Compare
A · run_e823d7vsB · run_43e58bresearch-briefSwap A and B- Duration
- 58.8s +92%
- A: 30.6s
- Cost
- $0.028 -61%
- A: $0.072
- Tokens
- 25.9k +31%
- A: 19.8k
- Steps
- 10 +11%
- A: 9
- Model changed
- Claude Haiku
- A: Claude Sonnet
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Same | Input policy check | 0.4s | 0.6s |
| Same | Plan the task | 6.4s | 8.2s |
| Slower | web_search | 1.6s | 5.6s |
| Slower | Retrieve context · top 8 | 1.6s | 4.6s |
| Same | Decide next step | 7.1s | 9.6s |
| Slower | fetch_page | 1.2s | 2.2s |
| Slower | web_search | 1.3s | 3.3s |
| Slower | Decide next step | 4.4s | 8.1s |
| Changed | web_search | 4.6s | 3.7s |
| Added | 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.