Compare
A · run_faf46dvsB · run_b474c5research-briefSwap A and B- Duration
- 14.4s -60%
- A: 36.1s
- Cost
- $0.022 -63%
- A: $0.059
- Tokens
- 22.4k -1%
- A: 22.5k
- Steps
- 4 +33%
- A: 3
- Model changed
- Claude Haiku
- A: GPT-4.1
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Faster | Input policy check | 0.9s | 0.6s |
| Faster | Plan the task | 15.2s | 5.9s |
| Changed | web_search | 5.4s | 1.3s |
| Added | Write final answer | — | 5.8s |
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.