Using ChatGPT, Claude, or Gemini for your resume?
General AI tools can write a CV. They can also write a recipe or a legal brief. That's the problem. Here's an honest look at where they help, where they fall short, and what a purpose-built tool actually does differently.
TL;DR
ChatGPT, Claude, and Gemini can help you write a better CV — if you know how to prompt them, paste your full history every time, manually format the output, check ATS compatibility yourself, and repeat the whole process for each job. Track & Crack does all of that automatically, with a persistent career profile that improves over time. General AI is a blank page. Track & Crack is a co-pilot that already knows your career.
What general AI gets right
If you paste your CV and a job description into ChatGPT with a well-crafted prompt, it will generate a reasonable tailored CV. The writing quality is high. It understands job descriptions, can identify relevant skills, and will reframe your experience in ways that match the role. For a one-off application, this works.
General AI is also useful for specific writing tasks: sharpening a bullet point, rewriting a summary, drafting a cover letter opening. These are tasks where a capable language model genuinely helps, and where there's no reason to use a specialized tool.
Where it breaks down
No memory
Every conversation with ChatGPT, Claude, or Gemini starts from zero. There is no persistent model of your career. For each new application, you paste your full CV again, re-explain your situation, and get a fresh response with no continuity from the last one. This is not a bug — it's how these tools are designed. But it makes them friction-heavy for an active job search.
No structured career profile
General AI has no way to know which of your experiences are supported by strong evidence versus thin claims. It treats all bullet points equally. Track & Crack builds a structured model of your career — roles, achievements, skills, evidence — and uses that structure to make better decisions about what to include in each tailored CV.
No ATS optimization by default
Unless you explicitly prompt for ATS formatting and keywords, general AI will produce a CV that reads well to a human but may not pass applicant tracking systems. You need to know to ask — and to know what to ask for. Track & Crack is built ATS-first; every output is structured for parsers without extra prompting.
Hallucination risk
AI tools can generate plausible-sounding experience you don't have, achievements with invented numbers, or skills that weren't in your original CV. The output looks good but may not be accurate. Because Track & Crack works from your structured profile, the generated output stays grounded in what you've actually done.
No job fit scoring
Before spending time on an application, it's useful to know whether you're actually a strong match for the role. General AI can give you a rough opinion if you ask, but it's not a structured score based on your career data. Track & Crack scores your fit before you apply, so you can prioritize the applications most likely to convert.
Side by side
| Capability | Track & Crack | ChatGPT / Claude / Gemini |
|---|---|---|
| Persistent career profile | Yes — built from your CV | No — starts fresh every session |
| Per-job CV tailoring | Automatic | Manual prompting required |
| ATS optimization | Built-in by design | Only if you prompt for it correctly |
| Job fit score before applying | Yes | Qualitative opinion only |
| Grounded in your actual experience | Yes — from structured profile | Risk of hallucination |
| Cover letter generation | Yes — tailored, profile-grounded | Yes — but needs manual prompting |
| Profile improves over time | Yes — each gap you fill stays | No — no memory across sessions |
| Job discovery / matching | 15,000+ curated jobs | No |
| CV formatting / export | PDF and Word (.docx) | Paste into a template yourself |
| Cost | Free tier, then €9.99/mo | Free tier, then $20/mo (Plus) |
The actual question: is a dedicated tool worth it?
If you're making two or three carefully chosen applications, general AI can work. The overhead of prompting from scratch, formatting manually, and checking ATS compatibility yourself is manageable when you're doing it rarely.
If you're in an active job search — applying to ten, twenty, forty roles — the overhead compounds. Every application requires re-explaining your career to the AI, manually formatting the output, checking the CV yourself. The parts that should be automated aren't.
Track & Crack is what happens when you wrap AI with the job application context it needs: a structured career profile, persistent memory, ATS-aware output, job fit scoring, and a library of 15,000+ matched roles. The underlying AI is similar. The context around it is what makes the difference.
When to use each
Track & Crack when you...
- Are actively applying to multiple roles
- Want each CV tailored without starting from scratch
- Want ATS optimization without extra prompting
- Want to know your fit before you invest time applying
- Want your profile to get better the more you use it
General AI when you...
- Need help with a single, one-off application
- Want to polish a specific section or bullet
- Are comfortable prompting and formatting manually
- Are not yet in active job search mode
Track & Crack
AI that knows your career. Not a blank page every time.
Upload your CV once. We build the profile, score your fit, and generate tailored applications automatically. Free to start, no credit card required.
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