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Multichoice installer payments vs OrderEase vs CV Coach

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: OrderEase (2025 – 2026) → CV Coach (2025 – present)

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Multichoice installer payments ›

R5M+ paid to installers in the first six months

OrderEase ›

Branded online ordering for restaurants and retailers

CV Coach ›

AI CV analysis, job matching and tailored applications

At a glance

Role
Integration engineer
When
Delivered
Length
—
Status
Delivered
Type
Platform
Role
Technical lead, Smart Kitchen Co
When
2025 – 2026
Length
1 yr
Status
Live
Type
Web, Platform
Role
Founder / Lead Engineer
When
2025 – present
Length
1 yr 9 mo so far
Status
MVP
Type
AI, Web

The problem

Integrated the installer management system into Multichoice's payment process so installers are paid accurately and on time.
Direct ordering and order management: menus, orders, payments and fulfilment, with automated order intake and status updates that cut merchants' operational overhead.
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.

What was built

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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.

Stack

  • Payments integration
  • Next.js
  • FastAPI
  • PostgreSQL
  • Redis
  • FastAPI
  • Next.js
  • Supabase
  • LangGraph
  • LangChain
  • Celery

Highlights

  • Processed over R5 million in installer payments within six months
  • Fast, responsive ordering on Next.js
  • FastAPI services for menus, orders, payments and fulfilment
  • LangGraph workflow with custom tools to parse, compare evidence and score the match
  • Asynchronous analysis pipeline

Infrastructure choices

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Outcome

Over R5 million in installer payments processed within six months.
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