AI Agent Architecture
Design new agents and multi-agent systems with cleaner workflows, tool integrations, and deployment readiness.
AI consulting for production-ready agent systems
Build, repair, monitor, and optimize AI agents that actually deliver.
Herb Trevathan helps businesses establish new AI agents, fix underperforming agents, repair agents in error, add monitoring, and improve efficiency across agent workflows.
New AI Agents
Architecture, workflows, tooling, and launch guidance.
Repair & Recovery
Fix unstable outputs, broken tools, and failing logic.
Monitoring & Efficiency
Observability, alerting, cost analysis, and improvement.
Taglines
I help businesses succeed online and in the world
“I speak Geek so You don't Have to”
Why businesses bring Herb in
AI consulting services built for real-world operations.
Most AI agent failures are not caused by the idea. They come from weak workflows, poor observability, broken tool chains, or inefficient execution. Herb helps correct those issues before they become expensive.
AI Agent Repair
Troubleshoot poor outputs, repeated failures, tool errors, hallucinations, and unreliable behavior.
Monitoring
Add logging, diagnostics, alerts, quality checks, and health visibility for production agents.
Optimization
Improve latency, accuracy, cost efficiency, prompt strategy, and execution paths.
Who this consulting is for
Built for teams that need results, not theory.
Companies launching AI agents that want strong architecture from the start.
Teams with underperforming agents that need clear diagnosis and repair before rebuilding from scratch.
Operations leaders that need monitoring, reliability, and better visibility into business-critical workflows.
Product and engineering teams that want lower cost, better quality, and stronger system insight.
Engagement focus
- System audits: review architecture, prompts, tools, and execution flow.
- Rapid troubleshooting: target failures, errors, and weak outputs fast.
- Monitoring setup: add observability and operational confidence.
- Performance optimization: reduce cost and improve reliability at scale.
Not ready for a consultation yet?
Start with the model selection page.
Compare self-hosted AI models, answer a few qualifying questions, and get feedback on which model is likely the best fit for your workload.
Need help with a new or broken AI agent?