| System | Quality | Cost / query | Latency / query |
|---|---|---|---|
| Samaya agent + advisor | 56.6% | $1.14 | 257 s |
| Samaya agent, high effort | 56.0% | $1.81 | 278 s |
| Claude Fable 5.1 (Finance Agent v2 harness) | 55.9% | $6.89 | 268 s |
| Samaya agent, no advice | 52.9% | $0.93 | 214 s |
| Claude Opus 4.8 (Finance Agent v2 harness) | 45.0% | $2.61 | 156 s |
Table 3: FrontierFinance public leaderboard (220 queries).