, coffee or fitness chains. Page every match 200 at a time within the search's 24 hours, key rows on pm_ ids, reconcile with matching, and refresh status and price history nightly.Get location figures for any point in SpainFor developers at proptech and site-selection vendors. Send lat and lon to POST /v1/claro/location for footfall, residents and nearby places at any point in Spain, within the live-location daily limit.Keyword search from a simple form, no modelFor developers at vendors who need reproducible filters with an audit trail. Send criteria.keywords and exclude_keywords with no brief and check false: reproducible results with the matched sentence as evidence.Compare a shortlist for the committee dossierFor developers building expansion tools or assistants for chains. Put 2 to 10 premises side by side with compare_premises and add a site assessment, fact sources and agency links from get_premises.Embed the search box with a publishable keyFor front-end developers at a franchisor or a broker. Load /embed.js with a pub_ key for a public search box, 50 results a page, and keep every other operation on your server.Turn a PDF or Word brief into a searchFor developers at proptech vendors and chains with written requirement sheets. Send a PDF, scan or Office file to brief_from_file, show the brief and its quotes for approval, then run search_premises with it.Keep candidates away from your own storesFor integration engineers at a franchise or coffee chain. Upload up to 5,000 store coordinates with PUT /v1/claro/stores and exclude premises within own_stores_away_m metres of any of them.