Compare
A · run_66c20avsB · run_ce456dresearch-briefSwap A and B- Duration
- 20.6s +587%
- A: 3.0s
- Cost
- $0.020 -79%
- A: $0.093
- Tokens
- 18.6k -24%
- A: 24.4k
- Steps
- 6 -45%
- A: 11
- Model changed
- Claude Haiku
- A: Claude Sonnet
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Slower | Input policy check | 0.0s | 0.4s |
| Slower | Plan the task | 0.4s | 6.3s |
| Slower | web_search | 0.1s | 2.0s |
| Slower | Retrieve context · top 8 | 0.1s | 1.9s |
| Slower | Decide next step | 0.5s | 4.4s |
| Changed | Write final answer | 0.1s | 4.3s |
| Removed | web_search | 0.2s | — |
| Removed | Decide next step | 0.5s | — |
| Removed | web_search | 0.2s | — |
| Removed | fetch_page | 0.1s | — |
| Removed | Write final answer | 0.5s | — |
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.