Check your résumé against the job before you apply.

Fitly evaluates your résumé against a job description using a standardized requirement rubric. It objectively maps your strengths and qualification gaps to calculate a reliable, repeatable fit score.

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Senior Backend Engineer

Northwind Labs · Evaluated Oct 2, 2026

Strong fit

87/ 100

Skills91

Experience84

Domain83

REQUIREMENTS · 4 OF 9 SHOWN

Met

5+ years TypeScript backend5+ years building backend services in TypeScript"6 years of NestJS services handling card payments at a neobank"

Met

PostgreSQL schema designPostgreSQL schema design and query tuning"Cut p95 ledger query time by reworking indexes"

Partial

Event-driven systemsEvent-driven systems (Kafka or similar)Mentions queues, but no scale or ownership detail

Missing

Kubernetes in productionKubernetes in productionNot mentioned in the résumé

SUGGESTED FIXIf you ran containers on EKS in your 2024 role, say so. It's the largest gap for this posting.

Scores are tied to specific lines on your résumé.

FROM THE POSTINGFROM YOUR RÉSUMÉSTATUS

Owned payment or ledger systemsLed reconciliation service rewriteMet

Mentored engineersOnboarded two juniors, no outcomes listedPartial

Go or Rust experienceNo mentionMissing

Owned payment or ledger systemsMet
Led reconciliation service rewrite
Mentored engineersPartial
Onboarded two juniors, no outcomes listed
Go or Rust experienceMissing
No mention

Requirement matching

Each requirement is marked met, partial, or missing.

Skills91 × 0.5045.5

Experience84 × 0.3025.2

Domain83 × 0.2016.6

Overall87.3 →87

Weighted scoring

Skills, experience, and domain are scored separately.

You match the core backend work and the payments domain well. A hiring manager will probably notice that Kubernetes and Go are missing. It's worth applying. If you have any container experience, mention it in your cover note.

Plain-language summary

A short, actionable written summary.

87
Senior Backend EngineerNorthwind Labs
Oct 2
74
Full-Stack Engineer, PaymentsHarbor Pay
Sep 28
52
Staff Platform EngineerCloudline
Sep 21

History

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How it works

01
Upload your résumé
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02
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03
Read the report
Each requirement gets a status, and the report suggests what to add or reword on your résumé.

HOW IT'S BUILT

A small app, built end to end.

Google sign-in, résumé storage in S3, a Claude API call that returns structured JSON, and saved evaluations in DynamoDB.

ClientNext.js + ReactUpload, paste, and report views. TypeScript throughout.

ServerRoute handlers on VercelParses the PDF, builds the prompt, validates the response.

ModelAnthropic Claude APIReturns scores and per-requirement findings as structured JSON.

Google OAuth
S3 · résumés
DynamoDB · evaluations

AuthGoogle OAuth
FilesAWS S3 for résumé PDFs
DataDynamoDB for evaluations

Designed and built by MikeFull-stack developer, available for contract work.. TypeScript, React, NestJS, Python. Available for contract work.

Source on GitHub

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