Compare

A · run_98dad9vsB · run_4db443research-briefSwap A and B

Duration: 12.1s -66%; A: 35.8s
Cost: $0.068 +217%; A: $0.022
Tokens: 26.3k +5%; A: 25.0k
Steps: 5 +25%; A: 4
Model changed: GPT-4.1; A: Claude Haiku

Steps, aligned

Change	Step	A	B
Faster	Input policy check	1.0s	0.2s
Faster	Plan the task	14.1s	2.6s
Faster	web_search	4.1s	1.2s
Changed	Retrieve context · top 8	14.6s	0.6s
Added	Decide next step	—	2.8s

Output diff

− 35 words + 2 words 0% 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.(no output)