Compare
A · run_ab70bfvsB · run_54617bresearch-briefSwap A and B- Duration
- 7.7s -48%
- A: 14.8s
- Cost
- $0.089 +289%
- A: $0.023
- Tokens
- 19.8k +38%
- A: 14.3k
- Steps
- 8 +60%
- A: 5
- 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 | 1.5s | 0.6s |
| Faster | Retrieve context · top 8 | 2.4s | 0.4s |
| Changed | Decide next step | 5.3s | 1.2s |
| Added | fetch_page | — | 0.9s |
| Added | web_search | — | 0.9s |
| Added | 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.