FIBRE

qwen3.8-max

Alibaba

Ranked 3 of 14 overall. Strongest on monitoring at 95.4, weakest on discovery & prediction at 80.2.

Score
88.9
rank 3 of 14
Latency
198s
median per task
Cost
$0.446
per task at list prices

Capability profile

Mean score per category on question-answering, 0–100.
CreditMonitorStructuredResearchDiscovery

Score by category

Score and number of tasks per category, on question-answering.
Credit Analysis83.9 · 62
Monitoring95.4 · 20
Structured Products93.7 · 18
Research Intelligence86.8 · 10
Discovery & Prediction80.2 · 2

Where it sits

qwen3.8-max against every other model on the board.
No model here.Better on both axes at once.$0.01$0.02$0.05$0.1$0.2$0.5$1708090100Cost per task · better ←Score · better ↑Best-by-Taskqwen3.8-max
qwen3.8-max beaten on both by kimi-k3Best trade-off · no model beats these on bothBest-by-Task · hypothetical, not a model

On the research track

How it worked when it had to find its own evidence.
Delivered an answer
100%
of research tasks
Average steps
26.0
searches, reads and calculations per task

Where it lost the most

Its lowest-scoring tasks on question-answering.
PARTIAL
Fcf Debt Service
Financial Foundations
10.5
PARTIAL
Total Return Projection
Credit Analysis
20.0
PARTIAL
Breakeven Analysis
Credit Analysis
23.2
PARTIAL
Trade Idea Extraction
Research Intelligence
30.0
PARTIAL
Curve Trade Analysis
Credit Analysis
39.1