ENRICHMENT
Enrich a CSV end to end
Four thousand company names: domains resolved, size, industry, stack and funding filled, coverage reported per column.
EnrichmentFirmographicsTechnographicsCSV
ONE MISSION · EVIDENCE ATTACHED
⟨ USE CASE · AGENTIC AI FOR COMPANY DATA ⟩
Agentic AI for Company Data
Firmographics, technographics, funding, news and relationships on any company, resolved from a name or a domain, filled onto any list, and refreshed on a schedule. The company record as a capability instead of a subscription.
NAME OR DOMAIN INSOURCES ON EVERY FIELDANY LIST, ANY SIZE
⟨ THE JOB TODAY ⟩
Where the week actually goes.
01 /
Company data is five subscriptions
Firmographics from one vendor, technographics from another, funding from a third. Each with its own login, its own credits and its own idea of what a company is.
02 /
The name is not the domain
Half of any list is company names typed by humans. Resolving them to the right entity is the unglamorous step every enrichment depends on.
03 /
Coverage is a mystery
The enrichment ran. How many fields filled? Which source? Which rows failed? The tool reports success and the spreadsheet says otherwise.
⟨ COMPANY RECORD ⟩ACME.COM · RESOLVED
⟨ WITH ASTROFABRIC ⟩
What changes when agents carry the work.
Identity resolution
Names become domains, domains become company records, subsidiaries and rebrands handled, with the resolution confidence recorded.
company_to_domain · company_lookup
The full record
Size, industry, location, revenue band, technology stack, funding rounds, news, hiring and relationships, each field with its source.
tech_stack · funding_events · company_news
The waterfall on any list
Every empty field tried source by source until one answers, charged only when a source fills it, with coverage before and after.
list_enrich · coverage reported
Refreshed on a schedule
Fields that decay, headcount, stack, funding, refreshed on cadence with changes flagged as signals.
standing refresh → signals_feed
⟨ MISSIONS YOU WOULD RUN ⟩
Described in plain language. Delivered end to end.
ENRICHMENT
Resolve company names to domains
A column of names typed by humans resolved to domains and company records with confidence scores.
Company DataGoogle Sheets
ONE MISSION · EVIDENCE ATTACHED
COMPANY INTELLIGENCE
Company brief from a domain → Docs
The whole record assembled into a one-page brief with sources, for the meeting tomorrow.
Company DataFunding DataGoogle Docs
ONE MISSION · EVIDENCE ATTACHED
Three of a hundred. The full playbook library ships in every workspace, and anything you can describe becomes a mission.
⟨ GOVERNED AUTONOMY ⟩
Safe enough to actually turn on.
⟨ CONTROL PLANE ⟩ENFORCED AT RUNTIME · NOT ADVISORY
Provenance on every field
The source family and the date sit beside every value, so a challenged number defends itself.
Pay only for answers
Paid sources are charged only when they fill a field; misses cost nothing and are reported.
Writes wait
Enriched values land in your CRM or sheet as an approval batch showing exactly which cells change.
FAQ
Questions, answered.
What fields can it fill?
Domain, legal and trading names, size, industry, headquarters and locations, revenue band, technology stack, funding rounds and investors, recent news, open roles by team, customers, partners and vendors, and the web footprint. Each arrives with its source and date, and unfilled fields are reported rather than guessed.
How does it handle bad input?
Names are resolved to domains with a confidence score, ambiguous matches are flagged for review instead of forced, and rows nothing could resolve are listed separately. The coverage report shows exactly what filled, from where, and what did not.
Can our product call this directly?
Yes. The same capabilities are exposed as typed REST endpoints, an MCP server and a CLI, with scoped keys, provenance in every response and budgets enforced below your code.
⟨ DEPLOY ASTROFABRIC ⟩
One name in. The whole record out.
The first company resolved seconds after signup; the first list enriched minutes later.