AI-powered data enrichment from email lists
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Fire Enrich is an AI-powered data enrichment tool designed for users needing to transform lists of emails into comprehensive company profiles. It leverages a multi-agent system, powered by Firecrawl and OpenAI, to gather details such as funding, tech stacks, and industry classifications, providing a richer dataset for analysis and outreach.
How It Works
The tool employs a phased, sequential multi-agent architecture. Each agent specializes in a specific data category (e.g., Discovery, Company Profile, Financial Intel, Tech Stack) and builds upon the context established by previous agents. Within each phase, multiple parallel searches are executed using the Firecrawl API to maximize efficiency and accuracy. A final GPT-4o synthesis step combines and validates findings from all agents, producing structured output with source citations. This sequential approach enhances accuracy by allowing agents to refine and validate data from earlier stages.
Quick Start & Requirements
.env.local
file with FIRECRAWL_API_KEY
and OPENAI_API_KEY
, then run npm install
(or yarn install
) followed by npm run dev
(or yarn dev
).Highlighted Details
Maintenance & Community
The project is open-source with a philosophy encouraging community contributions via pull requests and issue discussions. Support is primarily handled through GitHub issues.
Licensing & Compatibility
MIT License. This permissive license allows for commercial use and integration into closed-source projects.
Limitations & Caveats
The project is described as "just the start," implying that feature parity with mature commercial services may not be immediate. The effectiveness of enrichment is dependent on the availability and quality of data found via Firecrawl and OpenAI.
1 month ago
Inactive