Compare

A · run_43e58bvsB · run_66c20aresearch-briefSwap A and B

Duration: 3.0s -95%; A: 58.8s
Cost: $0.093 +228%; A: $0.028
Tokens: 24.4k -6%; A: 25.9k
Steps: 11 +10%; A: 10
Model changed: Claude Sonnet; A: Claude Haiku

Steps, aligned

Change	Step	A	B
Faster	Input policy check	0.6s	0.0s
Faster	Plan the task	8.2s	0.4s
Faster	web_search	5.6s	0.1s
Faster	Retrieve context · top 8	4.6s	0.1s
Faster	Decide next step	9.6s	0.5s
Faster	fetch_page	2.2s	0.1s
Faster	web_search	3.3s	0.2s
Faster	Decide next step	8.1s	0.5s
Faster	web_search	3.7s	0.2s
Changed	fetch_page	9.4s	0.1s
Added	Write final answer	—	0.5s

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.