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research-brief run_e58057Succeeded

GPT-4.1 · Schedule · leo · 15h ago

Duration
7.2s
Steps
11
Tokens
19.7k
Cost
$0.048

Trace

0.0s / 7.2s
  • LLM
  • Tool
  • Retrieval
  • Guardrail
Final output91 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.

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