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GPT-4.1 · Webhook · ana · Yesterday

Duration: 4.0s
Steps: 6
Tokens: 19.6k
Cost: $0.054

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LLM
Tool
Retrieval
Guardrail

Final output311 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.