Resume targeting
Extracts JD signals, maps them to resume evidence, and creates a conservative ATS-friendly draft.
AI product case study
Career Prep Platform
From job description to interview-ready prep pack. This AI-assisted workflow turns a resume and job description into a targeted resume draft, company brief, self-contained role prompt, and spoken interview practice answers.
1 upload
JD + resume become a reusable role workspace.
4 outputs
Resume, research brief, prompt, and Q&A pack.
Prompt-only
Answers use system prompt + question only.
What it does
Role-specific career prep without exposing the internal prompt.
Company brief
Creates a candidate-facing research brief with likely priorities, role value, and smart interviewer questions.
Interview answers
Generates spoken English answers using a self-contained role prompt and prompt-only API contract.
Admin review
Keeps raw prompts, manifests, and test packs available internally while hiding them from normal users.
AI workflow
Designed as a product, not just a prompt demo.
UploadJD + resume
Contextkeywords, evidence, boundaries
Promptself-contained role system prompt
GenerateOpenRouter / GPT-5.4 Mini
Deliverresume, brief, Q&A
Production thinking
Cost control matters before public launch.
Token cost risk
Every public generation can consume OpenRouter credits. Without controls, a free public site can create uncontrolled usage.
Recommended guardrails
Use login, per-user daily limits, per-IP throttling, CAPTCHA for suspicious bursts, workspace budgets, and server-side usage tracking.
Business model
Keep a small free sample, then require payment or invite access for expanded packs, reruns, and deeper prep.