Work in progress

Four-stage pipeline · Cited evidence · No black box

We do the math.
You make the hire.

Transparent, explainable scoring — never a black box. You always make the final call.

FitScore runs a four-stage pipeline — LLM parsing, a deterministic Python engine, then an LLM adjudicator that produces cited, dimension-by-dimension reasoning. Every score is explainable. Not a probability. Not a black box. A decision you can act on.

Try it free — no sign-up

Built with Claude Code

Sound familiar?

Tired of applying on LinkedIn, Indeed, or anywhere else — and never knowing why you were rejected?

FitScore shows you exactly how you stack up before you apply. No more guessing.

Or this one?

Worried you might have passed on a better candidate — buried in page 3 of your inbox?

FitScore surfaces the strongest matches with evidence. The best candidate wins, not the best-formatted CV.

For Candidates

Stop spray-and-pray.
Apply in minutes, not hours.

Paste your CV, get a scored assessment out of 10 against any role, then act on it immediately. An 8.5 is worth your time. A 5.0 isn't — move on.

  • →Download your assessment as HTML or PDF to attach with your application.
  • →Send a curated message to the recruiter — pre-written around your actual fit evidence, not a generic cover letter.
  • →Attach your original CV or a reformatted version — same content, cleaner layout. No words changed, no spin added.

For Recruiters

Screen 100 CVs
in the time it took to read 5.

Upload your pool. FitScore ranks every candidate against your JD in minutes and surfaces the top 5 with cited, dimension-by-dimension reasoning. Your outreach writes itself.

  • →Post your jobs free. Job profiles are public — candidates discover your roles, and you build a searchable talent pool without paying for job board listings.
  • →Buried under CVs from LinkedIn Easy Apply, Indeed, or any other job board? FitScore ranks every candidate with cited evidence — no keyword guessing, no ATS black box.
  • →Scoring runs in the background. When a strong match lands, it surfaces straight to your dashboard — no manual checking required.
  • →Apply button on every public job profile — coming soon.

01

PII Redaction

Names, contact details, and sensitive data are stripped from CVs and job descriptions before any scoring or matching takes place.

02

LLM Parse

Claude or Gemini extracts skills, experience, seniority, and logistics from raw text into a rich structured card.

03

Python Engine

A deterministic Python rules engine scores the structured data — fast, repeatable, and fully inspectable.

04

LLM Adjudicator

The LLM reviews the engine breakdown and produces dimension-by-dimension reasoning with cited evidence and a final verdict.

Coming soon

What's next

Swipe-to-Apply

See your fit score, swipe right to apply instantly. Consumer-app speed for enterprise hiring.

Coming soon

Contextual Interview Prep

Based on your CV and JD, we’ll prepare tech and scenario-based questions to help you ace the interview.

Coming soon

Stay updated

New role coverage, scoring improvements, and feature releases — direct to your inbox.