structured generation · no hallucination by design

A tailored resume that can't lie about you.

Paste a job description. Emend rewrites your resume around it, constrained to facts you confirm, formatted in LaTeX, with a receipt for every line.

✓ JD keyword matching✓ LaTeX-quality PDF✓ Nothing made up
Emend — JD Match
JOB DESCRIPTION
"New-grad SWE. Python, React, CI/CD, AWS, distributed systems…"
pythonreactci/cdawsdistributed systems
82
Strong match
1 keyword to address
✓ grounded 17/17
WORKFLOW

How it works.

From job posting to formatted resume in under a minute.

01
10-SECOND ANALYSIS

Paste any job description.

Copy a job posting and paste it in. Emend pulls out the keywords, skills, and experience the employer is scanning for, then scores your resume against them.

JOB DESCRIPTION
"New-grad software engineer with Python, React, CI/CD pipelines, AWS…"
Have a link to the posting? Paste it here instead
PythonReactCI/CDAWSDocker
Match score
82%
02
GROUNDED REWRITE

Confirm your facts. We write from those. Only those.

Emend extracts every claim from your resume into facts you sign off on. The writer is structurally constrained to that list: every line it produces carries a reference to the fact it came from. Nothing invented, ever.

FACT HX-02 · CONFIRMED BY YOU
Multi-step dev setup → one-command Bash scripts · −80% setup time
↓ becomes
% grounded: fact HX-02
\resumeItem{Automated a multi-step dev environment
  setup into one-command Bash scripts, cutting
  setup time by 80\%}
03
TYPESET & SHIP

A real PDF and its LaTeX source, side by side.

Download a professionally formatted PDF, or take the .tex source with you. Clean formatting that reads beautifully to both hiring systems and humans.

Sam Reyes
sam.reyes@example.com · linkedin.com/in/samreyes-demo
EXPERIENCE
Software Engineer Intern — Helix Dynamics
• 20+ integration tests across 5 microservices
• One-command Bash setup, −80% setup time
PROJECTS
LayoverLog — Flask, PostgreSQL, Docker
• Flask + PostgreSQL app on a normalized 5-table schema
PDF ready
.tex source included
Passes major ATS systems
NO POSTING NEEDED

Not job hunting? Just make it beautiful.

Plenty of people don't need tailoring. They have a resume that says the right things and looks like a Word document from 2011. Skip the job description entirely and Emend will format exactly what you wrote, word for word, in real LaTeX. Then, if you want, ask us to rewrite the whole thing to read more professionally.

  • Rewriting is opt-in. Nothing changes unless you ask. No match score, no posting, no surprises.
  • Consistent everything. Margins, dates, bullet spacing, and section rules all line up on their own.
  • Polish it with AI, or edit it yourself. Ask for a professional rewrite of the whole resume whenever you want, or click any line and write it in your own words. Still grounded in what you confirmed.
  • Yours to keep. Download the PDF and the .tex source together.
Just format my resumeTakes about a minute. No posting required.
FORMAT AS-ISrewrites on request
WHAT YOU UPLOAD
Sam Reyes
sam.reyes@example.com, linkedin.com/in/samreyes-demo
Experience
Software Engineer Intern - Helix Dynamics - San Diego, CA - Jun 2026-Present
- Developed 20+ Python integration tests validating message flow across 5 microservices
- Automated dev-environment setup into one-command scripts, cutting setup to under 10 minutes
Projects
TrailScout - Python, YOLOv8, Jetson Nano
- Deployed real-time wildlife detection at the edge with a live dashboard

inconsistent dashes, ragged dates

WHAT YOU DOWNLOAD
Sam Reyes
sam.reyes@example.com · linkedin.com/in/samreyes-demo
EXPERIENCE
Software Engineer InternJun 2026 – Present
Helix Dynamics — San Diego, CA
• Developed 20+ Python integration tests validating message flow across 5 microservices
• Automated dev-environment setup into one-command scripts, cutting setup to under 10 minutes
PROJECTS
TrailScout
Python · YOLOv8 · Jetson Nano
• Deployed real-time wildlife detection at the edge with a live dashboard

same words, properly formatted

Nothing here was rewritten. Ask us to polish a line and only that line changes.
TRY IT · LIVE DEMO

Every sentence, your call.

This is a demo resume. Click any sentence to select it, then cycle through three grounded rewrites, edit the words in place, or revert to exactly what was originally written.

↓ try it · click any sentence below
Sam Reyes
(555) 014-2210 · sam.reyes@example.com · github.com/samreyes-demo · samreyes.example.com
EDUCATION
Northgate University · B.S. Computer ScienceExpected 2027
Coursework: Operating Systems, Data Structures & Algorithms, Databases, Embedded Systems.% EDU-01
EXPERIENCE
Software Engineer InternJun 2026 – Present
Helix Dynamics — San Diego, CA
Developed 20+ behave integration tests in Python, validating end-to-end message flow across 5 microservices.% HX-01
Automated a multi-step dev-environment setup into one-command Bash scripts managing VMs and Docker containers, cutting setup from ~45 to under 10 minutes.% HX-02
Web DeveloperJan – Mar 2025
Northgate CS Society — Riverside, CA
Built and deployed the society's website with Next.js, TypeScript, and Tailwind, creating 15+ reusable components across 4 feature areas.% NCS-01
Raised the Lighthouse performance score from 62 to 89 and automated build-and-deploy on merge with GitHub Actions.% NCS-02
Undergraduate Research AssistantJun – Aug 2024
University Robotics Lab
Wrote Arduino/C++ firmware integrating 4 water-quality sensors (pH, temperature, turbidity, TDS) with serial telemetry every 2 seconds.% LAB-01
Implemented a composite anomaly score weighting each sensor reading against its safe range to flag water-quality issues.% LAB-02
PROJECTS
LayoverLog
Flask, PostgreSQL, Docker
Built a Flask + PostgreSQL flight-logging app on a normalized 5-table schema with Alembic migrations.% LOG-01
Containerized the app with Docker Compose and deployed it to production.% LOG-02
TrailScout
Python, YOLOv8, Jetson Nano
Ran real-time YOLOv8 wildlife detection on a Jetson Nano, forwarding detections and frames to a Flask dashboard in under 3 seconds.% TS-01
Demoed the system live at the campus engineering showcase.% TS-02
PackList
C++, CMake, GoogleTest
Developed a C++ CLI task tool (categories, priorities, due dates) structured into 4 modular classes with 25 GoogleTest unit tests.% PL-01
Led a 3-member team using GitHub Projects and a CMake build system.% PL-02
TECHNICAL SKILLS
Languages:
Python, C++, TypeScript, SQL, Bash% SK-01
Frameworks/Libraries:
Flask, React, Next.js, OpenCV, NumPy, Pandas% SK-02
Systems/Platforms:
Linux, Docker% SK-03
Tools/Testing:
Git, CMake% SK-04
Every rewrite above is generated from the same confirmed fact, never from thin air.
ABOUT

Structured, so it can't hallucinate.

The resume tool built for how hiring actually works, without lying for you.

STEP 1
Your resume
Plain text in, exactly as you wrote it.
STEP 2
Facts you confirm
Every claim becomes a numbered fact you sign off on.
STEP 3
Constrained writer
The AI can only compose from your fact list. Structurally.
STEP 4
Grounding report
Every line → its source fact. Auditable receipts.

Most resumes are rejected before a human reads them. Hiring systems scan, filter, and rank candidates on keyword matches and formatting patterns. If your resume doesn't speak that language, it's filtered out, regardless of what you've actually done.

Emend reverse-engineers that process. Paste a job description and it extracts what the employer is prioritizing, then rewrites your resume to match: stronger verbs, quantified results, the right framing.

The difference: Emend can't make things up. Other AI resume tools generate free-form text and hope it's true. Emend's pipeline is structured: the writer literally has no input except the facts you confirmed, and every output line is tagged with the fact it was built from. If a line has no source, it doesn't ship.

17/17
demo lines grounded in confirmed facts, above
< 60s
posting to formatted PDF
.tex
full LaTeX source, yours to keep
0
LLM calls in your match score, pure keyword math
FAQ

Fair questions.

Free-form AI can invent experience you never had. Emend is structured: the writer's only input is the fact list you confirmed, and every output line is tagged with its source fact. If a line has no source, it doesn't ship.
BUILT BY A TEAM OF 4 NEW GRADS WHO GET IT

Ready to get started?

Tailor your resume

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