Business Process Migration from Manual to AI Agent Execution

We design and deploy artificial intelligence systems: from prototype to production-ready solutions. Our team combines expertise in machine learning, data engineering and MLOps to make AI work not in the lab, but in real business.
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Business Process Migration from Manual to AI Agent Execution
Complex
from 2 weeks to 3 months
FAQ
AI Development Areas
AI Solution Development Stages
Latest works
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Migrating Business Processes to AI Agents

Process migration to AI — not flipping a switch. Structured transition with risk management, parallel testing, and gradual agent autonomy expansion.

Migration Methodology

Process Documentation (weeks 1–2): Before automating — document in detail. Every step, every decision, every exception. Process mapping at level executors see, not just handbook instructions.

Shadow Mode (weeks 3–6): AI-agent observes human work but doesn't act. Logs what it would do. Compare with real decisions — accuracy must be >85% before next step.

Assisted Mode (weeks 7–10): AI-agent executes task, human checks every result before applying. Human acceptance rate tracked. Goal: >90% accepted without changes.

Supervised Mode (weeks 11–16): AI acts independently, human does random sampling review (10–20%). Escalation only for non-standard cases.

Autonomous Mode: Monitoring and sampling only. Activates after 4+ weeks Supervised Mode with acceptance rate >95%.

Parallel Launch

First 4–8 weeks: both human and AI execute one process. Compare results. Expensive but critical for high-risk processes.

Document Each Transition

Transition criteria between modes. Metrics showing readiness. Who decides mode change. Rollback plan if metrics degrade.

Full Migration Timeline

4–6 months for complex operational processes. 6–8 weeks for structured information processes.