Compare
A · run_3cb84bvsB · run_054916research-briefSwap A and B- Duration
- 1m 4s -11%
- A: 1m 13s
- Cost
- $0.022 -66%
- A: $0.064
- Tokens
- 21.3k -26%
- A: 28.8k
- Steps
- 10 +150%
- A: 4
- Model changed
- Claude Haiku
- A: GPT-4.1
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Faster | Input policy check | 2.0s | 0.8s |
| Faster | Plan the task | 28.6s | 10.0s |
| Same | web_search | 6.1s | 4.6s |
| Changed | Retrieve context · top 8 | 31.6s | 3.3s |
| Added | Decide next step | — | 11.4s |
| Added | fetch_page | — | 4.4s |
| Added | web_search | — | 4.3s |
| Added | Decide next step | — | 8.4s |
| Added | web_search | — | 3.0s |
| Added | Write final answer | — | 10.4s |
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.