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AI Engineer Profile Audit

Pass the screen · Stand out · Land the role

Hiring Managers decide in 5 seconds whether you read as an AI Engineer. That's only the first filter. I help you pass it, stand out, and become the candidate they hire.

I've interviewed 100s of AI/ML Engineers and reviewed thousands of profiles over almost a decade. I'll read your LinkedIn, resume and GitHub the way I read a real application, and show you exactly what to fix.

Jawad A.Jawad A.
Lead AI Platform Engineer · Toronto · Remote across Canada
Why I'm doing this

Your reputation walks in through the door before you do

Your profile signals your reputation. Before you ever meet, a Hiring Manager only knows you through the signals your LinkedIn, resume and GitHub send.

I kept seeing strong candidates get passed on, not because the work wasn't there, but because their profile didn't show it. Fix the profile, and you fix the signal.

Jawad A.
Lead AI Platform Engineer
Toronto · Remote across Canada

What a Hiring Manager is looking for in AI Engineers

  • Energetic, self-driven and curious
  • Can hit the ground running without much training
  • Uses AI to ship real software, not just write demos
  • Stays on top of the state of the art in AI development
  • Has an opinion on where AI is going, and wants to help build it
200+ profiles surveyed

Audit stats

New grads, PhDs, data scientists and senior MLEs. Strong people, all of them. Here's what I saw across the profiles I've reviewed so far.

Career stage

People who reached out

Resume stats

Resumes reviewed

LinkedIn stats

LinkedIn profiles reviewed

GitHub stats

GitHub profiles linked from resumes

Hover or tap for detail. Percentages come from the resumes and profiles I broke down line by line; nothing is extrapolated.

From $249 · 4 Rebuild spots leftSee pricing
Free · The AI Engineer Profile Guide

Quick fixes you can make today

A sample of the fixes I see most. The free Guide goes further, with real before/afters.

inLinkedIn

  • Headline names one role, plus your edge
  • Every role has a description, especially the current one
  • Featured shows something people can try

Resume

  • Title (and file name) is the role you want
  • Your best AI work is in the top third
  • Every skill you list shows up in a bullet

GitHub

  • One-line bio and a profile README
  • 2–4 pinned projects, each with a result
  • Steady activity, not a pre-job-hunt burst
Cover of The AI Engineer Profile Guide
What's inside

A short review of the most common fixes I make to AI/ML Engineers' LinkedIn, resume and GitHub, with real before/afters and the notes I gave each person.

  1. 01What I See Mostthe most common mistakes, countedp. 2
  2. 02Quick-Fix ChecklistLinkedIn, resume and GitHubp. 3
  3. 03LinkedIna full profile, then five headlinesp. 4
  4. 04Resumereal before/aftersp. 6
  5. 05GitHubthree levels and a READMEp. 8
  6. 06Next Stepprofiles to study, and the full auditp. 10

    I'll email you a confirm link and the Guide opens when you click it. After that, occasional profile tips and AI/ML roles. Unsubscribe anytime.

    The offer

    Pricing tiers

    Feedback from me personally. You make the changes, I review them.

    Rebuild

    $749
    CAD · live feedback · about 2 weeks
    ≈ 3.7% of a $20k raise
    • 2 × 45-min live walkthroughs of all three
    • GitHub pins and README guidance
    • 1 mock interview with a Hiring Manager
    • 2 reviews of your changes within 30 days

    Only 4 spots left for this month

    Closes in
    Book the Rebuild

    Best for PhD/research → industry and DS → AI Engineering.

    Lead Rebuild

    $1,250
    CAD · live feedback · senior and lead roles
    ≈ 6.3% of a $20k raise
    • Everything in the Rebuild
    • Leadership story: leading engineers, working with PMs
    • 2 mocks: AI system design + behavioral
    • 2 reviews within 60 days

    Only 2 spots left for this month

    Closes in
    Book the Lead Rebuild

    Best for senior DS → AI Engineering lead and senior MLEs.

    AI Engineer salaries in Toronto start around $140k. The percentages compare each price to a $20k higher offer in year one. An illustration, not a promise.

    Guarantee

    Audit: 100% money-back guaranteed. If I find fewer than 10 specific fixes, you get every dollar back. Rebuild: make the changes, apply to 30 matching roles in 45 days, and if there's no interview you get an extra session and review, free.

    Not for you if…

    You're targeting roles outside AI/ML Engineering, you want job leads or referrals (never sold), or you want to look better on paper without doing the building.

    What people are saying

    Messages from people I've given feedback to on LinkedIn. Names changed.

    “Thank you so much Jawad for taking the time and talking with me today! It was very helpful and it gave me lots of clarity.”
    Farz MehrdadPhD researcher · Interpretability & LLMs
    “Thank you so much for your advice! I really appreciate it. I'll update my resume based on your suggestions and send you the updated version.”
    Hina SiddiquiMMAI grad · Machine Learning Associate
    “I made that a bit more evident in this update. … Let's keep in touch. Appreciate the help.”
    Zack BolsromSenior data scientist · moving into AI Engineering

    Questions

    Will this get me a job, or a referral?

    No one can honestly promise a job. What I can promise is that you stop getting filtered out for avoidable reasons: the wrong title, buried AI work, claims with no proof. The strongest version of you is what a Hiring Manager sees first.

    Referrals are never part of what you pay for. If I come across a role that genuinely fits, I'll mention it, the same way I would for anyone.

    Which tier is right for me?

    New grad or MSc grad: start with the Audit. Most of the profiles I see are yours, and a written, ranked fix list is usually enough.

    Switching in from research or data science, or already interviewing: the Rebuild, because positioning and the mock interview matter most there. Senior or lead: the Lead Rebuild. Not sure? Message me and I'll tell you honestly.

    What do you need from me, and how does it work?

    Your resume (PDF), LinkedIn URL, GitHub URL and the roles you're considering. You book and pay through Cal.com, send those over, and get the written audit within 72 hours. Live sessions are on video.

    I'm in Toronto and everything is remote, so it works anywhere in Canada and for most North American markets.

    Is my resume kept private?

    Yes. I don't share your materials with recruiters, employers or anyone else. Examples are only ever published anonymized, and only with your explicit OK.

    You can ask me to delete everything at any time. The details are in the privacy notice and terms.

    Find out what a Hiring Manager sees in 5 seconds

    Pick a tier, or send me a message on LinkedIn with "5-second test" and your resume.