Skip to main content
A single attribute — a company’s subsector, revenue, or ownership status — is often reported differently across a CIM, a market report, a web source, and your CRM. Reconciliation is how Metal turns those conflicting inputs into one trusted value, without throwing away the alternatives. It’s a core part of what makes enriched data dependable.

Discovered values

Whenever Metal finds a value for a field, it records it as a discovered value with its provenance:
AttributeDescription
ValueThe value itself.
SourceWhere it came from — a document (for example, a CIM), a market report, web search, third-party data, or a user.
ConfidenceHow confident Metal is in the value, as a percentage.
RecencyWhen the value was discovered.
A field keeps every discovered value, so nothing is lost when sources disagree.

How ranking works

To choose the value it displays, Metal ranks the discovered values. Ranking weighs:
  • Source priority — the order of sources configured under Settings → Enrichment. Higher-priority connections win ties.
  • Confidence — values Metal is more confident in rank higher.
  • Recency — more recent values are preferred when sources are otherwise comparable.
  • User input — a value a person set or confirmed is treated as authoritative.
The top-ranked value becomes the displayed value — the one returned by the API and shown across the app.

Pinning and overrides

When you want a specific value regardless of ranking, pin it. A pinned value takes precedence over automatic reconciliation and stays put through future enrichment runs until you unpin it. This is how you correct or lock in a value your firm has verified.
A field popover with one value pinned, showing its source and confidence and an Unpin value button

Why it matters

Trust every value

Each displayed value traces back to a source, a confidence score, and a date — so you can defend it in diligence.

No lost context

Conflicting inputs are kept and ranked, not discarded, so you can see what every source said.

Your firm stays in control

Pin verified values to override automation where your judgment should win.

Sources you choose

Prioritize the connections your firm trusts, and reconciliation follows that order.
Over the API, each resource returns the reconciled displayed value on the attribute itself. See Companies and the API reference for the enriched fields available on each resource.