Compare
A · run_e8ab71vsB · run_d4a021research-briefSwap A and B- Duration
- 31.7s +32%
- A: 24.0s
- Cost
- $0.102 +337%
- A: $0.023
- Tokens
- 20.9k +197%
- A: 7.0k
- Steps
- 9 +125%
- A: 4
- Model changed
- Claude Sonnet
- A: Gemini 2.5 Pro
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Faster | Input policy check | 0.6s | 0.4s |
| Faster | Plan the task | 9.4s | 5.5s |
| Same | web_search | 2.3s | 3.1s |
| Changed | Retrieve context · top 8 | 10.3s | 2.2s |
| Added | Decide next step | — | 3.9s |
| Added | fetch_page | — | 1.5s |
| Added | web_search | — | 1.5s |
| Added | Decide next step | — | 5.4s |
| Added | Write final answer | — | 6.3s |
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.