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Open Enrich

What Open Enrich is
Open Enrich is an open-source enrichment engine for go-to-market teams. It turns CSV files into company intelligence, contact details, and buying signals, with a source URL, supporting quote, confidence score, and freshness timestamp available for each enriched value. Enrichment can cover firmographics, funding and hiring signals, personalization details, social profiles, and custom fields described in plain English. The app detects CRM CSV 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 for Google Sheets, TSV, and JSON. Open Enrich is available as a Next.js web app, a headless CLI, and an embeddable core package; the web app can be self-hosted or accessed through a hosted demo. To use it, the quick start requires a Bright Data account with SERP API and Web Unlocker zones, as well as an OpenRouter, OpenAI, or Anthropic key. The README estimates Bright Data API use at roughly $0.01 to $0.05 per row, with LLM charges paid separately to the selected provider. The demo is capped at 50 rows per IP for its lifetime. The project is free and released under the MIT License.
Who it suits
Open Enrich suits go-to-market teams that work with CRM CSVs and need company, contact, or buying-signal data with evidence attached to each value. It may also fit teams that want CLI or embeddable use, CRM export mappings, and several export formats, provided they have the required data-service account and LLM key.
What it does well
- Adds citations, supporting quotes, confidence scores, and freshness timestamps to enriched values.
- Covers firmographics, funding, hiring, contacts, and custom fields.
- Detects CRM CSV formats and skips fields already present.
- Supports Salesforce and HubSpot mappings plus Google Sheets, TSV, and JSON exports.
- Available as a web app, CLI, and embeddable core package.
- Released under the MIT License.
What to know first
- Requires a Bright Data account with SERP API and Web Unlocker zones.
- Requires an OpenRouter, OpenAI, or Anthropic key for the LLM layer.
- Demo mode is capped at 50 rows per IP for its lifetime.
- LLM charges are paid separately to the selected provider.
Limits
The hosted demo has a lifetime cap of 50 rows per IP. The README estimates Bright Data usage at roughly $0.01 to $0.05 per row, with LLM charges billed separately by the selected provider.
Getting started
- Open the Open Enrich GitHub project.
- Choose the Next.js web app, headless CLI, or embeddable core package.
- For the web app, use the hosted demo or self-host it.
- Create a Bright Data account with SERP API and Web Unlocker zones.
- Provide an OpenRouter, OpenAI, or Anthropic key for the LLM layer.
- Import a CSV, select an identifier column, then map fields and choose an export format.
Verdict
Choose Open Enrich if your team needs CSV enrichment with evidence attached to individual values and exports suited to CRM workflows. Look elsewhere if you need waterfall enrichment, or if you cannot provide the required Bright Data account and LLM key or cover usage charges.
Questions
Is Open Enrich free?
The project is listed as free, has a free plan, and is released under the MIT License. Usage can incur Bright Data API costs and separate LLM charges.
What does Open Enrich enrich?
It can add company intelligence, contacts, buying signals, firmographics, funding and hiring signals, personalization details, social profiles, and custom fields.
Which platforms and ways to run it are available?
The listed platforms are API, Linux, self-hosted, and web. The project provides a Next.js web app, a headless CLI, and an embeddable core package.
What does the quick start require?
It requires a Bright Data account with SERP API and Web Unlocker zones, plus an OpenRouter, OpenAI, or Anthropic key.
Which exports and CRM mappings are supported?
Exports can be mapped for Salesforce or HubSpot, or provided as Google Sheets, TSV, or JSON.
What is the demo limit?
Demo mode has a lifetime cap of 50 rows per IP.
Facts from Open Enrich's own pages
- 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, 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, 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, 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, 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, 8 Oct 2026
- Demo limit
- The README describes demo mode as having a lifetime cap of 50 rows per IP. · github.com, 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, 8 Oct 2026
- Evidence
- Enriched cells include a source URL, supporting quote, confidence score, and freshness timestamp. · github.com, 8 Oct 2026
- Exports
- Exports can be mapped for Salesforce or HubSpot, or copied as Google Sheets, TSV, or JSON. · github.com, 8 Oct 2026
- Founded
- 2014 · github.com, 28 Sept 2026
- Headquarters
- Netanya, Israel · github.com, 28 Sept 2026
- Integrations
- The README describes Salesforce and HubSpot export mappings, plus Google Sheets, TSV, and JSON export. · github.com, 8 Oct 2026
- License
- The project is released under the MIT License. · github.com, 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, 8 Oct 2026
- Maker support
- Bright Data says its global data team provides 24/7 support for its customers. · brightdata.com, 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, 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, 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, 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, 8 Oct 2026
- Source evidence
- Each enriched value can include its source URL, supporting quote, confidence score, and freshness timestamp. · github.com, 8 Oct 2026
- Support
- Bright Data describes its customer care and support as available 24/7. · brightdata.com, 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. · github.com, 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. · github.com, 8 Oct 2026
Where Open Enrich stands on Freedom251
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