Compare
A · run_850f0avsB · run_562e4bresearch-briefSwap A and B- Duration
- 11.0s +112%
- A: 5.2s
- Cost
- $0.074 +4%
- A: $0.071
- Tokens
- 27.9k +30%
- A: 21.4k
- Steps
- 7 -30%
- A: 10
- Model changed
- GPT-4.1
- A: Claude Sonnet
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Slower | Input policy check | 0.1s | 0.2s |
| Slower | Plan the task | 0.9s | 2.8s |
| Slower | web_search | 0.2s | 1.0s |
| Slower | Retrieve context · top 8 | 0.4s | 0.8s |
| Slower | Decide next step | 0.6s | 1.9s |
| Slower | fetch_page | 0.4s | 1.0s |
| Changed | Write final answer | 0.2s | 2.6s |
| Removed | Decide next step | 0.8s | — |
| Removed | web_search | 0.5s | — |
| Removed | Write final answer | 1.0s | — |
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.