Compare

CV Coach vs Multichoice installer payments vs Ventaw

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

Swipe sideways to compare ›

CV Coach ›

AI CV analysis, job matching and tailored applications

Multichoice installer payments ›

R5M+ paid to installers in the first six months

Ventaw ›

Secure, isolated environments for developer workloads

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
Founder / Lead Engineer
When
In progress
Length
—
Status
In progress
Type
Platform, Web

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.
Environment provisioning, session management and resource monitoring, designed for security, multi-tenancy and concurrent workloads.

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.
—
—

Stack

  • FastAPI
  • Next.js
  • Supabase
  • LangGraph
  • LangChain
  • Celery
  • Payments integration
  • Next.js
  • FastAPI
  • Docker

Highlights

  • LangGraph workflow with custom tools to parse, compare evidence and score the match
  • Asynchronous analysis pipeline
  • Processed over R5 million in installer payments within six months
  • Next.js management interface
  • FastAPI orchestration APIs

Infrastructure choices

—
—
—

Outcome

—
Over R5 million in installer payments processed within six months.
—

See it