Every job is different.
Your resume should be too.
FitWright reshapes your resume for each role in seconds — with an honest match score, cover letters, interview prep, and a tracker to run your whole search.
Senior Backend Engineer
Tailored · just now
Keyword coverage
Sending the same resume everywhere doesn’t work
Roles differ, and the systems that screen you optimize for a specific fit. Manual tailoring is the fix — but it’s slow.
Generic resumes get skipped
One resume sent to every role rarely matches what any single job is actually asking for.
ATS filters reject good candidates
Applicant tracking systems screen on keywords and structure before a human ever reads it.
Tailoring by hand takes hours
Rewriting bullets, matching keywords, and writing a cover letter for every job does not scale.
FitWright does the tailoring for you — in seconds, grounded in your real experience.
From resume to offer, in one place
A guided workflow that keeps every application organized.
Add your resume
Upload a PDF/DOCX or build one with the guided wizard.
Paste the job
FitWright analyzes the role and extracts what matters — before generating.
Tailor with AI
Get a reshaped resume with a match score and a clear, reviewable diff.
Refine & export
Tweak anything, then export a clean, ATS-friendly PDF.
Apply & track
Manage every application from applied to offer on a Kanban board.
See the fit before you apply
FitWright reads the job description, detects the role, and extracts the skills and keywords that matter. You get a transparent breakdown of what your resume already covers — and what it’s missing — so nothing is a black box.
- Role detection & keyword extraction
- Matched vs. missing skills, at a glance
- Keyword, skills & section sub-scores
- Explainable — every change is reviewable
Job analysis
Backend EngineerMatched
Missing
Everything to land the interview
A complete, AI-native toolkit — not a form with a button.
Contextual AI
Ask AI to rewrite, shorten, or quantify any single bullet — preview the change before it applies.
Honest ATS score
A real match score with keyword, skills, and section sub-scores — plus exactly what is missing.
Cover letters
Generate a tailored cover letter grounded in your resume and the job, then export to PDF.
Interview prep
Resume-grounded questions, talking points, and role-fit analysis on demand.
Polished templates
Multiple templates with a live preview that matches the exported PDF exactly.
Truthful by design
AI reshapes what you already have. It never invents experience or credentials.
Backend Engineer
Nimbus
Platform Engineer
Aster
API Developer
Loop
Senior SWE
Vertex
Run your whole search from one board
Every time you tailor a resume, an application is created automatically. Move it across stages — applied, interviewing, offer — with drag-and-drop, and keep the tailored resume, cover letter, interview prep, and notes together for each role.
Bring your own API key
Connect the AI provider you already use. You control the model, the cost, and the data — your key is encrypted at rest on your own instance. Prefer zero cost and full privacy? Run local models with Ollama.
You own the key
You control cost
Any model you like
Works with your favorite providers
Privacy first
Your resume content stays in your own database. Your API key is encrypted at rest. Nothing is sent anywhere except the AI provider you explicitly choose — no hidden processing, no data resale.
- You own your data
- Encrypted key storage
- Transparent AI calls
Open source
FitWright is fully open source. Read exactly how it works, self-host it on your own machine, and shape it with the community. Transparency you can verify — not just a promise.
Questions, answered
A single master resume rarely fits every role. FitWright reshapes yours for each job description — highlighting the relevant experience and keywords — so you spend minutes, not hours, per application.
OpenAI, Anthropic, Google Gemini, OpenRouter, DeepSeek, Groq, and any OpenAI-compatible server. You can also run fully local models with Ollama — no cloud, no cost.
You bring your own API key, and it is encrypted at rest on your own instance. Your resume content stays in your local database. FitWright never sends your data to a third party beyond the AI provider you choose.
Yes. Every resume and cover letter exports to a clean, ATS-friendly PDF using multiple templates with a live preview that matches the output exactly.
Always. Every AI change is shown as a preview with a clear diff — you accept, tweak, or discard. You can also ask AI to rewrite any single bullet, and edit everything by hand.
Yes. Keep one master resume, generate a tailored variant per job, and track every application from applied to offer on a Kanban board.
Yes — the full source is on GitHub. You can self-host it, inspect exactly how your data is handled, and contribute.
Tailor your next application in seconds
Free, open source, and private. Bring your key and start now.
Have an idea worth building?
I’d love to hear it.
FitWright is built by Obaidullah Zeeshan, a full-stack & backend-focused software engineer. Hiring, exploring a collaboration, or just want to talk shop about AI and software? My inbox is open — and I actually reply.
- Usually replies within a day
- Open to collaborations & roles
- AI & full-stack engineering
- Open-source contributor
Start a conversation
Tell me what you’re working on. Thoughtful messages get thoughtful replies — typically within a day.