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Multichoice installer payments vs Ventaw 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
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Multichoice installer payments ›
R5M+ paid to installers in the first six months
Ventaw ›
Secure, isolated environments for developer workloads
CV Coach ›
AI CV analysis, job matching and tailored applications
At a glance
- Role
- Integration engineer
- When
- Delivered
- Length
- —
- Status
- Delivered
- Type
- Platform
- Role
- Founder / Lead Engineer
- When
- In progress
- Length
- —
- Status
- In progress
- Type
- Platform, Web
- 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.
Environment provisioning, session management and resource monitoring, designed for security, multi-tenancy and concurrent workloads.
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
- Docker
- FastAPI
- Next.js
- Supabase
- LangGraph
- LangChain
- Celery
Highlights
- Processed over R5 million in installer payments within six months
- Next.js management interface
- FastAPI orchestration APIs
- 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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