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A · run_c309aevsB · run_b509a5research-briefSwap A and B
Duration
23.6s +53%
A: 15.4s
Cost
$0.023 -6%
A: $0.025
Tokens
16.1k +87%
A: 8.6k
Steps
8 -11%
A: 9
Model changed
Claude Haiku
A: Gemini 2.5 Pro

Steps, aligned

ChangeStepAB
SlowerInput policy check0.2s0.4s
SlowerPlan the task2.1s4.4s
Slowerweb_search0.5s3.1s
SlowerRetrieve context · top 80.8s1.3s
SlowerDecide next step2.8s5.7s
Slowerfetch_page1.1s1.8s
Sameweb_search1.3s1.9s
ChangedWrite final answer2.5s3.6s
RemovedWrite final answer3.3s—

Output diff

− 0 words + 0 words 100% unchanged

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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