Tech Recruiter Puts AI Resume Tool Jobly to the Test

I’ve been reviewing resumes for over a decade, mostly for engineering and product roles. Lately I’ve been testing AI resume tools to see whether they actually help candidates—or just make everything look the same. That’s why I spent a few weeks running jobly through a realistic scenario: a mid-level backend engineer applying to a competitive tech company with an ATS (applicant tracking system).

Why I tested jobly as a tech recruiter

I get around 200 resumes a week for backend roles. Most of them never get read by a human because they don’t pass the ATS filter. So when I heard about jobly, I wanted to see if it could produce something that would actually survive that first automated scan. Not just look good on screen—but parse correctly, include the right keywords, and avoid the formatting traps that kill applications.

I created a test profile with realistic but fictional experience: three years at a mid-size SaaS company, Python and Go, some AWS, a couple of side projects. Nothing fancy. Then I ran it through jobly’s resume builder and compared the output to what a typical recruiter would actually see in their ATS dashboard.

What surprised me about the ATS output

I exported the resume as both PDF and DOCX and uploaded them into a dummy ATS environment I keep for testing. The DOCX version parsed almost perfectly—section headers were recognized, bullet points stayed intact, and the skills section mapped cleanly to the system’s keyword fields. That’s rare. Most free tools I’ve tested produce DOCX files that lose their structure or blend work experience into education.

The PDF version, surprisingly, also parsed well. I didn’t expect that. PDFs usually create headaches for ATS software, but jobly’s formatting held up. The font choices and spacing didn’t cause the parser to misread line breaks. That alone makes it worth considering if you’re applying to companies that use older ATS systems.

The cover letter feature actually saved me time

I don’t usually recommend cover letters for tech roles, but some hiring managers still expect them. I used jobly to generate one based on the same profile. It wrote a short, direct letter that mentioned the candidate’s specific stack and a recent project. It didn’t sound like a template—no generic “I am writing to express my interest” fluff. I had to edit one sentence where it exaggerated the candidate’s role (“led a team of five” when the profile only said “worked with a team of five”), but that took about 30 seconds to fix.

For a free ai resume maker 2026, the cover letter quality is better than what I’ve seen from paid tools in the same space. But I’d still recommend reading it carefully before sending it out. AI tends to over-claim.

Where I’m still cautious

Jobly’s suggestions for bullet points under each job were solid, but they leaned toward generic action verbs. “Implemented scalable solutions” and “Optimized system performance” are fine, but they don’t differentiate a candidate. I had to rewrite a few bullets to include specific metrics and context. That’s not a dealbreaker—most tools do this—but it means you can’t just click “generate” and walk away.

Also, the tool doesn’t explain why it made certain keyword choices. As a recruiter, I can see that the resume includes terms like “REST API” and “Docker,” which are relevant. But a candidate who doesn’t know ATS optimization might not realize why those terms were prioritized over others. A brief explanation or a side-by-side comparison would help.

Who should consider jobly for their job search

Based on my testing, jobly works best for three types of candidates:

• Early-career engineers who need a clean, ATS-friendly resume without spending hours formatting it
• Career switchers who want to highlight transferable skills without the resume looking disjointed
• Anyone applying to companies known to use ATS filters (most mid-to-large tech companies)

If you’re a senior engineer with a very specific niche, you might find the suggestions too generic. I’d still use the tool for the initial structure, but you’ll want to customize heavily.

Tradeoffs to keep in mind

Jobly is fast. I had a usable resume in under 10 minutes. But speed comes with a tradeoff: the AI sometimes prioritizes keyword density over readability. One version it generated for me had “Python” mentioned four times in a single section. That would look spammy to a human reviewer. You’ll want to do a final pass for natural language flow.

Another thing: the tool doesn’t let you adjust the ATS parsing rules. You can’t tell it to prioritize certain skills over others or to downplay older experience. For most users this won’t matter, but if you have a complex career history, you might need more manual control.

Final thoughts from a recruiter’s perspective

I’ve tested a handful of AI resume builders over the past year, and jobly is one of the few I’d actually recommend to a friend applying for a tech role. It handles ATS formatting better than most, the cover letters are usable with light editing, and the speed is real. It’s not perfect—you still need to review for over-claiming and keyword stuffing—but it’s a solid starting point.

If you’re looking for a best ai resume builder 2026 that balances speed with actual ATS compatibility, jobly deserves a spot on your shortlist. Just don’t skip the manual review. That’s still on you.