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research-brief run_98dad9Succeeded

Claude Haiku · Manual · leo · 14h ago

Duration
35.8s
Steps
4
Tokens
25.0k
Cost
$0.022

Trace

0.0s / 35.8s
  • LLM
  • Tool
  • Retrieval
  • Guardrail
Final output467 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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