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Ventaw vs CV Coach

The problem, what was built, the stack and the outcome, next to each other.

Clear

In common

  • Shared stack: Next.js, FastAPI
  • Both kinds of work: Web

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Ventaw ›

Secure, isolated environments for developer workloads

CV Coach ›

AI CV analysis, job matching and tailored applications

At a glance

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

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

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

Highlights

  • 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

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