Match Amplified: what's already built

Match Amplified: what's already built

What’s already built in Match Amplified

What does Match Amplified actually do?

The platform is in beta, but it’s a fully functional beta, not a landing page with a waitlist. What’s live today:

Smart job matching. AI agents score job postings against your profile daily, going beyond keywords to understand role equivalences and career fit. “Product Manager” matches “Product Owner.” Semantic matching, not just string matching. Currently limited to one job board source (with multi-source discovery on the roadmap).

Manual job submission. Found a job posting yourself? Paste the URL. The system fetches, parses, and scores it against your profile in seconds.

Instant matching on signup. New users see matched jobs within minutes of completing their profile. No waiting for a daily cron job. A real-time dashboard shows matches appearing as they’re found.

Tailored CV and cover letter generation. Every document is grounded in your real baseline CV, adapted to the specific role. Generate multiple versions per role and iterate freely with full version history.

PDF generation. Approve a document and download a polished, ready-to-send PDF instantly.

Human-in-the-loop review. You see every generated document before it goes anywhere. Edit freely, approve only when satisfied. The system never applies on your behalf.

Style adaptation. The system learns from your feedback on generated documents, progressively refining its understanding of your tone, preferences, and writing style.

Dashboard. A central view of all your matched jobs, each with fit score and match rationale, updating in real time.

Detailed job match view. For every matched job: fit score, match rationale, skills matched, skills missing. Full transparency on why the system thinks it’s a good fit.

Full auth and profile management. Sign up, Google OAuth, password reset, CV upload, preferences. The full set.


This project was started during a Buildathon, then continued as a side project developing further features, using AI tools throughout. The pace was fast during the Buildathon back in January and has slowed since, which is honest and fine. The improvements and learnings keep compounding.

Next post: what’s coming.

Article series on Match Amplified

#TopicLinkedInJRM Lab
1The Buildathon and what came afterBuildathon intro on LinkedInFrom the Buildathon to Match Amplified
2The agentic AI architectureAgentic architecture on LinkedInMatch Amplified: the agentic architecture under the hood
3Lovable → Claude Code transitionLovable to Claude Code on LinkedInFrom Lovable to Claude Code
4VPS and infrastructure setupInfrastructure setup on LinkedInMatch Amplified: VPS and infrastructure
5What’s already built in Match AmplifiedWhat’s built on LinkedInthis article
6The roadmapRoadmap on LinkedInMatch Amplified: the roadmap
7The naming processNaming process on LinkedInMatch Amplified: choosing the name
8Where this all goes from hereWhat’s next on LinkedInMatch Amplified: what’s next

Try it live:matchamplified.com
Product Compass AI Gallery:Match Amplified entry
Full case study:Match Amplified product case study

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