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Job Description Matcher

Know your fit score
before you apply.

Paste any job description. Canonical Page scores how well your profile matches, highlights missing keywords, and gives you AI-powered suggestions to close the gap.

Keyword match score
AI tailoring suggestions
Per-role profile copies
Try it freeSee how it works

What it looks like

Job Match
Alex Chen — Senior Engineer
74/ 100

Partial match

A few targeted edits would strengthen your fit.

Strengths

Strong TypeScript and React experience aligns with the core stack requirements.
5+ years building production APIs directly matches the seniority level sought.
Previous experience at a fintech company is a strong signal for this role.

Gaps

No mention of GraphQL — the job description lists it as a required skill.
Kubernetes experience is expected for this infra-heavy role but absent from your profile.

Suggestions

Add GraphQL to your skills section and mention any API experience that involved graph-style queries.
If you've used any container orchestration, even basic Docker Compose, add it — it shows awareness of the space.
Rephrase your summary to mention distributed systems, which appears 3 times in the job description.
Analyze another job

Process

Three steps to a
tailored application.

01

Paste the job description

Copy any job posting — from LinkedIn, Indeed, Greenhouse, or anywhere. Paste it directly into Canonical Page.

02

Get your match score

Instantly see your overall fit percentage, which keywords you have, what's missing, and how your seniority aligns.

03

Apply the suggestions

AI tells you exactly what to add or reword in your profile. Make the edits, re-run the match, hit apply.

Why tailoring your resume matters

A generic resume is rejected before a human sees it. Over 90% of Fortune 500 companies use ATS software that scores your resume against the job description automatically.

The systems look for exact keyword matches — if the job says "GraphQL" and your resume says "API development", the ATS may score you as unqualified even if you're perfectly capable.

Candidates who tailor their resume to each job description receive 2–3× more interview callbacks than those who send the same resume everywhere.

Canonical Page's job match feature closes this gap — showing you exactly what to add, in plain language, before you apply.

Related feature

AI Cover Letter Generator

After matching, write a tailored cover letter from your profile in seconds — no templates, no placeholders.

90%+

of Fortune 500 companies use ATS

2–3×

more callbacks with tailored resumes

6 sec

average recruiter glance time

Frequently asked questions

How does job description matching work?

Canonical Page compares the keywords, skills, and requirements in a job posting against your profile content. It scores overlap, flags missing terms, and suggests specific edits to improve your match before you apply.

Does a higher match score guarantee an interview?

No tool can guarantee interviews, but higher keyword alignment significantly improves your chances of passing ATS filters. Studies show resumes tailored to specific job descriptions get 2–3× more callbacks.

Is this the same as keyword stuffing?

No. Canonical Page suggests adding missing keywords naturally — in context, within your experience bullets or skills. Keyword stuffing harms readability and experienced recruiters spot it instantly.

Can I use this for multiple applications?

Yes. Pro users can duplicate their profile for each application and tailor it specifically — each with its own URL and custom content — without overwriting their main profile.

What job sites does this work with?

Any. Just copy and paste the job description text from LinkedIn, Indeed, Greenhouse, Lever, Workday, or anywhere else. No integration needed.

Stop guessing.
Start matching.

Create your profile free. Paste a job description and see your score in seconds with a Job Seeker plan.

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Resume Job Description Matcher — Score Your Fit Before You Apply