Compare
A · run_e58057vsB · run_6b1d75research-briefSwap A and B- Duration
- 19.4s +169%
- A: 7.2s
- Cost
- $0.012 -74%
- A: $0.048
- Tokens
- 5.7k -71%
- A: 19.7k
- Steps
- 10 -9%
- A: 11
- Model changed
- Claude Haiku
- A: GPT-4.1
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Slower | Input policy check | 0.1s | 0.2s |
| Slower | Plan the task | 0.8s | 3.2s |
| Slower | web_search | 0.4s | 0.8s |
| Slower | Retrieve context · top 8 | 0.5s | 1.1s |
| Slower | Decide next step | 0.8s | 3.3s |
| Slower | fetch_page | 0.4s | 1.3s |
| Slower | web_search | 0.5s | 1.7s |
| Slower | Decide next step | 1.3s | 2.2s |
| Same | web_search | 0.6s | 0.9s |
| Changed | Write final answer | 0.5s | 3.5s |
| 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.