Compare

A · run_610d00vsB · run_08a041research-briefSwap A and B

Duration: 5.5s -27%; A: 7.5s
Cost: $0.043 +266%; A: $0.012
Tokens: 14.5k +100%; A: 7.3k
Steps: 10 +43%; A: 7
Model changed: Gemini 2.5 Pro; A: Claude Haiku

Steps, aligned

Change	Step	A	B
Faster	Input policy check	0.1s	0.1s
Faster	Plan the task	1.7s	0.9s
Faster	web_search	0.6s	0.3s
Faster	Retrieve context · top 8	0.8s	0.3s
Faster	Decide next step	1.5s	0.8s
Faster	fetch_page	0.9s	0.4s
Changed	web_search	1.3s	0.5s
Added	Decide next step	—	1.0s
Added	web_search	—	0.3s
Added	Write final answer	—	0.7s

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.