Compare
A · run_43e58bvsB · run_e823d7research-briefSwap A and B- Duration
- 30.6s -48%
- A: 58.8s
- Cost
- $0.072 +155%
- A: $0.028
- Tokens
- 19.8k -24%
- A: 25.9k
- Steps
- 9 -10%
- A: 10
- Model changed
- Claude Sonnet
- A: Claude Haiku
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Same | Input policy check | 0.6s | 0.4s |
| Same | Plan the task | 8.2s | 6.4s |
| Faster | web_search | 5.6s | 1.6s |
| Faster | Retrieve context · top 8 | 4.6s | 1.6s |
| Same | Decide next step | 9.6s | 7.1s |
| Faster | fetch_page | 2.2s | 1.2s |
| Faster | web_search | 3.3s | 1.3s |
| Faster | Decide next step | 8.1s | 4.4s |
| Changed | Write final answer | 3.7s | 4.6s |
| Removed | Write final answer | 9.4s | — |
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.