relationship graph enrichment

Your contacts are stale. Your graph should not be.

Relationship graph enrichment fills in current employer, role, and industry for everyone you know — turning an outdated contact list into a live map of your professional network.

How it works

How relationship graph enrichment works

01

Start with your raw contacts

Import phone contacts and LinkedIn connections as-is — names, emails, and phone numbers, often with outdated employer info.

02

Enrich from public web data

ContactGraph uses public web sources to fill in current employer, job title, industry, and company metadata for each contact.

03

Keep your graph searchable

Enriched profiles make your network searchable by company, role, and industry — even for contacts you have not updated in years.

04

Match enriched contacts to jobs

Open roles are matched to companies where enriched contacts work, so every listing comes with a named connection.

Benefits

What enrichment unlocks

Find hidden connections

That college friend you have not talked to in five years may now be an engineering manager at your dream company. Enrichment surfaces these paths.

Searchable by employer

Without enrichment, searching who works at Google requires scrolling hundreds of contacts manually. With enrichment, it takes two seconds.

Better job matching

Job listings matched to enriched contacts are dramatically more actionable — you know exactly who to reach out to and what role they hold.

Use cases

Who needs relationship graph enrichment

  • Job seekers with large networks. If you have 500+ contacts across phone and LinkedIn, manual updates are impossible. Enrichment keeps your graph current automatically.
  • Career changers. Your network spans multiple industries. Enrichment tags contacts by current sector so you can find paths into a new field.
  • AI agent users. Connect Claude or ChatGPT to your enriched graph via MCP — so your AI assistant can answer who you know at any company with current data.

FAQ

Frequently asked questions

What data does enrichment add?
Current employer, job title, industry sector, and company metadata like size band and description — sourced from public web data, not from contacting your connections.
Does enrichment contact my connections?
No. ContactGraph never emails, messages, or notifies anyone in your graph. Enrichment uses publicly available information only.
How often is enrichment updated?
ContactGraph re-enriches contacts on a rolling basis as you use the product and as new public data becomes available.
Can I correct enriched data?
Yes. You can edit any contact's profile manually. Your edits take precedence over automated enrichment.

Get started

Turn your contact list into a live professional graph.

Upload your contacts once. ContactGraph enriches them with current employer and role data — free, private, and open source.

Nonprofit · Open source · Never shares your data · Free forever