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A · run_6b1d75vsB · run_98dad9research-briefSwap A and B
Duration
35.8s +85%
A: 19.4s
Cost
$0.022 +74%
A: $0.012
Tokens
25.0k +340%
A: 5.7k
Steps
4 -60%
A: 10
Model same
Claude Haiku
A: Claude Haiku

Steps, aligned

ChangeStepAB
SlowerInput policy check0.2s1.0s
SlowerPlan the task3.2s14.1s
Slowerweb_search0.8s4.1s
ChangedWrite final answer1.1s14.6s
RemovedDecide next step3.3s—
Removedfetch_page1.3s—
Removedweb_search1.7s—
RemovedDecide next step2.2s—
Removedweb_search0.9s—
RemovedWrite final answer3.5s—

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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