AI Layer

AI as operational leverage

Purpose-built AI agents that monitor, analyze, and report – so your team covers more ground, makes faster decisions, and never misses a signal.

Philosophy

Three principles behind
our AI approach

01

Purpose-Built,
Not Generic

Every agent solves a specific operational problem. No general-purpose chatbot. Each one is designed around a real workflow and a measurable outcome.

02

Human-in-the-Loop.
Always.

AI surfaces insights and recommendations. Humans make decisions. Always. We believe in augmentation, not replacement.

03

Measurable
Impact

If we can't measure the value an agent creates, we don't deploy it. Every agent has clear KPIs tied to time saved, coverage gained, or risk reduced.

Why It Matters

The case for AI in liquidity

  • Token liquidity generates massive volumes of data across dozens of exchanges, 24 hours a day, 7 days a week.
  • Critical signals are buried in noise – spread breaches, depth degradation, volume anomalies – and they happen at 3am as often as 3pm.
  • Manual reporting is slow, inconsistent, and expensive. By the time a spreadsheet is assembled, the market has moved.
  • No team of analysts can watch every KPI on every exchange around the clock. But AI agents can.
  • The gap between what your team could do with perfect information and what they actually do is your biggest source of risk.
  • AI doesn't eliminate that gap. It closes it.

Sun Zu Lab's AI doesn't replace your team. It gives your team superpowers.

Agent Types

Three classes of AI agents.
One operational layer.

01 – Monitoring Agents

Always on.
Never miss a signal.

Continuously track every KPI, metric, and threshold across all exchanges and contracts. 24/7, no gaps, no fatigue.

  • Spread breach detection across 20+ exchanges
  • Depth degradation alerts in real time
  • Market maker uptime tracking
  • Volume anomaly detection

Replaces 3–5 analysts watching dashboards around the clock.

Monitoring Agent – Live Feed
Spread compliance: 100% across 8 venues
Uptime: 99.7% – all contracts nominal
Depth on Gate.io down 18% vs. 7d avg
Spread breach detected on MEXC – alert sent
Last checked: 2 seconds ago · Next check: continuous
02 – Decision-Support Agents

From data to
decisions. Faster.

Analyze patterns, surface insights, flag risks, and recommend actions. Turns complex multi-source analysis into clear briefings.

  • Pre-renegotiation analysis and talking points
  • Market maker benchmarking across peers
  • Liquidity risk scoring and early warnings
  • Proposal evaluation and comparison

Turns 3 days of analyst work into a 10-minute briefing.

Decision Agent – Renegotiation Brief
MM #1 spread: 0.12% avg (KPI: 0.15%) – outperforming
MM #2 uptime: 94.1% (KPI: 99%) – underperforming
Peer benchmark: spread 22% tighter than market avg
Recommendation: renegotiate MM #2, retain MM #1 terms
Analysis covers 90-day window · 4 contracts evaluated
03 – Reporting Agents

Reports that write
themselves.

Generate structured reports on demand or on schedule. From daily Telegram briefings to quarterly board-ready documents.

  • Daily Telegram briefings with key metrics
  • Weekly performance summaries
  • Quarterly LP reports with full analytics
  • On-demand deep dives on any token or venue

Eliminates 10+ hours of manual report compilation per week.

Reporting Agent – Weekly Summary
3 tokens monitored · 12 contracts active
Overall compliance: 97.3% – up 2.1% vs. prior week
2 breach events resolved within SLA
Report generated & sent via Telegram + Email
Generated: Mon 09:00 UTC · Next report: Mon 09:00 UTC
Delivery

How you interact

AI insights delivered through the channels your team already uses.

Telegram

Real-time alerts
& queries

  • Instant breach and anomaly alerts
  • Natural language queries about your data
  • Daily automated briefings
Dashboard

AI-enhanced
analytics

  • AI insights embedded in analytics views
  • Risk scores and recommendations in context
  • One-click deep dives from any metric
Email & API

Scheduled reports
& integrations

  • Scheduled PDF and HTML reports
  • Webhook integrations for your stack
  • API access for custom workflows

See AI in action

Book a 30-minute demo and see how AI agents can transform your liquidity operations.