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— AI / Automation · HR tech / Careers

Career Documents Suite - one CV, every application asset

A one-off, pay-per-deliverable career toolkit: upload one CV and generate an ATS score and fix list, a tailored rewrite, a cover letter, a LinkedIn summary, a professional bio and interview prep, each a cheap view of one canonical CV.

— The Challenge

Kenyan job seekers need ATS-optimized CVs and application assets quickly and cheaply, but most tools are subscription-based and priced for Western markets.

— What We Built

We built a stateless Django service around one canonical CV JSON. A zero-cost deterministic engine handles ATS scoring, keyword-gap analysis and a prioritized fix list, while an LLM layer generates the rewrite, cover letter, LinkedIn summary, bio and interview prep, each a sub-cent view of the same parsed CV. Outputs export to ATS-safe DOCX, clean PDF via Typst, HTML and TXT, and it is sold one-off per deliverable rather than monthly.

— Results

Live at cv.craftededgesolutions.africa, deployed at near-zero infrastructure cost and designed for sub-cent marginal cost per generated document. [Add usage metrics as they come in: CVs processed, paid conversion, average order value.]

— Project details
Client
Crafted Edge (in-house product)
Sector
HR tech / Careers
Stack
DjangoPythonDeepSeekTypstpdfplumberRender
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