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Claude Haiku · Webhook · leo · Yesterday

Duration: 20.6s
Steps: 6
Tokens: 18.6k
Cost: $0.020

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LLM
Tool
Retrieval
Guardrail

Final output137 tokens

Summary: four of the six sources agree that agencies switch tools mainly over client portals, pricing and reporting. The strongest evidence is a 2026 survey of 1,200 agencies and two public case studies. Confidence: high.