research-brief run_4f5d2aSucceeded

GPT-4.1 · API · leo · 17h ago

Duration: 11.0s
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Tokens: 6.6k
Cost: $0.016

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LLM
Tool
Retrieval
Guardrail

Final output220 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.