Compare
A · run_faf46dvsB · run_e823d7research-briefSwap A and B- Duration
- 30.6s -15%
- A: 36.1s
- Cost
- $0.072 +24%
- A: $0.059
- Tokens
- 19.8k -12%
- A: 22.5k
- Steps
- 9 +200%
- A: 3
- Model changed
- Claude Sonnet
- A: GPT-4.1
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Faster | Input policy check | 0.9s | 0.4s |
| Faster | Plan the task | 15.2s | 6.4s |
| Changed | web_search | 5.4s | 1.6s |
| Added | Retrieve context · top 8 | — | 1.6s |
| Added | Decide next step | — | 7.1s |
| Added | fetch_page | — | 1.2s |
| Added | web_search | — | 1.3s |
| Added | Decide next step | — | 4.4s |
| Added | Write final answer | — | 4.6s |
Output diff
− 2 words + 35 words 0% unchanged(no output)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.