Compare
A · run_e823d7vsB · run_faf46dresearch-briefSwap A and B- Duration
- 36.1s +18%
- A: 30.6s
- Cost
- $0.059 -19%
- A: $0.072
- Tokens
- 22.5k +14%
- A: 19.8k
- Steps
- 3 -67%
- A: 9
- Model changed
- GPT-4.1
- A: Claude Sonnet
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Slower | Input policy check | 0.4s | 0.9s |
| Slower | Plan the task | 6.4s | 15.2s |
| Changed | web_search | 1.6s | 5.4s |
| Removed | Retrieve context · top 8 | 1.6s | — |
| Removed | Decide next step | 7.1s | — |
| Removed | fetch_page | 1.2s | — |
| Removed | web_search | 1.3s | — |
| Removed | Decide next step | 4.4s | — |
| Removed | Write final answer | 4.6s | — |
Output diff
− 35 words + 2 words 0% 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.(no output)