Compare
A · run_b475efvsB · run_054916research-briefSwap A and B- Duration
- 1m 4s +905%
- A: 6.4s
- Cost
- $0.022 -74%
- A: $0.083
- Tokens
- 21.3k +56%
- A: 13.7k
- Steps
- 10 -9%
- A: 11
- Model changed
- Claude Haiku
- A: Claude Sonnet
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Slower | Input policy check | 0.1s | 0.8s |
| Slower | Plan the task | 0.9s | 10.0s |
| Slower | web_search | 0.6s | 4.6s |
| Slower | Retrieve context · top 8 | 0.4s | 3.3s |
| Slower | Decide next step | 1.0s | 11.4s |
| Slower | fetch_page | 0.4s | 4.4s |
| Slower | web_search | 0.4s | 4.3s |
| Slower | Decide next step | 1.0s | 8.4s |
| Slower | web_search | 0.3s | 3.0s |
| Changed | Write final answer | 0.2s | 10.4s |
| Removed | Write final answer | 0.8s | — |
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.