Compare
A · run_a42303vsB · run_e2f9edresearch-briefSwap A and B- Duration
- 54.5s +1846%
- A: 2.8s
- Cost
- $0.070 +277%
- A: $0.018
- Tokens
- 9.4k +20%
- A: 7.9k
- Steps
- 8 +60%
- A: 5
- Model changed
- Claude Sonnet
- A: GPT-4.1
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Slower | Input policy check | 0.1s | 0.9s |
| Slower | Plan the task | 0.7s | 14.2s |
| Slower | web_search | 0.1s | 4.0s |
| Slower | Retrieve context · top 8 | 0.2s | 4.5s |
| Changed | Decide next step | 0.6s | 12.1s |
| Added | fetch_page | — | 3.1s |
| Added | web_search | — | 2.6s |
| Added | Write final answer | — | 9.9s |
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.