Compare
A · run_54617bvsB · run_ab70bfresearch-briefSwap A and B- Duration
- 14.8s +92%
- A: 7.7s
- Cost
- $0.023 -74%
- A: $0.089
- Tokens
- 14.3k -28%
- A: 19.8k
- Steps
- 5 -38%
- A: 8
- Model changed
- Gemini 2.5 Pro
- A: Claude Sonnet
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Slower | Input policy check | 0.1s | 0.3s |
| Slower | Plan the task | 1.9s | 4.4s |
| Slower | web_search | 0.6s | 1.5s |
| Slower | Retrieve context · top 8 | 0.4s | 2.4s |
| Changed | Write final answer | 1.2s | 5.3s |
| Removed | fetch_page | 0.9s | — |
| Removed | web_search | 0.9s | — |
| Removed | Write final answer | 1.1s | — |
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.