Compare
A · run_054916vsB · run_3cb84bresearch-briefSwap A and B- Duration
- 1m 13s +13%
- A: 1m 4s
- Cost
- $0.064 +195%
- A: $0.022
- Tokens
- 28.8k +35%
- A: 21.3k
- Steps
- 4 -60%
- A: 10
- Model changed
- GPT-4.1
- A: Claude Haiku
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Slower | Input policy check | 0.8s | 2.0s |
| Slower | Plan the task | 10.0s | 28.6s |
| Same | web_search | 4.6s | 6.1s |
| Changed | Write final answer | 3.3s | 31.6s |
| Removed | Decide next step | 11.4s | — |
| Removed | fetch_page | 4.4s | — |
| Removed | web_search | 4.3s | — |
| Removed | Decide next step | 8.4s | — |
| Removed | web_search | 3.0s | — |
| Removed | Write final answer | 10.4s | — |
Output diff
− 0 words + 0 words 100% unchangedSummary: 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.