Clearbit built its reputation on firmographic and contact enrichment. After its acquisition by HubSpot it became Breeze Intelligence, delivered inside the HubSpot platform on a credits model. Entity Enricher takes the opposite path: a standalone, schema-driven enrichment engine for any entity type, cross-validated by multiple LLMs, that plugs into whatever stack you already run.
Works with your existing stack: REST API, n8n and Make workflows, an MCP server for AI agents, and exports to any database or CRM.
Breeze Intelligence is a HubSpot feature. Its enrichment lives inside HubSpot records and consumes HubSpot credits -- adopting it outside that ecosystem is not the intended path.
You define the output structure -- any fields, any nesting, any entity type. AI generates the schema from a sample and validates every response against it.
A fixed set of firmographic, demographic, and technographic attributes for companies and contacts. Fields outside that catalog are not available.
Multiple LLMs answer the same schema in parallel; field-level conflicts are detected and resolved by rules or an LLM arbiter, with the reasoning recorded.
One proprietary dataset per attribute. Accuracy depends on that dataset's coverage and refresh cycle, with no second opinion to catch stale values.
Enrich from LLM knowledge and from attached PDFs, images, audio, and office files -- so private archives become structured records, in up to 40 languages at once.
Enriches only what its database knows about a domain or email. Your own documents and non-company entities are out of scope.
| Feature | Entity Enricher | Clearbit / Breeze |
|---|---|---|
| Custom Output Schema | ||
| Any Entity Type | ||
| Multi-Model Enrichment | ||
| Fusion & Conflict Resolution | ||
| Multilingual Enrichment (40 languages) | ||
| Enrich from Your Documents (PDF, image, audio) | ||
| Semantic IDs & Deduplication | Company matching only | |
| MCP Server for AI Agents | ||
| Works Without a Specific CRM | Requires HubSpot | |
| Pre-built Firmographic Database | Via LLM knowledge | |
| Buyer Intent Signals | ||
| Form Shortening / Reveal | ||
| Pricing Model | Pay-per-token (BYOK) | HubSpot credits |
Pay-per-token
Free tier to start, usage-based credits, and no markup with your own LLM API keys. You see the token cost of every enrichment in the cost dashboard.
HubSpot credits
Since the HubSpot acquisition, enrichment is sold as Breeze Intelligence credits on top of a HubSpot subscription. Each enriched record consumes credits, priced by tier and volume.
Define your own schema, run multiple models, and keep enrichment independent of any single CRM. Start free with your own API keys.
Get Started Free