research-brief run_61916bCancelled
Claude Sonnet · Manual · leo · 23h ago
- Duration
- 49.3s
- Steps
- 7
- Tokens
- 23.3k
- Cost
- $0.085
Trace
0.0s / 49.3s- LLM
- Tool
- Retrieval
- Guardrail
Final output411 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.