FDCFast Dog Coding
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Candidate Vantage

We built an AI-driven lead scoring tool that evaluates job descriptions on a 1–5 scale based on historical suitability and behavioral data.

Role

AI Architect / Sole Proprietor

Client

Fast Dog Coding, LLC (Internal)

Tech Stack

Node.jsOpenAI API (Assistants)Vector StoresTypeScriptNestJSAngularNxPrismaPostgreSQLMongoDBGoogle GeminiSocket.ioChrome ExtensionSlack

The Challenge

Evaluating whether a job posting is worth pursuing means weighing fit, risk, and opportunity cost—often with incomplete information and no structured way to learn from past decisions.

The Approach

We built an Nx monorepo with a NestJS backend and Angular frontend: a Chrome extension scrapes job postings, Google Gemini AI scores them against a personal profile stored in MongoDB, auto-archives low fits, generates tailored resumes and cover letters, sends Slack alerts for high-value matches, and provides a Kanban dashboard with real-time updates via Socket.io.

The Impact

Faster, more consistent prioritization of opportunities aligned with real track record—not just headline requirements.

Let's Connect

Choose the channel that works best for you.

Ping Grant on LinkedInFor professional networking and industry chat.Send us your thoughts via emailFor detailed project inquiries and attachments.Book 25 minutes to talkFor a focused, no-obligation discovery call.
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