research-brief run_c3cab4Succeeded

Gemini 2.5 Pro · Schedule · ana · Yesterday

Duration: 16.6s
Steps: 11
Tokens: 4.4k
Cost: $0.024

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LLM
Tool
Retrieval
Guardrail

Final output378 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.