Normalize fragmented supply
Map inconsistent provider feeds and listing pages into stable entities while retaining the original source and category context.
← Platform
For networks, directories, and supply platforms
Trustworthy supply, structured for agents.
Lumeo creates canonical listing and provider records, preserves who supplied each claim, and exposes narrow search or availability tools across a marketplace surface.
Why teams make the change
A better interface creates better decisions before it creates automation.
Show what is actually verified
Represent claimed, reviewed, sponsored, available, and stale states separately so downstream agents do not collapse them into a generic badge.
Expose narrow market actions
Offer search, eligibility, availability, or introduction operations without exposing internal moderation or marketplace administration surfaces.
Representative journeys
What a useful agent interaction looks like.
The request remains natural. The response and control boundary become explicit.
“Find verified bilingual accountants serving small companies in Munich.”
Normalized listings with location, languages, verification state, source, and freshness.
Public or scoped search“Which of these providers accepts new clients this month?”
A live availability answer where supported, or a clear request-required state.
Scoped provider read“Prepare an introduction to the best-matching three providers.”
A reviewable introduction request that preserves user criteria and marketplace policy.
Approval before contactSource authority map
Every answer should have an accountable owner.
Lumeo does not treat every page as equally authoritative. Each fact type can point to the system responsible for keeping it true.
SystemOwnsPublished as
Provider identity, category, service area, core attributes
Canonical entities
Claim owner, review state, evidence time
Verification metadata
Capacity, eligibility, service window
Scoped operational tools
Ranking disclosure, introductions, fees, moderation boundaries
Cited policy resources
Tool patterns
Start narrow. Earn the right to automate.
search_listingsReadSupply search
Filters normalized supply while returning verification and freshness as separate fields.
check_eligibilityReadEligibility check
Evaluates narrow, documented criteria without exposing private provider or user records.
prepare_introductionApprovalIntroduction
Creates a policy-aware handoff for review before any party is contacted.
Where the current experience breaks
Listings use inconsistent fields and naming across categories, regions, or supplier integrations.
Agents cannot reliably distinguish claimed, verified, sponsored, and stale supply.
Search results may be readable, but availability, eligibility, or introduction paths remain human-only.
What a controlled gateway changes
Normalized listing entities with provider ownership, verification state, and source freshness.
Structured category and search interfaces that retain marketplace policy and ranking boundaries.
Controlled availability, eligibility, or introduction tools without granting agents broad platform access.
A responsible rollout
Move from readable to operational in controlled steps.
Stabilize listing identity
Connect the listing database and define canonical IDs, categories, provider ownership, and conflict rules.
Publish trust and freshness
Add verification and observed-time fields before introducing ranking or availability tools.
Add narrow interactions
Connect eligibility, availability, or introductions with explicit privacy, consent, and approval boundaries.
Questions worth asking
Clarity before commitment.
Does Lumeo replace marketplace search?
No. It can expose a narrower agent-facing search interface backed by the marketplace's canonical records and policies.
How are sponsored or ranked listings handled?
Commercial placement and ranking logic should be disclosed as separate metadata where applicable. Lumeo should not present paid placement as independent verification.
Can providers control their own information?
The marketplace remains responsible for its claim and correction workflows. Lumeo can preserve ownership and verification state in the machine representation.
Begin with one source and one useful question