Innovative solutions to numerical problems
Full Metal Analytics endeavours to use modern technologies and advanced mathematical techniques to solve practical problems in an optimal way.


Latest updates
Website 2.0
29 Jul 2025
We've updated our look. We hope you like it!
The animated background you see (desktop users) is the result of one of our PDE solvers in action running seamlessly in your browser.
And we're off...
27 Sep 2024
Full Metal Analytics officially begins coding.
Products



Risk Management Live
A simple application for managing trading positions, calculating risk sensitivities and pricing financial instruments.
- Optimized numerical algorithms for fast and efficient calculations.
- Integrate your own mathematical models and financial instruments.
- Designed to collaborate seamlessly with AWS or on-premises cloud to persist your data.
- Compatible with major modern browsers (Edge, Firefox, Safari etc) across different operating systems (Windows, Linux, Mac etc).
Automatic Differentiation Live
An educational application for generating automatic differentiation code.
- Generate tangent and adjoint code using Python-like syntax as input.
- Optimize code to reduce unnecessary computational load and achieve hand adjoint speeds.
- Can be used recursively to generate second and higher order derivatives.
- Runs entirely client-side in the browser with no installation required.



A simple application for managing trading positions, calculating risk sensitivities and pricing financial instruments.
- All-in-one browser application engineered for performance and responsiveness.
- Optimized numerical algorithms for fast and efficient calculations.
- Integrate your own mathematical models and financial instruments.
- Includes support for standard models Black-Scholes, Dupire and Heston out of the box.
- Designed to collaborate seamlessly with AWS or on-premises cloud to persist your data.
- Compatable with major modern browsers (Edge, Firefox, Safari etc) across different operating systems (Windows, Linux, Mac etc).



An educational application for generating automatic differentiation code using Python.
- Generate tangent and adjoint code using basic Python syntax as input.
- Takes reduced* Python language functions as input and automatically generates transformed code for function derivatives.
- Runs entirely client-side in the browser with no installation required (all code stays local).
- *Supports basic Python syntax functionality (function def, +, -, *, /, **, sin, cos, tan, exp, log, cdf) with more language features to follow.
- Visualize plottable 2D and 3D functions automatically to give you clear insights into your functions and their sensitivities.
- Can be used recursively to generate higher order derivatives (e.g. you can create code for full Hessian).
- Optimize code to reduce unnecessary computational load and achieve hand adjoint speeds.


An interactive application for solving partial differential equations (PDEs) using advanced mathematical techniques.
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- No installation required, runs entirely in the browser client-side without any third party dependencies. Your code stays yours. We never see it.
- *Supports basic Python syntax functionality (function def, +, -, *, /, **, sin, cos, tan, exp, log, cdf) with more language features to follow.
Fast and responsive plotting functionality allows you to visualise your functions as you generate them.
- Plot 2D and 3D functions automatically to give you clear insights into your sensitivities.
- A
- B


An interactive application for solving optimization problems using popular methods.
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- B
- No installation required, runs entirely in the browser client-side without any third party dependencies. Your code stays yours. We never see it.
- *Supports basic Python syntax functionality (function def, +, -, *, /, **, sin, cos, tan, exp, log, cdf) with more language features to follow.
Fast and responsive plotting functionality allows you to visualise your functions as you generate them.
- Plot 2D and 3D functions automatically to give you clear insights into your sensitivities.
- B
- C

About
Full Metal Analytics is a lean startup focused on developing hardware optimized solutions to technical and numerical problems using the latest technology available.
Founded on a passion for mathematics and coding, we work with a variety of programming languages, technologies and mathematical techniques to solve interesting numerical problems.
Reach out to us to find out how we can work together.
Contact Us
Privacy Policy
Full Metal Analytics takes your data and privacy seriously.
We may process and store information that you provide
to us as part of normal business operations.
By using our website or services, you hereby consent to our Privacy Policy and agree to its terms.
How we collect your data
The hosting provider for fullmetalanalytics.com, Amazon Web Services, collects your ip address for operational use
and as part of their logging system for maintenance. In certain parts of fullmetalanalytics.com, you can enter information into forms
to be submitted to Full Metal Analytics for processing. Any information provided in this way will be stored
securely on the web server owned by Amazon Web Services until it is no longer needed at which point it will be removed.
Full Metal Analytics uses Amazon Web Services to host and deploy certain web services on offer. If you use these services, Amazon Web Services
will collect your ip address in order to carry out provision and as part of their normal service operations.
Additionally, Full Metal Analytics uses Stripe to process payments for services. Your payment details including name, email address, billing address,
payment information and ip address will be collected by Stripe in order to process any transactions.
What we do with your data Any information provided to Full Metal Analytics will be processed by us and will not be shared with third parties without your explicit consent. We do not sell on your information nor do we host advertisements on any website or web services that we provide. Information submitted on any website or web service provided by Full Metal Analytics will be stored securely on the web server owned by Amazon Web Services or Stripe, depending on the respective service employed. We will only use information provided for the purposes of carrying out legitimate business, e.g. contacting you regarding your disclosed interest in our offerings.
Cookies, pixels and other trackers
Full Metal Analytics does not use tracking pixels or any other means to track you while visiting
any website or web service provided by us, however, we use a Java Web Token approach
to handle login and new customer functionality including for reconciliation between payment provider Stripe
and a new service you purchase. This is conducted through a jwt cookie:
Subject to change This privacy policy may be updated or revised from time to time in order to account for unanticipated uses not previously disclosed. If the privacy practices at Full Metal Analytics change at any time, then updates will be posted to fullmetalanalytics.com and you will be notifed if your data is affected giving you the option to opt out.
Contact us If you have any queries regarding your data including erasure, you may reach out to us directly at mailbox@fullmetalanalytics.com.
Version 3 16 Sep 2025