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  1. CaesarDPT
  2. Technology

The AI architecture behind CaesarDPT.

Understand how our proprietary AI model works and the architecture behind the signals.

What CaesarDPT is

Human and machine — in that order.

CaesarDPT is an in-house AI architecture specialised in recognising recurring patterns in financial time series. Where conventional models look at individual key figures, CaesarDPT processes entire price histories in context: price, momentum, volatility and market breadth, across markets and asset classes.


Every signal is dated, stored and verifiable. What CaesarDPT said yesterday cannot be rewritten today — our signal history is publicly documented accountability.

No model knows the market completely. CaesarDPT supplies the edge — the human carries the responsibility.

How CaesarDPT spots patterns before the market prices them in.

No magic box, no secret formula: a documented AI system whose signals you can check every day.

01

Signal

CaesarDPT analyses financial time series daily across markets, sectors and asset classes — on the basis of billions of data points from prices, volatility and market structure.

Signal
02

Grouping and combination

Recognised patterns are condensed into scores: which stocks show strength, which market regime applies, which weighting is appropriate — documented so it can be retraced.

Grouping and combination
03

Risk management

The regime governs the exposure — from defensive to overweight. Clear, transparent grounds for a decision. The final decision is always taken by a human.

Risk management

Frequently asked questions

A language model learns which word follows another. A Deep Pattern Transformer learns the same principle on financial time series: which market constellation typically follows another. Instead of words it processes price, volume, fundamental and positioning data, and weights which past situations are relevant to today’s.

See CaesarDPT in a live demo.

Let our technical team show you how it works in detail, and how reliable it has been historically.

Ready to see CaesarDPT live?

Book a no-obligation demo, or simply write to us.

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  • +41 44 260 84 60

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