Sevendyne
Enterprise-ready solution delivery & solution delivery · Since 2016
Engineering Case Study

AI recruitment automation — Zoho Recruit, Python & LLM orchestration

Region: Germany (CSR Informatics GmbH) Duration: Jun 2024 – Aug 2024 Team: 4 engineers

Python-driven recruitment automation with OpenAI integration — intelligent job search, local SQL data management, and operator-facing web workflows with guardrails, not unchecked auto-send.

Challenge

Automate recruiting workflows without losing control

Integrate Zoho Recruit with AI-assisted search and response patterns while keeping data hygiene, traceability, and human review boundaries explicit for HR operators.

Approach

LLM orchestration with production data discipline

  • Python services for Zoho API integration and local SQL import pipelines
  • OpenAI integration for structured search and candidate communication patterns
  • Web application with comprehensive search and operator visibility
  • Senior oversight on PII, idempotency, and failure modes
Technology

Stack & delivery surface

PythonOpenAI APISQLZoho RecruitWeb appAI guardrails
Outcomes

What the programme proved

  • Production AI automation — referenced on sevendyne.com/projects/python/
  • Demonstrates Sevendyne AI infrastructure narrative for EU clients
  • Short, focused delivery window with clear milestone scope