Compare
A · run_b05cbfvsB · run_4f5d2aresearch-briefSwap A and B- Duration
- 11.0s -72%
- A: 39.3s
- Cost
- $0.016 -69%
- A: $0.051
- Tokens
- 6.6k -23%
- A: 8.5k
- Steps
- 10 +67%
- A: 6
- Model changed
- GPT-4.1
- A: Claude Sonnet
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Faster | Input policy check | 0.7s | 0.1s |
| Faster | Plan the task | 9.0s | 1.9s |
| Faster | web_search | 3.7s | 0.3s |
| Faster | Retrieve context · top 8 | 4.5s | 0.6s |
| Faster | Decide next step | 8.8s | 1.8s |
| Changed | fetch_page | 10.2s | 0.7s |
| Added | web_search | — | 0.5s |
| Added | Decide next step | — | 2.1s |
| Added | web_search | — | 0.7s |
| Added | Write final answer | — | 1.5s |
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.