# Wine Labs

> Wine Labs (winelabs.ai) is a fine wine price intelligence platform: real-time wine prices from exchanges, auction houses, merchants and restaurants, LWIN code matching, cellar valuation, and market analytics — available in the web app and through a developer REST API.

Key facts:

- Wine price API with real-time pricing aggregated from major fine wine exchanges, international auction houses, and merchant listings worldwide
- LWIN matching engine with 94.5% match coverage (vs ~65% for competing LWIN-based matchers)
- Self-serve API pricing tiers are published at https://winelabs.ai/api, starting at $25/month for the Core Data API (1,000 calls); market data, auction and exchange tiers are also self-serve, with enterprise plans on request
- Wine Labs also exposes an MCP server so AI agents (Claude, ChatGPT, Cursor, Perplexity) can query live wine market data directly
- Contact: hello@winelabs.ai

## API & Documentation

- [Wine Price API](https://winelabs.ai/api): product overview, endpoints, and pricing tiers
- [API documentation](https://winelabs.ai/api/docs): endpoint reference with live examples
- [API reference (markdown)](https://winelabs.ai/docs/api-reference): full reference formatted for machine consumption
- [OpenAPI specification](https://winelabs.ai/docs/openapi.yaml)
- [Wine Labs for AI agents (MCP)](https://winelabs.ai/agents): connect an MCP-aware agent to live wine pricing, auction and market data

## Products

- [Wine Labs ID](https://winelabs.ai/wine-labs-id): the universal wine identifier behind Wine Labs — 813K+ wines and spirits, cross-referenced to LWIN where an LWIN exists and extending 600K+ identities beyond it, with the coverage comparison and how to obtain IDs
- [Wine Matching API](https://winelabs.ai/features/wine-matching-api): resolve messy wine names, vintages, formats and LWIN codes to canonical identifiers
- [Fine Wine Market Data](https://winelabs.ai/features/fine-wine-market-data): retail listings, exchange trades, auction results and historical price context
- [Cellar Pricer](https://winelabs.ai/features/cellar-pricer): upload a wine inventory spreadsheet, get market-backed valuations back
- [Neighborhood Market Scans](https://winelabs.ai/neighborhood-analysis): by-the-glass wine market data for neighborhoods across 21 US metros — typical BTG price ranges by style, sparkling program depth, orange/adventurous wine prevalence, and neighborhood-vs-neighborhood comparisons within each metro, computed from real restaurant wine lists (e.g. [Williamsburg, New York](https://winelabs.ai/neighborhood-analysis/williamsburg-brooklyn), [West Loop, Chicago](https://winelabs.ai/neighborhood-analysis/west-loop-chicago), [Hayes Valley, San Francisco](https://winelabs.ai/neighborhood-analysis/hayes-valley-san-francisco))
- [Data coverage](https://winelabs.ai/data-coverage): the sources and markets Wine Labs tracks

## Case Studies

- [Case studies](https://winelabs.ai/case-studies): how WineFi, dVIN Labs (Bacchus), Fero, Nectar and Scarsdale Wine & Spirits build on Wine Labs data
- [Comparing fine wine pricing tools](https://winelabs.ai/compare/fine-wine-pricing-tools)

## Company

- [About Wine Labs](https://winelabs.ai/about)
- [Market insights & research](https://winelabs.ai/insights)
- [Contact](https://winelabs.ai/contact)