Compare
A · run_e2f9edvsB · run_a42303research-briefSwap A and B- Duration
- 2.8s -95%
- A: 54.5s
- Cost
- $0.018 -73%
- A: $0.070
- Tokens
- 7.9k -16%
- A: 9.4k
- Steps
- 5 -38%
- A: 8
- Model changed
- GPT-4.1
- A: Claude Sonnet
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Faster | Input policy check | 0.9s | 0.1s |
| Faster | Plan the task | 14.2s | 0.7s |
| Faster | web_search | 4.0s | 0.1s |
| Faster | Retrieve context · top 8 | 4.5s | 0.2s |
| Changed | Decide next step | 12.1s | 0.6s |
| Removed | fetch_page | 3.1s | — |
| Removed | web_search | 2.6s | — |
| Removed | Write final answer | 9.9s | — |
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)