research-brief run_801f62Succeeded

Claude Haiku · Webhook · sofi · Yesterday

Duration: 7.9s
Steps: 6
Tokens: 11.0k
Cost: $0.013

Compare with previous c

Trace

0.0s / 7.9s

LLM
Tool
Retrieval
Guardrail

Final output326 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.