Compare
CV Coach vs Joel Transport vs Multichoice installer payments
The problem, what was built, the stack and the outcome, next to each other.
Clear · Up to 3 at a time
In common
- Shared stack: none in common
- Order: Joel Transport (Dec 2022 – May 2023) → CV Coach (2025 – present)
Swipe sideways to compare ›
CV Coach ›
AI CV analysis, job matching and tailored applications
Joel Transport ›
Online booking platform on AWS
Multichoice installer payments ›
R5M+ paid to installers in the first six months
At a glance
- Role
- Founder / Lead Engineer
- When
- 2025 – present
- Length
- 1 yr 9 mo so far
- Status
- MVP
- Type
- AI, Web
- Role
- Lead Engineer
- When
- Dec 2022 – May 2023
- Length
- 6 mo
- Status
- Live
- Type
- Web, Platform
- Role
- Integration engineer
- When
- Delivered
- Length
- —
- Status
- Delivered
- Type
- Platform
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.
Centralised the customer journey and operational data, reduced manual hand-offs and set up a documented AWS foundation.
Integrated the installer management system into Multichoice's payment process so installers are paid accurately and on time.
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.
Led architecture and hands-on engineering for an online booking platform: Python APIs and the AWS deployment architecture, integrated with Paystack, Sage Accounting, Zoho Bigin and Zoho SalesIQ.
—
Stack
- FastAPI
- Next.js
- Supabase
- LangGraph
- LangChain
- Celery
- Python
- AWS
- Paystack
- Sage
- Zoho
- Payments integration
Highlights
- LangGraph workflow with custom tools to parse, compare evidence and score the match
- Asynchronous analysis pipeline
- Python APIs and AWS deployment architecture
- Paystack, Sage Accounting, Zoho Bigin and Zoho SalesIQ integrations
- Processed over R5 million in installer payments within six months
Infrastructure choices
—
- AWS
—
Outcome
—
Centralised the customer journey and key operational data, reduced manual hand-offs and established a documented AWS foundation for future development.
Over R5 million in installer payments processed within six months.