AI Company Enrichment

Turn a list of domains into rich, structured company profiles — firmographics, contacts, socials and ICP fit — with AI.

Give it company domains (or website URLs, or emails). It reads each company's website and returns a clean, consistent profile: what they do, their industry, offerings, size signals, location, descriptive tags, contact emails and social links — and, optionally, a fit score against what you sell.

Quick start

1. Fill in the input — set the fields in the input tab (prefilled with a working example).
2. Click Start — the Actor runs and writes one record per item to the dataset.
3. Get your data — export to JSON, CSV or Excel, or pull it via the API.

// input
{ "domains": ["stripe.com", "notion.so"], "yourOffering": "We sell a GDPR compliance SaaS to EU tech companies." }

// output (one item per domain)
{
  "domain": "stripe.com",
  "name": "Stripe",
  "industry": "Financial technology / payments",
  "description": "Stripe provides payment processing and financial infrastructure for internet businesses.",
  "offerings": ["Payments", "Billing", "Connect", "Issuing"],
  "targetCustomers": "Online businesses and platforms of all sizes",
  "location": "San Francisco, CA, USA",
  "sizeSignal": "Large enterprise (thousands of employees)",
  "tags": ["payments", "fintech", "API", "SaaS"],
  "emails": ["press@stripe.com"],
  "socials": { "linkedin": "https://www.linkedin.com/company/stripe", "twitter": "https://x.com/stripe" },
  "icpFitScore": 72,
  "icpReason": "A large EU-active tech company that handles sensitive payment data — a plausible GDPR-compliance buyer, though likely to have in-house resources."
}

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Use cases

• Sales prospecting & enrichment — enrich a raw list of domains into a qualified, scored lead list for your CRM.
• ICP scoring — tell it what you sell and it ranks each company by fit, with a reason.
• Market & competitor research — profile a whole set of companies in one run (industry, offerings, size, positioning).
• Enrichment for AI agents — via the Apify MCP server, an agent can turn any domain into a structured company profile on demand.

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Input

Field	Type	Default	Description
domains	string[]	— (required)	Company domains, website URLs or emails (the domain is extracted).
yourOffering	string	—	What you sell. If set, each company gets an icpFitScore (0–100) and icpReason.
maxResults	integer	100	Max companies to enrich (one charge each).
maxConcurrency	integer	5	Companies processed in parallel.
model	string	gpt-4o-mini	OpenAI model override.

---

Output

One dataset item per company: domain, website, success, name, description, industry, offerings[], targetCustomers, location, foundedYear, sizeSignal, tags[], emails[], socials{}, icpFitScore, icpReason. Fields that can't be determined are null (or empty arrays) — the model is instructed never to invent data.

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Use it as an AI-agent tool (Apify MCP)

Once published, this Actor is callable through the Apify MCP server (https://mcp.apify.com). An agent can be told "look up what acme.com does and whether they fit our ICP" and call it directly — domain in, structured profile out.

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Pricing

Pay-per-event: one company-enriched event per company successfully profiled. Unreachable domains are reported but not charged.

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Environment variables

Variable	Required	Purpose
OPENAI_API_KEY	Yes	Powers the enrichment.

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Notes & limitations

• Reads the homepage plus best-effort about / contact pages (server-rendered HTML, fetched with realistic browser headers). Sites that render entirely with client-side JavaScript may yield thinner profiles.
• Contact emails and social links are extracted deterministically from the site's HTML; firmographic fields are inferred by the model from page text.
• Input accepts a bare domain, a full URL, or an email — the domain is normalised automatically.

Run it locally

npm install
export OPENAI_API_KEY=...
# Put your input in storage/key_value_stores/default/INPUT.json, then:
apify run

License

ISC.

Related actors

• AI Cold Email Personalizer — Turn a list of domains into personalized cold-email openers — AI reads each company's
• Signal Radar — AI Account Intelligence & ICP Scoring — Turn company domains into ICP-scored, signal-tagged account intelligence from public
• Nordic Company Registry (Norway, Finland) — Official company-registry data from Norway (Brønnøysund) and Finland (PRH) in one