Enrich a CSV end to end
Four thousand company names in a spreadsheet: domains resolved with confidence, size, industry, stack and funding filled, coverage reported per column, unresolved rows listed.
→ A clean company table by morning.
⟨ 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
name or domain
as the input
Names resolved to domains and domains to records, with resolution confidence recorded per row.
per field
source and date
Every value carries the source family that filled it and when, so a challenged number defends itself.
0
credits on misses
Paid sources are charged only when they fill a field; misses cost nothing and are reported.
any size
list
Four rows or forty thousand, enriched through the same waterfall with coverage reported before and after.
⟨ 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
⟨ HOW IT WORKS ⟩
From objective to delivered rows.
- 01 · OBJECTIVE
Hand over the input
A name, a domain, a CSV of either, a CRM segment or a sheet; the fields you want filled and the columns they should land in.
- 02 · IDENTIFY
Resolve identity
Names become domains and domains become company records, with subsidiaries, rebrands and ambiguous matches handled and flagged.
- 03 · ENRICH
Fill firmographics
Size, industry, locations, founded, revenue band and legal names through the waterfall, charged only for the source that answered.
- 04 · SIGNALS
Add the live layers
Technology stack, funding rounds, news, open roles and relationships attached, each with its source and date.
- 05 · VERIFY
Report coverage
Per-field coverage before and after, computed exactly, with the rows nothing could resolve listed separately.
- 06 · DELIVER
Deliver and refresh
Written to the sheet or CRM as an approval batch showing the cells that change, and refreshed on a schedule with changes flagged as signals.
⟨ THE DATA ON EVERY ROW ⟩
DomainLegal and trading namesIndustryHeadcountHeadquarters and locationsFoundedRevenue rangeTechnology stackFunding rounds and investorsRecent newsOpen roles by teamCustomers, partners and vendorsWeb footprintResolution confidenceSource family per fieldField date
⟨ USE CASES ⟩
The jobs this page was written for.
Names to domains
A column of company names typed by humans resolved to domains and records, ambiguous matches flagged for review rather than forced.
→ The unglamorous step every enrichment depends on, done.
The company brief
The whole record assembled into a one-page brief with sources, ownership, stack, funding, news and who they buy from, for tomorrow’s meeting.
→ Walk in knowing the account.
Fields that decay, refreshed
Headcount, stack and funding refreshed monthly across the CRM, with changes flagged as signals to the account owner.
→ A CRM that ages without going stale.
⟨ BEFORE AND AFTER ⟩
The company record, before and after
| By hand | With AstroFabric | |
|---|---|---|
| Sources | Five subscriptions, five logins | One capability, a waterfall behind it |
| Identity | Names matched by eye | Resolved to domains with confidence recorded |
| Coverage | A feeling | Per field, before and after, unresolved rows listed |
| Provenance | Unknown | Source family and date on every value |
| Billing | Per attempt | Per answered field |
| Freshness | The date of the export | Refreshed on a schedule, changes flagged |
⟨ MISSIONS YOU WOULD RUN ⟩
Described in plain language. Delivered end to end.
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
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.
⟨ WHERE THE RESULT LANDS ⟩
⟨ 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. Nothing is guessed to make a row look complete.
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. A lookup that finds nothing costs nothing, and every response carries its cost so your code can meter usage as it goes.
How does it handle subsidiaries and rebrands?
Identity resolution maps a subsidiary or a former name to the current entity and records the relationship, so a list can be enriched at the parent or the operating company as you choose. Ambiguous matches are flagged with the candidates rather than forced, and the choice is remembered for the next run.
Can it read technology in use?
Yes. The technology stack is detected from public signals on the company’s web presence and job postings and recorded with its detection source and date. Lists can also be built the other way round: every company using a named technology, or every recent adopter of one.
How fresh is the data?
Each field carries its own date, and fields that decay, headcount, stack, funding and roles, can be refreshed on a schedule you set, with changes surfaced as signals. The record shows what was read today and what was read last month, so freshness is visible per value.
What does a company record cost?
Plans start at $65 per month with credits included. Resolving a domain and filling firmographics costs a few credits per company, technographics, funding and news a few more, and every miss is free. Estimates show before each run against a ceiling you set.
⟨ RELATED READING ⟩
⟨ DEPLOY ASTROFABRIC ⟩
One name in. The whole record out.
The first company resolved seconds after signup; the first list enriched minutes later.