Compare
A · run_b97959vsB · run_cb4f29research-briefSwap A and B- Duration
- 6.3s +15%
- A: 5.5s
- Cost
- $0.052 +35%
- A: $0.039
- Tokens
- 19.8k -25%
- A: 26.5k
- Steps
- 7 -36%
- A: 11
- Model changed
- GPT-4.1
- A: Gemini 2.5 Pro
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Slower | Input policy check | 0.1s | 0.1s |
| Slower | Plan the task | 0.6s | 1.7s |
| Slower | web_search | 0.4s | 0.6s |
| Slower | Retrieve context · top 8 | 0.3s | 0.5s |
| Same | Decide next step | 0.9s | 1.4s |
| Slower | fetch_page | 0.3s | 0.6s |
| Changed | Write final answer | 0.3s | 1.1s |
| Removed | Decide next step | 0.7s | — |
| Removed | web_search | 0.3s | — |
| Removed | fetch_page | 0.4s | — |
| Removed | Write final answer | 0.9s | — |
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.