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CV Coach vs ParcelNow vs Joel Transport

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
  • Both kinds of work: Web
  • Order: Joel Transport (Dec 2022 – May 2023) → CV Coach (2025 – present) → ParcelNow (2025 – 2026)

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CV Coach ›

AI CV analysis, job matching and tailored applications

ParcelNow ›

On-demand parcel delivery with real-time tracking

Joel Transport ›

Online booking platform on AWS

At a glance

Role
Founder / Lead Engineer
When
2025 – present
Length
1 yr 9 mo so far
Status
MVP
Type
AI, Web
Role
Technical lead, Smart Kitchen Co
When
2025 – 2026
Length
1 yr
Status
Delivered
Type
Web, Platform
Role
Lead Engineer
When
Dec 2022 – May 2023
Length
6 mo
Status
Live
Type
Web, 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.
Customer and operations dashboards with backend services for parcel lifecycles, tracking events and notifications, built for high-throughput transactional workflows.
Centralised the customer journey and operational data, reduced manual hand-offs and set up a documented AWS foundation.

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
  • Next.js
  • FastAPI
  • PostgreSQL
  • Redis
  • Docker
  • Python
  • AWS
  • Paystack
  • Sage
  • Zoho

Highlights

  • LangGraph workflow with custom tools to parse, compare evidence and score the match
  • Asynchronous analysis pipeline
  • Next.js dashboards over FastAPI services
  • Live delivery updates through logistics and messaging integrations
  • Python APIs and AWS deployment architecture
  • Paystack, Sage Accounting, Zoho Bigin and Zoho SalesIQ integrations

Infrastructure choices

—
  • Docker-based development and deployment standards
  • AWS

Outcome

—
—
Centralised the customer journey and key operational data, reduced manual hand-offs and established a documented AWS foundation for future development.