🤖 Bybit AI Operations Dashboard

AI Net Revenue (MTD)
$2.84M
↑ 23.4% vs last month
AI ROI
5.7x
↑ 0.8x vs last month
AI Penetration (MAU)
18.6%
↑ 2.1pp vs last month
AI Health Score
87
↑ 3 pts vs last week
87
AI Health Score
↑ 3 pts vs last week
📈 Growth91
DAU growth +6.5% WoW • New user activation 28% • Penetration expanding
🎯 Engagement89
Session completion 89.4% • Avg 4.7 turns • Repeat rate 64.4%
💰 Monetization92
ROI 5.7x • Trading CVR 54.2% • Net Rev/DAU $22.5
🛡️ Quality85
Hallucination 0.8% • Escalation 3.1% • CSAT 4.6/5
⚡ Efficiency78
Cost/user $0.77 ⚠️ trending up • Latency P95 1.2s • Token waste 4.2%
Formula: Health = 0.25×Growth + 0.20×Engagement + 0.25×Monetization + 0.15×Quality + 0.15×Efficiency
📐 Core Funnel — Where Are We Leaking?
MAU
4.2M
100%
Base
AI Reach
1.76M
42%
of MAU
AI Active
781K
28%
Activation
AI Trade
638K
15.2%
Trading CVR
Repeat
411K
9.8%
Repeat Rate
💰 AI P&L Statement (MTD)
Revenue
Futures Fee$1,920,000
Spot Fee$680,000
TradFi Perps Fee$310,000
Options Fee$420,000
Gross Revenue$3,330,000
Token Cost-$490,000
Net Revenue$2,840,000
Incremental Revenue vs Non-AI+$1,260,000
Marginal ROI (last $1 spent)4.2x
Cost per AI Trading User$0.77
👤 User Health
Healthy
AI DAU (7d avg)126,400
Net Growth (New - Churn)+8,240/d
D1 Retention62.3%
D7 Retention41.8%
D30 Retention28.5%
VIP3+ Share34.2%
⚙️ Product Health
Healthy
Session Completion Rate89.4%
Trade Intent → Trade CVR54.2%
Escalation to Human3.1%
Avg Session Turns4.7
Top IntentPrice Query (31%)
Hallucination Rate0.8%
💸 Cost Health
Watch
Daily Token Cost$26,100
Cost Trend (7d)↑ 12%
Cost/Trading User$0.77
ROI by VIP3+8.4x
ROI by Non-VIP1.9x
Negative ROI Users847
AI DAU & Revenue Trend
Last 30 days • DAU (blue) vs Net Revenue (green)
AI ROI & Token Cost Trend
Last 30 days • ROI (gold) vs Daily Cost (red, inverted)
1x
🚨 Daily Alerts (Auto-push to Lark)
UID 2847391 — Token cost $892 today, Revenue $12. ROI: 0.01x. VIP 1, 340+ repeated queries on "BTC price".
2h ago
UID 9120384 — 1,200 queries in 4 hours. Suspected automated abuse. Token burn: $2,140.
5h ago
Non-VIP segment ROI dropped to 1.6x (7d avg). Approaching break-even. Consider rate-limiting or model downgrade for Non-VIP.
Daily
Options Intent CVR dropped 18% this week (from 42% → 34%). Possible answer quality issue in options flow.
Daily