Compare
A · run_e2f9edvsB · run_51b2c2research-briefSwap A and B- Duration
- 6.7s -88%
- A: 54.5s
- Cost
- $0.043 -38%
- A: $0.070
- Tokens
- 12.0k +28%
- A: 9.4k
- Steps
- 4 -50%
- A: 8
- Model changed
- GPT-4.1
- A: Claude Sonnet
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Faster | Input policy check | 0.9s | 0.2s |
| Faster | Plan the task | 14.2s | 2.4s |
| Faster | web_search | 4.0s | 1.0s |
| Changed | Write final answer | 4.5s | 2.7s |
| Removed | Decide next step | 12.1s | — |
| Removed | fetch_page | 3.1s | — |
| Removed | web_search | 2.6s | — |
| Removed | Write final answer | 9.9s | — |
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.