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Initialize LangChain GTM Auditor Agent
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Linked challenge: Automated GTM Funnel Metrics & Revenue Alignment Auditor for Fintech SaaS
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Linked challenge
Automated GTM Funnel Metrics & Revenue Alignment Auditor for Fintech SaaS
Prompt source
Original prompt text with formatting preserved for inspection.
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Create a LangChain agent equipped with tools `calculate_nrr` and `identify_pricing_leakage`. Instruct the model to audit fintech SaaS subscription records.
Adaptation plan
Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.
Keep stable
Hold the task contract and output shape stable so generated implementations remain comparable.
Tune next
Update libraries, interfaces, and environment assumptions to match the stack you actually run.
Verify after
Test failure handling, edge cases, and any code paths that depend on hidden context or secrets.