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OrderEase vs Multichoice installer payments 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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OrderEase ›

Branded online ordering for restaurants and retailers

Multichoice installer payments ›

R5M+ paid to installers in the first six months

CV Coach ›

AI CV analysis, job matching and tailored applications

At a glance

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

The problem

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

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

Highlights

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

Infrastructure choices

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Outcome

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Over R5 million in installer payments processed within six months.
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