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CV Coach vs Multichoice installer payments vs WhatsApp platforms

The problem, what was built, the stack and the outcome, next to each other.

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In common

Shared stack: none in common
Order: WhatsApp platforms (2018 – 2022) → CV Coach (2025 – present)

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CV Coach ›

AI CV analysis, job matching and tailored applications

Multichoice installer payments ›

R5M+ paid to installers in the first six months

WhatsApp platforms ›

Altur, Harambee and eButler on the WhatsApp Business API

At a glance

Role: Founder / Lead Engineer
When: 2025 – present
Length: 1 yr 9 mo so far
Status: MVP
Type: AI, Web

Role: Integration engineer
When: Delivered
Length: —
Status: Delivered
Type: Platform

Role: Lead engineer, Mmogo Media
When: 2018 – 2022
Length: 4 yr
Status: Delivered
Type: Platform, AI

The problem

A Chrome extension captures job ads; a LangGraph workflow parses the CV and the ad, scores the match and drafts tailored cover letters and CV revisions.

Integrated the installer management system into Multichoice's payment process so installers are paid accurately and on time.

A WhatsApp-based job platform (Altur), Harambee Youth Accelerator's move from a mobisite to WhatsApp, and eButler's WhatsApp ordering with payments through Flash.

What was built

A Chrome extension captures advertisements, stores them in PostgreSQL and queues analysis. The platform compares a CV with a job description, produces a structured match score and generates tailored cover letters and CV revisions.

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