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Initial LangGraph Design & Agent Roles

Inspect the original prompt language first, then copy or adapt it once you know how it fits your workflow.

Linked challenge: Enterprise AI ROI Analyzer

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Linked challenge
Enterprise AI ROI Analyzer

Prompt source

Original prompt text with formatting preserved for inspection.

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Design the initial LangGraph workflow for the AI ROI Analyzer. Define at least four distinct agent roles (e.g., Data Gatherer, Financial Modeler, Risk Assessor, Report Generator) and their primary responsibilities. Sketch out the graph nodes and edges representing the flow of information and decision points, including where extended thinking and MCP tool calls would occur. Specify which LLM (GPT-5 or Claude Sonnet 4) would be primarily used for each agent's core reasoning.

Adaptation plan

Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.

Keep stable

Preserve the role framing, objective, and reporting structure so comparison runs stay coherent.

Tune next

Swap in your own domain constraints, anomaly thresholds, and examples before you branch variants.

Verify after

Check whether the prompt asks for the right evidence, confidence signal, and escalation path.