New: AI Cover Letters that match your tailored resume — read launch notesOne score. One tailored variant per JD. No tracking, no spam.
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Stop sending
resumes into the void.

JobVouch scores your resume against any job description, tailors the bullets that don't land, and rebuilds the file in a recruiter-friendly template — in under 90 seconds.

Drop a PDF — get my scoreSee it work (45s)
  • ✓Four-factor ATS score, not a generic AI rewrite.
  • ✓Per-bullet diffs — your voice stays yours.
  • ✓144 profession-specific examples.
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Score my resume against this job

Two inputs. One real ATS score in 8 seconds.

Drop your resume (.pdf, .docx)
— or — paste resume text
Paste the job description
Senior Product Designer at Linear. You'll partner with engineering to ship...
SOC-2 in progressGDPR safe
Score it →
Live preview · sample CVmatch: 78 / 100
Keywords 40%
Skills 25%
Experience 20%
Formatting 15%
Missing keywords: design system, A11Y, RFC — JobVouch can inject these in one click.
No signup

Templates engineered for ATS pipelines at companies like

Google•Stripe•Atlassian•Shopify•Notion•Vercel•Datadog•Anthropic•Linear•Figma•Cloudflare•Google•Stripe•Atlassian•Shopify•Notion•Vercel•Datadog•Anthropic•Linear•Figma•Cloudflare•
How it works

Three steps. One real interview-ready resume.

No spreadsheets, no copy-paste, no guessing what the ATS is reading. JobVouch is the whole pipeline.

01

Scan against any JD

Upload or paste a resume + paste the job ad. We weight Keywords 40%, Skills 25%, Experience 20%, Formatting 15% — the same buckets recruiters score on.

resume.pdf→ jd.txt
drag · drop · scan
02

AI tailors the gaps

Our tailor rewrites only the bullets that aren't matching — and surfaces "ghost skills" hiding in your bullets that the ATS isn't crediting you for.

Worked on internal tools
→Shipped 4 internal tools used by 230 employees, cutting onboarding ops time 38%.
+ ghost skill detected: React, A/B testing
03

Export ATS-perfect PDF

Choose from 144 profession-tested templates, one-click PDF, or keep editing in our drag-drop builder. We embed selectable text the ATS can actually parse.

The ATS Score

A score that reflects how recruiters actually screen.

Four weighted dimensions. Location-weighted keyword scoring (summary 1.5×, top bullets 1.2×). Strict skill matching — no substring guessing. Narrative alignment for experience. Format checks that catch what Word's "ATS-friendly" template doesn't.

  • Location-weighted keywords — surface beats the bottom
  • Strict skill match — Java ≠ JavaScript
  • Narrative alignment — title words + density in summary
  • Format checks — columns, tables, weird unicode
Match score for "Senior PM @ Notion"
86/ 100+34 from base
86%
Keywords34 / 40
Top hits: design system, A/B test, RFC
Skills22 / 25
Ghost skill injected: SQL
Experience16 / 20
Narrative aligned to 'senior' tier
Formatting14 / 15
No multi-column, parseable PDF
3 fixes left. Estimated impact: +9 points.
Apply all →
A walkthrough · sample candidate

Sarah's Anthropic resume, tailoredfor OpenAI's alignment team.

Same nine years, same projects, same voice. JobVouch rewrites only the bullets that miss the JD, surfaces ghost skills she never listed, and lifts the ATS score by 40% in one pass.

SJ
Sarah Jenkins
Senior Data Scientist · Anthropic · San Francisco, CA
→ applying toOpenAI · Research Engineer, Alignment
ATS match against the OpenAI JD
Base resume
58/100
After tailoring
81/100
Score lift after one tailoring pass:
+40%
+ LLM+ RLHF+ alignment+ distributed training+ evaluation harness+ fine-tuning
OpenAI JD — Research Engineer, Alignment (excerpt)

We're hiring research engineers to work on alignment for frontier models. You will train and evaluate large language models, build RLHF pipelines, design evaluation harnesses for safety-critical behaviors, and contribute to distributed training infrastructure at large scale. Experience fine-tuning production LLMs and shipping evaluation tooling is required.

JD keywords detected
14 / 18 matched after tailoring
Ghost skills surfaced
RLHF, distributed training, eval harness
Tailor diffs · 3 of 4 bullets rewritten
Bullet 1
— Before · Built machine learning models for content moderation.
+ After · Architected LLM-based content moderation pipeline processing 12M+ queries/day across Claude product surfaces, leveraging RLHF feedback signals to reduce false positives 47%.
+ RLHF+ scale metric+ Claude
Bullet 2
— Before · Worked on improving model performance.
+ After · Led distributed training optimization for Claude Sonnet fine-tuning runs, cutting training time 32% on a 256-A100 cluster while preserving alignment benchmark scores.
+ distributed training+ benchmark+ cluster scale
Bullet 3
— Before · Analyzed user data to inform product decisions.
+ After · Designed a large-scale evaluation harness for Claude safety classifiers across 8 risk categories, surfacing 3 high-priority alignment gaps shipped to the research team.
+ evaluation harness+ safety+ shipped impact
  • Per-bullet diff with one-click accept
  • Tone preserved (junior · mid · staff)
  • Verb strength upgrades
  • Ghost-skill injection
  • Quantification suggestions
  • Cover letter inherits the same voice
Try this on your resume and a real JD.
Tailor mine →
Resume Builder

A builder that won't fight you — and templates that won't fight the ATS.

Browse all 144 templates →
jobvouch.co / builder / sarah-jenkins
⌘S auto-saved
Sections
  • ⋮⋮ Summary
  • ⋮⋮ Experience
  • ⋮⋮ Projects
  • ⋮⋮ Skills
  • ⋮⋮ Education
  • ⋮⋮ + Custom
Sarah Jenkins
Senior Data Scientist · San Francisco

Summary

Senior Data Scientist with 7 years on LLM safety + production ML. Shipped Claude moderation pipeline serving 30M users; built evaluation harness now used across the alignment team.

Experience
Anthropic · Senior Data Scientist · 2022–Now
  • LLM content moderation pipeline, 12M queries/day.
  • Cut Sonnet fine-tuning time 32% on 256-A100 cluster.
  • Built safety eval harness across 8 risk categories.
AI Assist
✨ Quantify this bullet
📐 Rebalance to 1 page
🎯 Tailor to JD
🔍 Spell check
ATS Score
86+3

Drag-drop sectionsnew

Reorder, rename, duplicate. Custom sections for portfolios, publications, languages.

Real-time ATS score

Watch your score move as you type. No more 'save and pray'.

One-click PDF export

Selectable text. Single-column. Standard fonts. The way ATSes want it.

Version history

Every tailored variant saved. Revert in one click.

Open the builder →
Free tools · No signup

Try anything before you sign in.

We earn the email. Three production tools that work guest-mode — your file is processed in a sandboxed worker and discarded.

🎯

ATS Resume Scanner

Drop resume + JD. Get the 4-factor breakdown.

Open scanner →
🪄

Keyword Scanner

Paste any JD, get the must-have keywords ranked.

Extract →
✂️

Resume Tailor

Per-bullet diff. Rewrite only what's failing.

Tailor →
📄

144 Resume Examples

Profession-specific ATS-optimized templates.

Browse examples →
🔑

Resume Keywords

Industry-by-industry keyword libraries.

See keywords →
📚

Job Search Guides

Frameworks for resumes, ATS, and tailoring.

Read guides →
The boring truth

Why "ATS-friendly" templates aren't enough.

The format is one input out of four. JobVouch fixes the other three.

Without JobVouch
  • Same generic resume, blasted to 80 jobs.
  • No idea why the score is 47.
  • Skills section copied from a Reddit thread.
  • Bullets written in 2019, never quantified.
  • Cover letter is a ChatGPT first draft.
  • Recruiter scans 6 seconds → next.
With JobVouch
  • Each application gets its own tailored variant.
  • Real ATS score, broken down 4 ways.
  • Ghost skills surfaced from your actual work.
  • AI quantifies bullets in your own voice.
  • Cover letter inherits the resume's keywords.
  • Recruiter scans 6 seconds → "let's talk".

Not magic. Math.

How users describe the change after one tailored variant.
“Went from 4 callbacks in 3 months to 11 in two weeks. The ATS score broken down by section was the moment I got it.”
PR
Priya R.
Senior PM
“I'd used four other 'AI resume' tools. They all wrote in robot. JobVouch kept my voice and just sharpened the bullets.”
DM
Daniel M.
Engineering Manager
“Ghost skill detector flagged React I'd been doing for two years and never put on the resume. Got the recruiter call that week.”
SK
Sara K.
Frontend dev
“I'm a hiring manager — I now send candidates here. The reformatted PDFs are the cleanest I see in Greenhouse.”
JL
Jenny L.
Head of Talent
“Did the free scan to test it. 56 → 91. Bought the year on the spot.”
AT
Aaron T.
Data Scientist
“The tailor here doesn't rewrite the whole bullet, just the part that needs fixing. Game changer.”
MK
Marcus K.
Marketing director
Pricing

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  • JD keyword extractor
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Everything to land the offer.

  • Unlimited AI tailoring
  • All 144 profession templates
  • Ghost skill injection
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  • Version history
  • Priority support
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Questions, answered.

Is the ATS score accurate?

We mirror the four-factor model real ATS pipelines use — keyword density with location weighting, strict skill matching, narrative title alignment, and format parseability. It is not 'exactly Workday' because every ATS varies, but it directionally moves recruiter callback rates.

Do you train AI on my resume?

No. Your file is processed per-request and not used for training. Guest scans are discarded after the result is returned.

How is this different from Huntr, Teal, or Resume.io?

We don't try to be a job tracker. We obsess over the resume itself — particularly the AI tailor (per-bullet diffs, not full rewrites), ghost skills, and a real 4-factor ATS score. Cheaper, faster, narrower.

Can I use it without an account?

Yes — every free tool works in guest mode. Save your work or get tailoring history by signing in with Google or LinkedIn (one click).

Stop guessing. Get the score.

One drag-and-drop. One score. One tailored resume. You'll know in 90 seconds if this is the tool that finally moves the needle.

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JobVouch

The shortest path between your real work and the recruiter's "let's talk".

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