Compare
A · run_d4a021vsB · run_e8ab71research-briefSwap A and B- Duration
- 24.0s -24%
- A: 31.7s
- Cost
- $0.023 -77%
- A: $0.102
- Tokens
- 7.0k -66%
- A: 20.9k
- Steps
- 4 -56%
- A: 9
- Model changed
- Gemini 2.5 Pro
- A: Claude Sonnet
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Slower | Input policy check | 0.4s | 0.6s |
| Slower | Plan the task | 5.5s | 9.4s |
| Same | web_search | 3.1s | 2.3s |
| Changed | Write final answer | 2.2s | 10.3s |
| Removed | Decide next step | 3.9s | — |
| Removed | fetch_page | 1.5s | — |
| Removed | web_search | 1.5s | — |
| Removed | Decide next step | 5.4s | — |
| Removed | Write final answer | 6.3s | — |
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.