research-brief run_f4a967Succeeded
GPT-4.1 · Webhook · scheduler · Yesterday
- Duration
- 11.4s
- Steps
- 4
- Tokens
- 10.7k
- Cost
- $0.028
Trace
0.0s / 11.4s- LLM
- Tool
- Retrieval
- Guardrail
Final output604 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.