Compare
A · run_4278f1vsB · run_08a041research-briefSwap A and B- Duration
- 5.5s +22%
- A: 4.5s
- Cost
- $0.043 +112%
- A: $0.020
- Tokens
- 14.5k -32%
- A: 21.2k
- Steps
- 10 +100%
- A: 5
- Model changed
- Gemini 2.5 Pro
- A: Claude Haiku
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Faster | Input policy check | 0.1s | 0.1s |
| Same | Plan the task | 1.2s | 0.9s |
| Faster | web_search | 0.8s | 0.3s |
| Same | Retrieve context · top 8 | 0.4s | 0.3s |
| Changed | Decide next step | 1.7s | 0.8s |
| Added | fetch_page | — | 0.4s |
| Added | web_search | — | 0.5s |
| Added | Decide next step | — | 1.0s |
| Added | web_search | — | 0.3s |
| Added | Write final answer | — | 0.7s |
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.