I made the MVP in 5 minutes. Then spent 10 more building a 400-entry template library so output feels sharp, not generic. Everything below actually works — no signup, no API key, nothing stored.
Real career and sales tools aren't "AI." They're hand-written templates that an LLM personalizes. So that's what this is — no magic.
Type a goal, paste a contact, upload a resume. Regular language, no prompt-engineering required.
Your input scores against 100s of hand-curated templates. Best match gets picked — shown as "Template match" on every output.
An open model (Llama 3.3 70B) takes the template as scaffolding and fills in your details. Fast, consistent, grounded.
Draft, personalize, reply, and score leads. Each tool picks from a library of 100 hand-written templates as scaffolding, then the model fills in your specifics.
100 hand-written cold-email templates covering re-engagement (20), intro/first-touch (20), demo requests (15), follow-up (15), pricing objections (8), and event/content/partnership/referral (22). The top-matching template by keyword overlap is picked each time and shown as the "Template match" badge on every output.
Resume tailoring, mock interviews, and cold outreach. Three libraries — 100 interview questions, 100 action verbs, 100 outreach patterns — keep output grounded and real.
100 interview questions (behavioral, leadership, technical, product, data, design, sales, situational). 100 resume action verbs across 7 outcome families (leadership, growth, shipping, analysis, efficiency, collaboration, research, strategy). 100 career outreach openers for recruiter cold, hiring-manager cold, informational interview, post-interview, LinkedIn connect, reconnect, and dream-company approaches.
If you can rebuild an "AI startup" in 15 minutes with no signup required, what exactly are their 10,000 subscribers paying for?
"This is basically a ChatGPT prompt with a pricing page bolted on."
— what the VP of Sales thinks before buying it anyway
"I could have written these bullet points myself in 20 minutes."
— every candidate using an AI resume tool, correctly
"We're raising a seed round on this."
— a founder, about three prompts and a Vercel deploy
Yes. Runs on an open model's free tier via Cloudflare Workers AI. No account, no card, no tracking. If usage ever exceeds free-tier limits, the page will quietly fail for a day and resume the next.
No. Your text is POSTed to the model and streamed back. The pipeline tool uses your browser's localStorage — it never leaves your device.
Honestly? For the AI part alone, ChatGPT is probably equal or better. What this adds is 400 pre-written templates that ground the output — so you get consistent, structured results without prompt-engineering. That's the hybrid pattern real tools use.
No — but for 100-word email drafts, resume bullet rewrites, and Hot/Warm/Cold classification, it's indistinguishable in blind tests. Where it shows its limits is long multi-turn coherence and nuanced tone.
Go ahead. It was built as a proof-of-point, but nothing stops you from using the draft-email or resume-tailor tools daily. The code is minimal enough to fork and host yourself if you want permanence.
Yes. No scraping, no trademarks used, no impersonation. The point is educational: show that "AI wrapper" products require real distribution, brand, or data to be defensible — not the wrapper itself.
Or fork the code. Or pay $59/mo to camoji.io. It's your money.