Compare
A · run_08a041vsB · run_4278f1research-briefSwap A and B- Duration
- 4.5s -18%
- A: 5.5s
- Cost
- $0.020 -53%
- A: $0.043
- Tokens
- 21.2k +46%
- A: 14.5k
- Steps
- 5 -50%
- A: 10
- Model changed
- Claude Haiku
- A: Gemini 2.5 Pro
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Slower | Input policy check | 0.1s | 0.1s |
| Same | Plan the task | 0.9s | 1.2s |
| Slower | web_search | 0.3s | 0.8s |
| Same | Retrieve context · top 8 | 0.3s | 0.4s |
| Changed | Write final answer | 0.8s | 1.7s |
| Removed | fetch_page | 0.4s | — |
| Removed | web_search | 0.5s | — |
| Removed | Decide next step | 1.0s | — |
| Removed | web_search | 0.3s | — |
| Removed | Write final answer | 0.7s | — |
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.