research-brief run_b8149eSucceeded
Claude Haiku · Schedule · sofi · Yesterday
- Duration
- 12.5s
- Steps
- 11
- Tokens
- 9.9k
- Cost
- $0.010
Trace
0.0s / 12.5s- LLM
- Tool
- Retrieval
- Guardrail
Final output556 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.