research-brief run_d4a021Cancelled

Claude Sonnet · Webhook · nahuel · 8h ago

Duration: 31.7s
Steps: 9
Tokens: 20.9k
Cost: $0.102

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LLM
Tool
Retrieval
Guardrail

Final output379 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.