research-brief run_66c20aSucceeded

Claude Sonnet · Webhook · sofi · Yesterday

Duration: 3.0s
Steps: 11
Tokens: 24.4k
Cost: $0.093

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LLM
Tool
Retrieval
Guardrail

Final output687 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.