Agent Orchestration Patternsv1.0.0

A financial institution uses the sub-agent QC workflow to generate and validate quarterly reports. Sonnet produces initial drafts, GPT-4o cross-checks for regulatory compliance, and Opus synthesizes findings with a confidence score, ensuring accuracy for high-stakes client deliverables.

A healthcare provider employs model staggering to route patient data analysis: Haiku classifies symptoms, Sonnet generates preliminary reports, and Opus handles complex case synthesis. The QC loop includes cross-validation by GPT-4o to minimize errors in critical diagnoses.

An online retailer uses task routing by model strength to handle customer inquiries: Haiku routes simple queries, Sonnet generates detailed responses, and Grok analyzes social media feedback. Fallback chains ensure reliability during peak traffic, optimizing cost with cheaper models for routine tasks.

A tech company implements the sub-agent QC workflow for code reviews. Sonnet writes initial code, self-reviews for syntax, GPT-4o validates logic against tests, and Opus resolves conflicts in complex merges, integrating ACPX for Claude Code to streamline deployment.

A law firm coordinates multiple agents for contract analysis. Sonnet drafts clauses, GPT-4o cross-checks for legal precedents, and Opus synthesizes feedback with confidence scores. Model staggering routes high-judgment tasks to Opus while using cheaper models for routine formatting.

Offer a cloud-based service that provides pre-configured orchestration patterns like QC workflows and model staggering. Clients pay subscription fees based on usage tiers, with revenue from API calls, enterprise support, and custom integration services.

Provide expert consulting to businesses implementing multi-agent systems. Revenue comes from project-based fees for designing custom orchestration patterns, cost optimization strategies, and ACPX configuration, with retainer models for ongoing support.

Operate a managed service where clients outsource complex workflows like cross-validation and fallback chains. Revenue is generated through service-level agreements, performance-based pricing, and upsells for additional models or advanced patterns like task routing.