Our AI Forecasting Model for Cryptocurrencies

Philipp Duringer
by Philipp DuringerLast updated:

Our cryptocurrency forecasts are generated automatically using artificial intelligence (AI). For the sake of transparency, we’d like to explain the underlying model and how it works. Please note that these forecasts are entirely experimental and should never be considered investment advice or a recommendation to buy or sell.

Key Takeaways

  • Our forecasting model uses artificial intelligence (AI) and is powered by Claude Haiku 4.5 from Anthropic, a modern AI model specialized in data analysis. Despite this advanced technology, it should be viewed strictly as an experiment, and none of our content constitutes financial or investment advice.

  • Forecasts found online, whether produced by humans or AI models, should never serve as the sole basis for investment decisions. Always conduct your own research and be aware of how volatile and risky cryptocurrency investments can be.

  • Mathematical models are inherently limited and should be treated with great caution, as they cannot account for unforeseen events. A forecast based on historical data is a bit like driving a car while only looking in the rear-view mirror.

Kursentwicklung von Kryptowährungen

How the prediction model works

To generate our cryptocurrency price predictions automatically, we use artificial intelligence (“AI”). At its core, our prediction model is based on historical price data for each cryptocurrency (for example, daily open and close values).

The model is then refined through internal calculations and plausibility checks to better reflect typical market dynamics such as volatility, trend phases, and momentum.

Prediction scenarios

Because crypto markets can be highly volatile and external factors (such as macroeconomic conditions, news, market sentiment, or regulatory changes) are not reliably predictable, our AI model generates three different scenarios:

  • Pessimistic: a more defensive scenario with potentially significant pullbacks

  • Average: a baseline scenario reflecting typical market phases

  • Optimistic: a more optimistic scenario with stronger upside phases

Important Disclaimer: Never use the data from our forecasting model as the basis for making investment decisions. It’s simply impossible for either humans or computers to produce a reliable prediction of financial market behavior. Consider this purely an experimental tool—not investment advice.

Alongside our experimental, automatically generated predictions, our prediction dashboards provide additional metrics and data points to support your broader analysis of a cryptocurrency.

Example: Bitcoin prediction

Future Development

As rapidly as the crypto markets evolve, so do AI models. We continuously experiment with this emerging technology and strive to improve our forecasting models, dashboards, and data points.

We firmly believe that powerful AI systems will increasingly shape forecasting models for financial assets like stocks, commodities, and cryptocurrencies. The remarkable ability of these models to process vast amounts of data and detect anomalies will play a central role in their future relevance.

About the author

Philipp Duringer

Hi, I'm Philipp. 👋

Founder coinbird.com

With over 15 years of experience in the IT sector, I love building easy-to-use digital products that actually help people. In 2017, I fell down the Bitcoin rabbit hole and gradually realized that the crypto world lacked simple, user-friendly tools for everyday people. That’s why I created coinbird.com – to make crypto easier to understand, more accessible, and transparent.

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