research-brief run_cb4f29Succeeded
GPT-4.1 · API · nahuel · 5h ago
- Duration
- 6.3s
- Steps
- 7
- Tokens
- 19.8k
- Cost
- $0.052
Trace
0.0s / 6.3s- LLM
- Tool
- Retrieval
- Guardrail
Final output126 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.