Compare
A · run_4db443vsB · run_98dad9research-briefSwap A and B- Duration
- 35.8s +196%
- A: 12.1s
- Cost
- $0.022 -68%
- A: $0.068
- Tokens
- 25.0k -5%
- A: 26.3k
- Steps
- 4 -20%
- A: 5
- Model changed
- Claude Haiku
- A: GPT-4.1
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Slower | Input policy check | 0.2s | 1.0s |
| Slower | Plan the task | 2.6s | 14.1s |
| Slower | web_search | 1.2s | 4.1s |
| Changed | Write final answer | 0.6s | 14.6s |
| Removed | Decide next step | 2.8s | — |
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.