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Open Enrich

github.com

WebLinuxAPISelf-hosted
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Spec score 7.3 #29 of 34 in Data Enrichment Software

Spec sheet

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.Read 8 Oct 2026 · github.com
Integrations
The README describes Salesforce and HubSpot export mappings, plus Google Sheets, TSV, and JSON export.Read 8 Oct 2026 · github.com
Support
Bright Data describes its customer care and support as available 24/7.Read 8 Oct 2026 · brightdata.com
License
The project is released under the MIT License.Read 8 Oct 2026 · github.com
Headquarters
Netanya, IsraelRead 28 Sep 2026 · github.com
Founded
2014Read 28 Sep 2026 · github.com
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.Read 8 Oct 2026 · brightdata.com
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.Read 8 Oct 2026 · github.com
CSV handling
It detects CRM CSV formats, selects an identifier column, skips fields already present, and offers coverage gauges and column mapping.Read 8 Oct 2026 · github.com
CSV workflow
The app detects CRM CSV formats, selects an identifier column, skips fields already present, and provides coverage gauges and format-specific presets.Read 8 Oct 2026 · github.com
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.Read 8 Oct 2026 · github.com
Demo limit
The README describes demo mode as having a lifetime cap of 50 rows per IP.Read 8 Oct 2026 · github.com
Enrichment fields
It can extract firmographics, funding and hiring signals, personalization details, contact data, social profiles, and custom fields described in plain English.Read 8 Oct 2026 · github.com
Evidence
Enriched cells include a source URL, supporting quote, confidence score, and freshness timestamp.Read 8 Oct 2026 · github.com
Exports
Exports can be mapped for Salesforce or HubSpot, or copied as Google Sheets, TSV, or JSON.Read 8 Oct 2026 · github.com
LLM providers
OpenRouter is the default LLM provider, and the README says it also works with OpenAI, Anthropic, or compatible providers.Read 8 Oct 2026 · github.com
Maker support
Bright Data says its global data team provides 24/7 support for its customers.Read 8 Oct 2026 · brightdata.com
Requirements
The quick start requires a Bright Data account with SERP API and Web Unlocker zones plus an OpenRouter, OpenAI, or Anthropic key.Read 8 Oct 2026 · github.com
Scoring
The README says a field corroborated by three independent sources scores 0.95, while a single-source heuristic scores 0.50.Read 8 Oct 2026 · github.com
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.Read 8 Oct 2026 · brightdata.com
Source evidence
Each enriched value can include its source URL, supporting quote, confidence score, and freshness timestamp.Read 8 Oct 2026 · github.com
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.Read 8 Oct 2026 · github.com
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.Read 8 Oct 2026 · github.com

Where Specifiction places it

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