Compare
A · run_4f5d2avsB · run_e2f9edresearch-briefSwap A and B- Duration
- 54.5s +395%
- A: 11.0s
- Cost
- $0.070 +337%
- A: $0.016
- Tokens
- 9.4k +43%
- A: 6.6k
- Steps
- 8 -20%
- A: 10
- Model changed
- Claude Sonnet
- A: GPT-4.1
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Slower | Input policy check | 0.1s | 0.9s |
| Slower | Plan the task | 1.9s | 14.2s |
| Slower | web_search | 0.3s | 4.0s |
| Slower | Retrieve context · top 8 | 0.6s | 4.5s |
| Slower | Decide next step | 1.8s | 12.1s |
| Slower | fetch_page | 0.7s | 3.1s |
| Slower | web_search | 0.5s | 2.6s |
| Changed | Write final answer | 2.1s | 9.9s |
| Removed | web_search | 0.7s | — |
| Removed | Write final answer | 1.5s | — |
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.