research-brief run_4278f1Succeeded

Claude Haiku · Webhook · sofi · Yesterday

Duration: 4.5s
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LLM
Tool
Retrieval
Guardrail

Final output145 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.