Art, culture and collections
Expose creators, works, collections, provenance, services and limits through verifiable sources.
Reconcile catalogs, records, FAQs and public policy before creating tools.
Sector applications
Every organization needs to be understood through its own facts, services and decisions.
The same technical foundation changes by sector. Agent Friendly Web organizes what a person must decide and what an agent must discover, cite or use without inventing capabilities.
Different questions, shared discipline
Start with the facts people and agents actually need.
Museums, galleries and archives
Make hours, locations, exhibitions, collections, accessibility and contact channels discoverable.
Define one canonical source per fact and separate public information from private records.
Municipalities and institutions
Reduce ambiguous answers about procedures, requirements, appointments, offices, dates and rules.
Version each procedure with an owner, validity date, source and next review.
Commerce and services
Clarify offers, location, availability, bookings, terms and contact beyond a landing page.
Publish direct answers and structured data aligned with the human experience.
SaaS and platforms
Separate documentation, APIs, security, pricing, limits and actually deployed capabilities.
Create a verifiable catalog and keep planned, research and deployed states distinct.
Professionals and firms
Help agents understand expertise, jurisdiction, scope, evidence and engagement paths.
Turn scattered knowledge into reviewable questions, sources, cases and limits.
The goal is not any answer. It is a correct answer backed by a clear source.
We begin with public evidence and measurement. Skills, MCP, A2A, plugins or payments are added only when a real, secure and authorized capability exists.