Agentic AI Implementation Checklist

Step-by-step validation framework for deploying production-ready business agents across CRM, APIs, and workflow systems.

Phase 1: Foundation Validation

# Core System Readiness Checks
- [ ] API connectivity validated for all integrated services
- [ ] Rate limits and quota monitoring implemented
- [ ] Authentication tokens rotated and scoped appropriately
- [ ] Error handling patterns established for all API endpoints
- [ ] Retry logic with exponential backoff configured
- [ ] Circuit breaker patterns implemented for critical paths
- [ ] Health check endpoints operational across all services
- [ ] Logging and monitoring baseline established

Phase 2: Data Integrity Framework

# Data Pipeline Validation
- [ ] Schema validation in place for all data inputs
- [ ] Type safety enforced across API boundaries
- [ ] Data normalization routines operational
- [ ] Duplicate detection mechanisms active
- [ ] GDPR/compliance boundaries verified
- [ ] Data retention policies enforced
- [ ] Audit trail logging enabled
- [ ] Rollback procedures tested for data mutations

Phase 3: Tool Calling Reliability

# Agent Capability Validation
- [ ] Tool registry populated with all available functions
- [ ] Function signatures documented and validated
- [ ] Parameter validation strict mode enabled
- [ ] Response format expectations codified
- [ ] Timeout thresholds defined per tool category
- [ ] Fallback behaviors specified for each tool failure
- [ ] Tool dependency mapping completed
- [ ] Resource limits and quotas enforced

Phase 4: Memory Architecture

# Context Management Checks
- [ ] Short-term context window size optimized
- [ ] Long-term memory retrieval patterns tested
- [ ] Memory eviction policies documented
- [ ] Privacy boundaries enforced in memory storage
- [ ] Context injection mechanisms operational
- [ ] Memory consistency checks implemented
- [ ] Cross-session persistence configured
- [ ] Memory corruption recovery procedures tested

Phase 5: Workflow Orchestration

# Process Flow Validation
- [ ] Decision tree logic validated for all branches
- [ ] State machine transitions tested end-to-end
- [ ] Race condition prevention mechanisms active
- [ ] Deadlock detection and resolution operational
- [ ] Priority queuing implemented for critical tasks
- [ ] Workflow timeout and escalation rules defined
- [ ] Human handoff points identified and tested
- [ ] Rollback triggers configured for failure scenarios

Phase 6: Safety & Guardrails

# Production Safeguards
- [ ] Content filtering layers operational
- [ ] Permission boundaries enforced at execution layer
- [ ] Cost monitoring and alerting active
- [ ] Rate limiting and throttling configured
- [ ] Anomaly detection patterns established
- [ ] Manual override procedures tested
- [ ] Kill switch mechanisms accessible
- [ ] Incident response runbook completed

Phase 7: Performance Optimization

# Latency & Throughput Tuning
- [ ] Response time targets met for critical paths
- [ ] Concurrent execution limits tested
- [ ] Resource utilization baselines established
- [ ] Caching strategies implemented for repeat queries
- [ ] Batch processing optimization applied
- [ ] Connection pooling configured optimally
- [ ] Load testing completed at projected scale
- [ ] Bottleneck identification and remediation complete