Enrich Any Entity with Multiple AI Models
Define your schema. Pick your models. Get structured, validated data — from pharma compounds to real estate listings. Multi-model consensus and 8 defense layers ensure you get accurate data, not hallucinated fiction.
Design Once, Deploy Everywhere
Invest in your schema once. Then use it to enrich at any scale — batch processing, automated workflows, or direct API calls.
Design & Validate Your Schema
Paste sample data
AI generates a typed schema with expertise domains
Refine your schema
Visual editor, AI editing, search keys, multilingual
Test with models
Enrich a single entity, compare 2+ models, iterate
Fuse & validate
Conflict resolution across models, tune until confident
Deploy at Scale
Batch Enrichment
Enrich hundreds of entities in parallel. Real-time streaming, auto-fusion, Excel export.
n8n Workflows
Automated pipelines: trigger on new data, enrich, push to CRM. 400+ app integrations.
REST API
Programmatic access for custom integrations. OpenAPI docs, org keys, webhooks.
Under the Hood: Multi-Model Enrichment
Every enrichment follows a rigorous pipeline — parallel models, expert prompts, and field-level arbitration produce results you can trust.
Aspirin
Any entity: company, drug, legal case, research paper...
Any entity type: company, drug compound, legal case, research paper, real estate property...
Catches type mismatches and ambiguities before wasting LLM credits on enrichment.
Match — Pharmaceutical Compound
Catches type mismatches before wasting LLM credits.
Bring your own API keys — works with any LLM provider.
Works with any LLM provider — Anthropic, OpenAI, Google, Azure, Ollama, and more. Use your own API keys, pay only for what you use.
Schema is split by domain. Each prompt is focused on one expertise area, producing more precise and deeper results.
Schema split by domain — self-correcting prompts retry on validation failure.
If the LLM response doesn't match the schema, validation errors are sent back for automatic retry — up to 3 attempts per prompt.
Deep merge of expertise responses per model.
Each model's expertise responses are merged into a single comprehensive result per model.
An LLM examines each divergent field across models, selects the best value with reasoning, and produces the final trusted result.
Aspirin
ArbitratedReasoned field-level conflict resolution produces the final trusted result.
Why Entity Enricher
Purpose-built for structured LLM enrichment, not another B2B data vendor.
Custom Schema
You define the output structure. Any entity type, any fields, any nesting depth.
Fixed field sets. You get what they give you — 50 pre-defined B2B fields.
Multi-Model
Run 2+ LLMs simultaneously. Compare results. Use the best of each.
Single model, single provider. No way to cross-validate or improve accuracy.
Fusion & Arbitration
Field-level conflict detection with rule-based or LLM-arbitrated resolution.
Blind trust in a single source. No conflict awareness.
Any Entity Type
Pharma compounds, legal entities, real estate, research papers — anything.
B2B companies and contacts only. Step outside that box and you are on your own.
Connect to 400+ Apps via n8n
Build automated enrichment pipelines with n8n's visual workflow editor. Pull data from any source, enrich with AI, and push results anywhere.
Built for Every Domain
Not just B2B contacts. Define a schema for any entity type and enrich it.
Pharmaceutical
Regulatory status, clinical trial phases, molecular properties, and safety profiles.
Learn more →Finance
Financial metrics, funding rounds, market cap, risk indicators, and subsidiaries.
Learn more →Legal
Jurisdiction data, compliance status, corporate structure, and regulatory filings.
Learn more →Research
Citation counts, h-index, institutional affiliations, and methodology details.
Learn more →Real Estate
Zoning data, market valuation, neighborhood demographics, and permit history.
Learn more →How We Compare
Entity Enricher vs traditional enrichment platforms.
| Feature | Entity Enricher | Clay | Apollo / ZoomInfo |
|---|---|---|---|
| Custom Schema | |||
| Multi-Model Enrichment | |||
| Fusion & Conflict Resolution | |||
| Any Entity Type | |||
| Self-Hosted Option | |||
| API Access | |||
| Batch Processing | |||
| CRM Integrations | Via n8n | ||
| Workflow Builder | Via n8n | ||
| Pricing | Pay-per-token | $149-800/mo | $49-249/mo |
Ready to enrich your data?
Start enriching entities in minutes. Bring your own API keys — pay only LLM costs.
Get Started Free