Temporal market-learning system | 2026-05-21

AI Market Command

Live market structure, liquidity, manipulation checks, and accountable predictions across every supported auction house.

This is the model workspace: daily analysis, prediction records, accuracy tracking, and learning notes are kept together so the AI can improve against real outcomes.

Coverage

8/8

8 markets have full feature analysis. 0 are waiting for feature-layer data.

Observed Items

9,119

Items currently feeding the full AI analysis layer.

Accountability

Ledger

Open prediction records, accuracy over time, and the daily learning blog.

Reasoning Chain

  • 1. Market structureCompare price, depth, spread, listing frequency, and historical norms.
  • 2. LiquidityEstimate realistic sale probability and time-to-sale before recommending capital.
  • 3. Anomaly checksFlag scarcity, fake walls, resets, and manipulated-looking spikes.
  • 4. Outcome scoringStore predictions first, then score them against later snapshots.

Market Screens

Full analysis markets8
Limited markets0
Prediction floor50s+

Learning Rules

  • Reward repeatable patternsRaise confidence only when a signal keeps working.
  • Penalize failed strategiesReduce trust in categories and regimes that miss.
  • Watch regime shiftsAdapt faster when liquidity, volatility, or player behaviour changes.

EU | Horde

Thunderstrike

1,143 items analyzed | median 3-day move -5.7%

EU | Alliance

Thunderstrike

1,132 items analyzed | median 3-day move -4.7%

EU | Horde

Spineshatter

1,144 items analyzed | median 3-day move -2.7%

EU | Alliance

Spineshatter

1,136 items analyzed | median 3-day move -1.8%

NA | Horde

Nightslayer

1,149 items analyzed | median 3-day move -6.6%

NA | Alliance

Nightslayer

1,138 items analyzed | median 3-day move -0.9%

NA | Horde

Dreamscythe

1,144 items analyzed | median 3-day move -2.2%

NA | Alliance

Dreamscythe

1,133 items analyzed | median 3-day move -2.0%