Compare
A · run_cc208bvsB · run_54617bresearch-briefSwap A and B- Duration
- 7.7s -73%
- A: 28.2s
- Cost
- $0.089 +86%
- A: $0.048
- Tokens
- 19.8k -16%
- A: 23.6k
- Steps
- 8 +14%
- A: 7
- Model changed
- Claude Sonnet
- A: Gemini 2.5 Pro
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Faster | Input policy check | 0.3s | 0.1s |
| Faster | Plan the task | 4.4s | 1.9s |
| Faster | web_search | 2.2s | 0.6s |
| Faster | Retrieve context · top 8 | 1.3s | 0.4s |
| Faster | Decide next step | 2.8s | 1.2s |
| Faster | fetch_page | 2.3s | 0.9s |
| Changed | web_search | 2.4s | 0.9s |
| Added | Write final answer | — | 1.1s |
Output diff
− 2 words + 35 words 0% unchanged(no output)Summary: 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.