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DeclassifiedID: GTG-DEPLOY-02Live in production

LicitIAAI over Mexican public procurement

Inteligencia artificial sobre las compras públicas de México

Watches ComprasMX — formerly CompraNet — around the clock, matches every new tender against a company's profile, reads the annexes with AI and shows the exact unit price the same item was awarded at before, and to whom.

Sector
AI / Public Procurement
Client
Suppliers to the Mexican public sector
Deployed
2026 // es-MX
367K+
Procedures indexed

ComprasMX and the CompraNet historical record, unified

2.22M
Awarded unit prices

Line by line, keyed to the official CUCOP catalog

1,371
Agencies monitored

Across 2,419 distinct purchasing units

01 // The Brief

Public tenders are not lost at the proposal stage. They are lost before it: a call published on a Thursday that nobody saw until Friday, three hundred pages of annexes nobody had time to read, and a price set by intuition when the awarded price for the identical item has been public for years.

LicitIA closes all three gaps. It synchronizes ComprasMX daily, cross-references every new call against a semantic profile of the company, and emails the ones that actually match before anyone opens the portal. Semantic search means a call for equipo de imagenología still surfaces for a supplier whose profile says tomografía.

An AI agent with 17 tools then reasons over the full case file — searching the annexes, decoding CUCOP catalog keys, consulting the LAASSP procurement law and comparing against prior awards. Every answer carries its citation down to the page, because an agent that cannot cite its source should abstain rather than fill the gap.

Underneath sits the part that took the longest: a normalized index of Mexican public procurement going back to CompraNet — hundreds of thousands of procedures with their awards, suppliers and unit prices, partida by partida. That index is what turns a quote from a guess into a position on a real distribution.

We publish that index openly. LicitIA Abierto exposes every procedure, agency, supplier and CUCOP category at its own citable URL, with .md, .json and OCDS twins of each page, and no account required. What customers pay for is the layer above it: daily monitoring filtered to their profile, annex reading, and price comparison against what has already been awarded.

02 // What We Built

01

Daily tender surveillance

ComprasMX is synchronized every day and every new call is matched against the company profile by semantic similarity — by sector, agency, state, amount or CUCOP key — then delivered by email with the closing date already counted down.

02

AI agent with citations

Seventeen tools over the complete case file: annex search, CUCOP decoding, LAASSP lookups and comparison against prior awards. Every claim links back to the document and page it came from.

03

Annex reading with OCR

The full case file is downloaded the day it is published and read end to end, scanned pages included, then split into legal, technical and economic requirements, line items, guarantees, penalties and dates — each with its page reference.

04

Award price intelligence

Not an average — the real distribution. P10, median and P90 of the awarded unit price for that same CUCOP key, the multi-year trend, and the named contracts behind every figure.

05

Pre-submission proposal review

The assembled proposal is checked against the tender terms and the clarification-meeting minutes, returning findings by severity with the exact clause that triggered each one. Critical findings pass a second verification before they are shown.

06

Open, citable public index

LicitIA Abierto publishes the whole index without an account: a page per procedure, agency, purchasing unit, supplier and CUCOP key, each with .md and .json twins and OCDS output for procedures.

03 // Stack

Next.jsAI Agents & Tool UseSemantic / Vector SearchOCR & Document IntelligenceMulti-Tenant PostgreSQLiOS NativePublic API

Want one of these for your operation?

LicitIA started as a brief on a call. Tell us what you need traced, automated or rebuilt, and we will scope it.