Gemini plus roasted.cv: the engine and the application workflow
Use Gemini for broad AI work. Use Roasted when the job hunt needs memory, tools, consent, and follow-through.
Gemini is a capable general AI with useful connections to Google products, current search, long context, and strong drafting. It can help reason about a role or improve text, especially if your work already lives in Google Docs and Gmail.
The job-search bottleneck is not access to another model. It is connecting discovery, candidate facts, fit, tailoring, cover letters, browser forms, and tracking into one reliable workflow. Roasted packages that workflow as an agent in Claude Code.
Gemini can remain part of how you think and research. Roasted is the system you use when the work must become a grounded, tracked application. Setup takes two commands. See Autopilot or read the docs.
What Gemini does well
- Google ecosystem integration. Useful alongside Search, Docs, Gmail, and other Google products.
- Current research. Gemini can use live web information and handle large source sets.
- Fast drafting and analysis. Good for first drafts, summaries, comparisons, and broad career questions.
- General-purpose reach. It handles many tasks outside resumes and job applications.
Gemini is a capable engine, especially inside Google's ecosystem. It is not a prebuilt end-to-end job hunt.
Where Gemini falls short
- The workflow is still yours to assemble. Candidate facts, job criteria, document generation, browser actions, and tracking do not become one durable system by default.
- A document edit is not an application. Improving text in Docs leaves discovery, fit, forms, consent, and status updates unfinished.
- Grounding needs more than a prompt. Repeated tailoring requires persistent candidate facts and rules that prevent convenient inventions.
- You remain the coordinator. Moving information between Gemini, job sites, documents, and a tracker limits how many quality applications you can sustain.
How roasted.cv gets you to interviews
- 1Gemini is an engine; Roasted is the job-search workflow. Roasted adds persistent candidate memory, specialized tools, and a repeatable process.
- 2The agent produces job-specific materials. Each resume and cover letter is grounded in saved experience and tailored to the posting.
- 3Browser work has clear control. The agent can fill forms but asks for explicit consent before consequential actions.
- 4The tracker fills as the hunt runs. Jobs, files, and status stay connected without manual copying.
- 5Two commands start Autopilot in Claude Code. Remote Control then lets you review or steer the hunt from your phone.
Side by side
| Feature | Gemini | roasted.cv |
|---|---|---|
| Core job | General writing assistant | Agent-run job hunt |
| Knowledge freshness | Current when browsing; context is session-bound | Live job data plus saved candidate facts |
| Industry-specific advice | Generic unless heavily prompted | Job-specific matching and tailoring |
| ATS testing | No | Checks fit, tailors, then applies |
| Templates and PDF export | No | ATS-safe, tailored per job |
| Rewrites in the document | No, returns chat text | CV Roast plus job-specific tailoring |
| Blunt recruiter critique | Praises, rarely blunt | CV Roast plus job-specific tailoring |
| Built into Google Docs and Gmail | Yes | No |
| Job-description tailoring | Manual prompting | Tailored resume, grounded letter, application |
| Entry price | Free / paid Advanced tier | $19 resume fix; Hunter Pass $35/mo |
Pricing, side by side
Gemini (2026)
- Free: capable general tier
- Advanced: paid tier bundled with Google One for higher limits and newer models
- Not a resume product: no ATS test, no templates, no export
roasted.cv (2026)
- Hunter Pass: $35/month or $69 for 3 months. Includes Autopilot, CV Roast, Job Matcher, and the application tracker.
- Fix my resume: $19 one-time for a complete resume rewrite.
- Install the Claude Code plugin free. A Hunter Pass is required when the agent starts generating applications.
Gemini pricing buys access to a general AI and Google bundle. Hunter Pass costs $35/month or $69 for 3 months for the Roasted workflow that runs the hunt.
Pricing checked June 2026. Vendors change tiers often, so confirm on their site before you buy.
Who should pick Gemini
- You live in Google Docs and Gmail and want quick edits right there.
- You want fast first-draft phrasing and are comfortable judging quality yourself.
- You have broad career questions, not just the resume.
Gemini is a convenient assistant inside Google's stack. Convenient is not the same as built to get you hired.
Who should pick roasted.cv
- You already have an AI engine but need a durable job-search workflow around it.
- You want grounded resumes and cover letters tailored to each posting.
- You want browser forms handled with consent and applications tracked automatically.
- You want the system to keep producing credible chances at interviews.
When not to pick roasted.cv
If you only need quick edits in Google Docs, live research, or general career questions, Gemini is enough. Pick roasted.cv when those ideas need to become tailored, consented, tracked applications.
FAQ
- Is Gemini good for resumes?
- Yes, for quick edits, current research, and work inside Google's ecosystem. It is not by itself a durable job-search workflow.
- Why choose roasted.cv over Gemini for a resume?
- It is not about choosing a smarter model. roasted.cv adds candidate memory, job discovery, tailoring, consented browser actions, and tracking around the application process.
- Can Gemini check ATS compatibility?
- Gemini can discuss ATS rules and inspect a document. roasted.cv produces ATS-safe, job-specific files inside a connected application workflow.
- Is Gemini's resume advice up to date?
- Gemini can use current web information. Roasted adds the persistent candidate facts, guardrails, and application record needed to use current information consistently.
A useful engine answers. A useful job-search system keeps the pipeline moving.