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CV Coach vs Ventaw vs ParcelNow
The problem, what was built, the stack and the outcome, next to each other.
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In common
- Shared stack: FastAPI, Next.js
- Both kinds of work: Web
- Order: CV Coach (2025 – present) → ParcelNow (2025 – 2026)
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CV Coach ›
AI CV analysis, job matching and tailored applications
Ventaw ›
Secure, isolated environments for developer workloads
ParcelNow ›
On-demand parcel delivery with real-time tracking
At a glance
- Role
- Founder / Lead Engineer
- When
- 2025 – present
- Length
- 1 yr 9 mo so far
- Status
- MVP
- Type
- AI, Web
- Role
- Founder / Lead Engineer
- When
- In progress
- Length
- —
- Status
- In progress
- Type
- Platform, Web
- Role
- Technical lead, Smart Kitchen Co
- When
- 2025 – 2026
- Length
- 1 yr
- Status
- Delivered
- 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.
Environment provisioning, session management and resource monitoring, designed for security, multi-tenancy and concurrent workloads.
Customer and operations dashboards with backend services for parcel lifecycles, tracking events and notifications, built for high-throughput transactional workflows.
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.
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Stack
- FastAPI
- Next.js
- Supabase
- LangGraph
- LangChain
- Celery
- Next.js
- FastAPI
- Docker
- Next.js
- FastAPI
- PostgreSQL
- Redis
- Docker
Highlights
- LangGraph workflow with custom tools to parse, compare evidence and score the match
- Asynchronous analysis pipeline
- Next.js management interface
- FastAPI orchestration APIs
- Next.js dashboards over FastAPI services
- Live delivery updates through logistics and messaging integrations
Infrastructure choices
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- Docker-based development and deployment standards
Outcome
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