Open Enrich
Open Enrich is an open-source enrichment engine for go-to-market teams that turns CSV files into company intelligence, contact details, and buying signals.
What Open Enrich is
Open Enrich is an open-source enrichment engine for go-to-market teams that turns CSV files into company intelligence, contact details, and buying signals. Enriched values can carry a source URL, supporting quote, confidence score, and freshness timestamp. The tool can add firmographics, funding and hiring signals, personalization details, social profiles, contact data, and custom fields described in plain English. For CSV workflows, it detects CRM formats, helps select an identifier column, skips fields already present, and provides column mapping and coverage gauges. Results can be mapped for Salesforce or HubSpot, or exported to Google Sheets, TSV, or JSON. The project offers a Next.js web app, a headless CLI, and an embeddable core package; the web app can be self-hosted or used through a hosted demo. The quick start requires a Bright Data account with SERP API and Web Unlocker zones, plus an OpenRouter, OpenAI, or Anthropic key. The README estimates typical API calls at roughly $0.01 to $0.05 per row, with LLM charges separate. Demo mode has a lifetime limit of 50 rows per IP. The project uses the MIT License.
Good
- Enriched values can include URLs, quotes, scores, and timestamps.
- Detects CRM CSV formats and skips existing fields.
- Exports include Salesforce, HubSpot, Google Sheets, TSV, and JSON.
- Available as a web app, CLI, and embeddable package.
- Released under the MIT License.
Watch out
- Quick start requires a Bright Data account and API zones.
- LLM provider charges are separate.
- Demo mode is capped at 50 rows per IP for life.
Who it suits
Open Enrich suits go-to-market teams that need to enrich CRM-style CSV data and want evidence attached to enriched values. Users should be prepared to configure the required data and LLM providers or use the hosted demo within its limit.
Verdict
Open Enrich offers a CSV-oriented workflow with evidence on enriched values and several deployment formats. Provider requirements and usage charges are important considerations before getting started.
The facts
Each one read from Open Enrich's own pages, with the date it was checked.
The company
- 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.checked 8 Oct 2026
- Founded
- 2014checked 28 Sep 2026
- Headquarters
- Netanya, Israelchecked 28 Sep 2026
- Maker support
- Bright Data says its global data team provides 24/7 support for its customers.checked 8 Oct 2026
Money
- 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.checked 8 Oct 2026
- Usage cost
- The README estimates about $0.0015 per Bright Data tool call, with typical rows using 5 to 15 calls; LLM charges are additional and paid to the selected provider.checked 8 Oct 2026
What it does
- CSV handling
- It detects CRM CSV formats, selects an identifier column, skips fields already present, and offers coverage gauges and column mapping.checked 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.checked 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.checked 8 Oct 2026
- Demo limit
- The README describes demo mode as having a lifetime cap of 50 rows per IP.checked 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.checked 8 Oct 2026
- Evidence
- Enriched cells include a source URL, supporting quote, confidence score, and freshness timestamp.checked 8 Oct 2026
- Exports
- Exports can be mapped for Salesforce or HubSpot, or copied as Google Sheets, TSV, or JSON.checked 8 Oct 2026
- Integrations
- The README describes Salesforce and HubSpot export mappings, plus Google Sheets, TSV, and JSON export.checked 8 Oct 2026
- License
- The project is released under the MIT License.checked 8 Oct 2026
- LLM providers
- OpenRouter is the default LLM provider, and the README says it also works with OpenAI, Anthropic, or compatible providers.checked 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.checked 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.checked 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.checked 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.checked 8 Oct 2026
- Source evidence
- Each enriched value can include its source URL, supporting quote, confidence score, and freshness timestamp.checked 8 Oct 2026
- Support
- Bright Data describes its customer care and support as available 24/7.checked 8 Oct 2026
- Ways to run
- The project provides a Next.js web app, a headless CLI, and an embeddable core package; the web app can be self-hosted or used through a hosted demo.checked 8 Oct 2026
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