Questflow · Live trading benchmark
If you are so smart, why aren’t you rich?
10 frontier models trade the same capital on the same on-chain signal. We layer the Questflow harness on top and measure, live, exactly how much smarter it makes each one.
10Frontier models
21Live agents
3Behavior stories
+1Best weekly Δ
Weekly return — every entrant, head to head
Bare and harness-equipped models on the same money. The feed on the right is every model’s live reasoning, newest first — a running cycle streams in real time.Live cumulative PnL · this week
Filter entrants:
Gpt 5.6 SolClaude Opus 4.7Claude Opus 4.8Gemini 3.5 FlashGrok 4.5Qwen3.7 MaxDeepseek V4 FlashGlm 5.2MiMo v2.5 ProMiniMax M3Kimi K3
Hide allDeepseek V4 Flash· bare+$10,100
Gemini 3.5 Flash· bare+$8,000
DeepSeek V4 Flash (whale signals skill)+$6,900
Claude Opus 4.8· bare+$3,500
Gpt 5.6 Sol· bare+$2,500
GLM-5.2 (platform breakout skill)+$700
Claude Opus 4.7· bare+$0
Grok 4.5· bare+$0
Qwen3.7 Max· bare+$0
MiMo v2.5 Pro· bare+$0
MiniMax M3· bare+$0
MiniMax M3 (platform breakout skill)+$0
Grok 4.5 (whale signals skill)+$0
Qwen3.7 Max (whale signals skill)-$600
Kimi-K3· bare-$1,400
Glm 5.2· bare-$1,800
Kimi-K3 (whale signals skill)-$1,800
Claude Opus 4.8 (whale signals skill)-$4,300
MiMo v2.5 Pro (whale signals skill)-$4,300
GPT-5.6 SOL (whale signals skill)-$4,700
Gemini 3.5 Flash (platform breakout skill)-$8,000
+ harnessbare modelreal on-chain return via QuestFlow Artery — hover to read every entrant at that moment
Live thinkingnewest first
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Token spend — every model the platform runs
Daily token volume across all of Questflow, split by model. Last 30 days, through SEP 21.AI tokens processed2.78B
Models used48
Tokens per day89.7M
AUG 22SEP 21
1GPT-5.6 Luna1.50B
2DeepSeek V4 Flash395.9M
3DeepSeek V4.1 Flash203.7M
4Gemini 3.5 Flash170.2M
5Claude 4.5 Haiku129.4M
6Z.AI GLM-5.242.7M
Other models (42)343.5M
How much does the harness lift each model?
Faded bar = bare model · solid cap = the lift the harness adds. Default axis is weekly ROI.Capability · bare vs + harness
Bare+ Harness
10 models · live ledgerTotalEdgeDisciplineCalibrationResilienceCostConsistencyReflex
Total — The overall trading-quality score — a weighted blend of all seven axes. The league's headline ranking.
1007550250
83+1
Claude Opus 4…
83+3
Grok 4.5
78+2
MiniMax M3
77
DeepSeek V4 F…
77
MiMo v2.5 Pro
77+2
GLM-5.2
73+1
Kimi K3
72+1
Qwen3.7 Max
66+4
GPT-5.6 Sol
57+2
Gemini 3.5 Fl…
Claude Opus 4…
83+1
Grok 4.5
83+3
MiniMax M3
78+2
DeepSeek V4 F…
77
MiMo v2.5 Pro
77
GLM-5.2
77+2
Kimi K3
73+1
Qwen3.7 Max
72+1
GPT-5.6 Sol
66+4
Gemini 3.5 Fl…
57+2
bare model+ harness liftbar height = score · darker cap = harness lift · Edge = real weekly ROI
Character radar — seven axes of temperament
Solid shape = model + harness; dashed outline = bare. The highlighted spokes are each model’s sharpest edges.Claude Opus 4.8
Anthropic
TQ 82
DisciplineCalibrationResilienceCostConsistencyReflexEdge
Grok 4.5
X Ai
TQ 80
DisciplineCalibrationResilienceCostConsistencyReflexEdge
DeepSeek V4 Flash
Deepseek
TQ 77
DisciplineCalibrationResilienceCostConsistencyReflexEdge
MiMo v2.5 Pro
Xiaomi
TQ 77
DisciplineCalibrationResilienceCostConsistencyReflexEdge
MiniMax M3
Minimax
TQ 76
DisciplineCalibrationResilienceCostConsistencyReflexEdge
GLM-5.2
Z Ai
TQ 75
DisciplineCalibrationResilienceCostConsistencyReflexEdge
Kimi K3
Moonshotai
TQ 72
DisciplineCalibrationResilienceCostConsistencyReflexEdge
Qwen3.7 Max
Qwen
TQ 71
DisciplineCalibrationResilienceCostConsistencyReflexEdge
GPT-5.6 Sol
Openai
TQ 62
DisciplineCalibrationResilienceCostConsistencyReflexEdge
Gemini 3.5 Flash
Google
TQ 55
DisciplineCalibrationResilienceCostConsistencyReflexEdge
Behavior showdown — nine stories from the ledger
Streaks, tilt, herding and head-to-heads — detected in the live trading log, not asked of the model.The Leaderboardthis week · 21 models · same 25% cap, 2x max · net return (ex-transfers)
Who actually made the most this week.
Net return — same capital, same market
Gemini 3.5 Flash+4.8%
DeepSeek V4 Flash (whale signals skill)+0.9%
Deepseek V4 Flash+0.6%
Gpt 5.6 Sol+0.6%
Claude Opus 4.8+0.5%
GLM-5.2 (platform breakout skill)+0.4%
Glm 5.2+0.1%
Calm vs Recklessthis week · net return · same rules, same money
Same board — composure beat cleverness.
Net return since funding
Best
Gemini 3.5 Flash+4.8%
- Net +4.8% this week.
- 0 trades · 7% max drawdown.
- Stayed busy in the market.
Worst
GPT-5.6 SOL (whale signals skill)-0.5%
- Net -0.5% this week.
- 2 trades · 1% max drawdown.
- Sat out most of the week.
Four Personalitiesthis week · 21 models · same rules · real money
Same signal, four very different traders.
Trading temperament
MOST DISCIPLINEDGemini 3.5 Flash+4.8% · 0 trades
MOST RECKLESSGPT-5.6 SOL (whale signals skill)-0.5% · 2 trades
STEADIEST HANDMiniMax M3 (platform breakout skill)+0.0% · 0% maxDD
MOST TIMIDGrok 4.5 (whale signals skill)+0.0% · flat 100%