Best resume tools for ML engineers
Updated Oct 16, 2026 · from live postings on company job boards
ML engineer resumes get screened against the posting's keywords; across 829 live postings the top ones are Python, Evaluation / evals, Agents, LLMs, PyTorch. Rezi and Teal help match a resume to them, Huntr tracks a big search, and Aced preps the interviews. Try the free AI Fit Report first to see which keywords you're missing.
What ML engineer postings ask for
Share of 829 live ML engineer postings that mention each skill.
The tools, side by side
| Tool | Best for | Paid (as of Oct 2026) |
|---|---|---|
| Rezi Its AI Keyword Targeting scans a job description and works those keywords into your resume | Writing and keyword-targeting one strong resume | Pro $29/month; Lifetime $149 one-time source |
| Teal Teal+ unlocks every keyword from the job description and a match score | Keeping a tailored resume version per application | Teal+ $13/week, $29 every 30 days or $79 every 90 days source |
| Huntr Pro adds unlimited job-tailored resumes and advanced keyword matching | Tracking a high-volume search across many companies | Pro $40/month, $90 every 3 months or $160 every 6 months source |
| Aced (formerly Exponent) Pro includes all courses, company-specific guides and unlimited peer mocks | Interview prep once the resume is getting replies (not a resume tool) | Pro $79/month or $12/month billed annually; Expert $99/month or $20/month billed annually source |
From each company's own pricing page, as of Oct 2026. Prices change, so check the link before you buy.
FAQ
What is the best resume tool for ML engineers?
It depends on the bottleneck. To match keywords in one strong resume, Rezi; to keep a tailored version per application, Teal; to track a large search, Huntr. Aced is interview prep, not a resume tool.
Do ML engineer resumes need to match job keywords?
Postings name specific tools. The most common in live ML engineer postings: Python (70%), Evaluation / evals (60%), Agents (45%), LLMs (45%), PyTorch (39%). Using the posting's own words for skills you really have makes screening easier.
Are these tools free?
Each has a free plan: Rezi: 1 resume, limited AI tools, 3 PDF downloads; Teal: Unlimited resumes and unlimited job tracking; job-description keyword matching shows the top 5 keywords; Huntr: Unlimited base resumes, 2 job-tailored resumes, basic job matching; Aced (formerly Exponent): Sample lessons and 5 peer mock interviews a month. Paid plans as of Oct 2026 are in the table above.
Is Hiring Heat paid to recommend these?
Some links may be affiliate links; when they are, a disclosure appears on this page. The comparison only uses facts from each vendor's public pricing page.