Discover
Find and structure relevant roles
Product / Case Study
Job Application Operations
A controlled AI workflow turning job discovery, evaluation and application documents into one secure operation.
STATUSWorking workflow architecture
Job search and applications involve repeated research, manual review and error-prone handoffs. This workflow automates the busywork while keeping facts and human control intact.
01
What we built
Discovers roles through browser automation and structures the relevant data
Detects duplicates and checks content for prompt injection
Scores fit and creates fact-grounded CV and cover-letter variants
Generates documents and tracks progress in Drive and Sheets
02
Why it is hard
Canary and injection checks run before AI processing
Fact grounding prevents invented experience or qualifications
Modular, reproducible Docker services with transparent tracking
03
How it works
Secure
Remove duplicates and unsafe input
Score
Evaluate role and profile fit
Tailor
Adapt content using verified facts
Generate
Create application documents
Track
Store output and track progress
04
Where it applies
Recruiting operations and candidate enablement
Document-heavy back-office processes
Secure browser and workflow automation
n8nPlaywrightPythonAnthropicDockerGoogle DriveGoogle Sheets
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