New AI Agent Architecture
Plan the right workflows, tool integrations, prompts, safeguards, and decision paths before launch so the system starts from a stronger foundation.
Services
AI consulting services for businesses that need agents to perform.
From initial strategy to emergency repair, Herb Trevathan delivers practical consulting for AI systems that need to work in real business environments.
AI Agent Repair
Fix underperforming agents, investigate recurring failures, and correct broken logic, tool errors, and inconsistent outputs.
Learn more about repair →Monitoring & Observability
Add logging, alerting, diagnostics, success-rate tracking, and health visibility so business-critical AI flows can be managed with confidence.
See monitoring details →Optimization & Efficiency Analysis
Improve response quality, reduce cost, tighten latency, and create more reliable prompt and tool execution patterns.
Explore optimization →Strategy calls
Clarify the problem, define the target outcome, and identify the fastest path to production confidence.
Technical audits
Review prompts, tools, orchestration, monitoring, and operating risk across the full workflow.
Execution guidance
Get direct recommendations that engineering and operations teams can implement without added noise.
Need help choosing the right self-hosted model first?
Use the interactive Choosing a Model page to compare model families, answer qualifying questions, and request a follow-up call based on your shortlist.