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On the recordRead 8 Oct 202623 facts
Open Enrich
Netanya, Israel
On the record
- Company compliance
- Bright Data says it vets peers, partners, and customers and monitors its network with automated and manual checks as well as external audits; it also states GDPR and CCPA compliance as priorities.brightdata.com · read 8 Oct 2026
- Cost
- The README estimates typical enrichment at roughly $0.01 to $0.05 in API calls per row, with LLM costs paid separately to the provider.github.com · read 8 Oct 2026
- CSV handling
- It detects CRM CSV formats, selects an identifier column, skips fields already present, and offers coverage gauges and column mapping.github.com · read 8 Oct 2026
- CSV workflow
- The app detects CRM CSV formats, selects an identifier column, skips fields already present, and provides coverage gauges and format-specific presets.github.com · read 8 Oct 2026
- Data and AI providers
- It uses Bright Data SERP API, Web Unlocker, LinkedIn and Crunchbase scrapers, and Deep Lookup; the LLM layer supports OpenRouter, OpenAI, Anthropic, and compatible providers.github.com · read 8 Oct 2026
- Demo limit
- The README describes demo mode as having a lifetime cap of 50 rows per IP.github.com · read 8 Oct 2026
- Enrichment fields
- It can extract firmographics, funding and hiring signals, personalization details, contact data, social profiles, and custom fields described in plain English.github.com · read 8 Oct 2026
- Evidence
- Enriched cells include a source URL, supporting quote, confidence score, and freshness timestamp.github.com · read 8 Oct 2026
- Exports
- Exports can be mapped for Salesforce or HubSpot, or copied as Google Sheets, TSV, or JSON.github.com · read 8 Oct 2026
- Integrations
- The README describes Salesforce and HubSpot export mappings, plus Google Sheets, TSV, and JSON export.github.com · read 8 Oct 2026
- License
- The project is released under the MIT License.github.com · read 8 Oct 2026
- LLM providers
- OpenRouter is the default LLM provider, and the README says it also works with OpenAI, Anthropic, or compatible providers.github.com · read 8 Oct 2026
- Maker support
- Bright Data says its global data team provides 24/7 support for its customers.brightdata.com · read 8 Oct 2026
- Purpose
- Open Enrich is an open-source enrichment engine for go-to-market teams that turns CSVs into company intelligence, contacts, and buying signals with citations on every cell.github.com · read 8 Oct 2026
- Requirements
- The quick start requires a Bright Data account with SERP API and Web Unlocker zones plus an OpenRouter, OpenAI, or Anthropic key.github.com · read 8 Oct 2026
- Scoring
- The README says a field corroborated by three independent sources scores 0.95, while a single-source heuristic scores 0.50.github.com · read 8 Oct 2026
- Security and compliance
- Bright Data says its security controls are based on ISO 27001, ISO 27018, and OWASP Top 10, and that it encrypts data in transit and at rest.brightdata.com · read 8 Oct 2026
- Source evidence
- Each enriched value can include its source URL, supporting quote, confidence score, and freshness timestamp.github.com · read 8 Oct 2026
