research-brief run_a4db18Cancelled

Claude Haiku · Webhook · sofi · 19h ago

Duration: 1m 38s
Steps: 7
Tokens: 19.2k
Cost: $0.019

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LLM
Tool
Retrieval
Guardrail

Final output408 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.