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open chat to work with fx-1 on your own tasks · fx-1 can make mistakes. not investment advice.
artificial hedge builds frontier financial and mathematical language models — for research, banking, corporate finance and the workflows that connect them.
01 / models
fx-1 is our state-of-the-art frontier model for finance and demanding mathematics, with ~128B active parameters per token. fx-1 lite brings highly capable financial reasoning to economy pricing at 2.4T total and ~49B active.
explore the models02 / evaluations
company-reported fx-1 evaluations across finance, reasoning, research, documents, tool use and autonomous work, kept in their original scales: scores, percentages and Elo ratings.
read the evaluation record03 / access
five proposed monthly tiers from economy to warp+. every tier includes more model usage than it costs, measured as equivalent API usage at the published rates: $10 / $30 per 1m tokens for fx-1, $5 / $15 for fx-1 lite. unused allowance does not roll over.
see pricing04 / dipcatcher
dipcatcher is our state-of-the-art harness for frontier autonomous trading. it is under development; join the waitlist for now. when available, dipcatcher will be bundled free with model subscriptions until the research preview ends on december 12, 2026.
join the dipcatcher waitlisttell us about the financial work. your question goes to our team, and a person replies.
your question reaches the artificial hedge team by email; replies come from people, not from fx-1. privacy
work through financial questions with explicit assumptions, relevant context and a clear line of reasoning.
connect numerical questions with the calculations, units and constraints needed to answer them.
interpret financial documents while keeping reported information distinct from assumptions and conclusions.
plan financial tasks around available tools, defined permissions and the points that require review.
artificial hedge is a company building frontier financial and mathematical language models. our work focuses on the reasoning, evidence and workflows used in finance.
fx-1 is our state-of-the-art frontier model for financial and mathematical work. it has 3.4T total parameters, with ~128B active per token.
we are building for financial research, banking, corporate finance and teams developing financial workflows. the applications on this site describe the tasks guiding our model research.
fx-1 is our state-of-the-art frontier model, with 3.4T total parameters and ~128B active per token. fx-1 lite is a highly capable economy model optimized for finance and mathematics, with 2.4T total parameters and ~49B active per token. per 1m tokens, fx-1 costs $10 for input and $30 for output; fx-1 lite costs $5 for input and $15 for output.
read the result alongside the dataset, model version, evaluation method and conditions. financial question answering, numerical reasoning and workflow execution measure different capabilities. evaluate each model separately on the tasks your workflow requires.
contact us with your use case and evaluation requirements. fx-1 and fx-1 lite usage is priced through monthly subscriptions, with API token rates listed separately. integration and deployment details will be confirmed for the proposed work.
tell us what data your workflow uses and the access, licensing and handling requirements that apply. we will discuss the proposed integration before confirming how the model can be used.
dipcatcher is artificial hedge’s state-of-the-art harness for frontier autonomous trading. it is currently under development and will release soon; join the waitlist for now. when available, it will be bundled free with fx-1 and fx-1 lite subscriptions until the research preview ends on december 12, 2026.