Recognition

Awards and rankings

Category Leader in adjoint algorithmic differentiation at Chartis Research every year since 2023. 12th in the 2026 Quantitative Analytics 50 with five category awards. Innovation of the Year at the Energy Risk Awards 2026. Everything, newest first, with its source.

2026

  1. · June 2026

    12th in the Quantitative Analytics 50, five category awards

    Ranked 12th of 50 vendors, up from 13th in 2025, in Chartis's annual ranking of quantitative analytics vendors to wholesale banking and the capital markets.

    Ranking report at Chartis ↗
  2. · June 2026

    18th in the Insurance Risk Analytics 50

    Chartis's 2026 ranking of risk analytics vendors serving insurers, published in the STORM 2026 series alongside the Quantitative Analytics 50.

    STORM 2026 series at Chartis ↗
  3. · June 2026

    25th in the BuySide Risk Analytics 50, up from 47th

    Chartis's ranking of risk analytics vendors serving the buy side. MatLogica first appeared at 47th in the April 2026 update and placed 25th in the June ranking.

    STORM 2026 series at Chartis ↗
  4. · May 2026

    Innovation of the Year, technology

    Innovation of the year in the technology category, announced at the Energy Risk USA awards dinner in Houston on 7 May 2026.

    Citation at Risk.net ↗

2025

  1. · 2025

    13th in the Quantitative Analytics 50, five category awards

    Ranked 13th of 50 with an overall score of 70.2. Category awards for Innovation, Adjoint Algorithmic Differentiation, Data-Parallel Programming.

    Ranking report at Chartis ↗
  2. · 2025

    Top 5 Financial Modelling companies and startups in London

    Listed among the top five financial modelling companies in London in F6S's 2025 directory.

    Listing at F6S ↗
  3. · 2025

    11th in Model Portfolios companies and startups

    Listed 11th among model portfolio companies in F6S's 2025 directory.

    Listing at F6S ↗
  4. · 2025

    EuroCC Supercomputing Accelerator Company

    Listed as an accelerator company in the EuroCC supercomputing programme.

    Programme page ↗

2024

  1. · 2024

    Technology Newcomer of the Year

    Risk.net named MatLogica technology newcomer of the year in its Asia Risk Technology Awards 2024.

    Awards page at Risk.net ↗
  2. · 2024

    13th in the Quantitative Analytics 50, Category Leader in AAD

    Ranked 13th of 50 in a ranking-only year, with the category award for Adjoint Algorithmic Differentiation.

    Quantitative Analytics 50 at Chartis ↗
  3. · 2024

    Best AI-Powered Deep Tech Company, UK

    Named Best AI-Powered Deep Tech Company, UK, in Corporate Vision's 2024 awards.

    Winner page ↗
  4. · 2024

    Cross-Platform Code Performance Solutions

    Recognised for cross-platform code performance solutions in the Business Circle Awards 2024.

    Winner page ↗

2023

  1. · 2023

    Shortlisted: FinTech Start-up of the Year

    Shortlisted for FinTech Start-up of the Year at the Banking Tech Awards 2023, run by Informa Connect.

    The shortlist ↗
  2. · May 2023

    10th in the QuantTech50, four category awards

    Chartis's first QuantTech50 ranking, published in the STORM 2023 report: 10th of 50 with an overall score of 66.8, and category awards for Innovation.

    STORM 2023 results at Chartis ↗
  3. · 2023

    Most Innovative Quantitative Analysis Solutions Provider, UK

    Most Innovative Quantitative Analysis Solutions Provider, UK, in SME News's 2023 Finance Awards.

    Winner page ↗
  4. · 2023

    Best Optimisation Task Software Solution

    Best Optimisation Task Software Solution in SME News's 2023 Greater London Enterprise Awards.

    Winner page ↗
  5. · 2023

    Accenture FinTech Innovation Lab London, class of 2023

    Graduate of the Accenture FinTech Innovation Lab London, class of 2023.

    Class of 2023 ↗

2021

  1. · December 2021

    Category Leader, XVA components

    Chartis Research named MatLogica a Category Leader in the XVA components quadrant of its RiskTech100 research.

"MatLogica's suite of tools enables acceleration and scalability in both analytical and quantitative code. The transformational nature of MatLogica's offering is reflected in its top 15 placing in the QuantitativeAnalytics50, alongside several awards for innovation in computational frameworks and code acceleration."

Sid Dash

Chief Researcher at Chartis

What the awards are for

How AADC Works

AADC extracts a computational graph (DAG) from existing analytics at runtime and compiles it to optimised machine code, achieving 100-1000× for Python and 6-100× for C++ with automatic derivatives.

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AADC Integration Guide

Get started with AADC in three steps: code examples, timelines and what to do first. No templates required, minimal code changes, and results in weeks not months.

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Benchmarks

What has been measured, by whom, on which version and hardware, and where the detail is.

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See it on your own models

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Awards FAQ

What awards has MatLogica won for automatic differentiation?

Chartis Research has named MatLogica Category Leader in adjoint algorithmic differentiation every year since its QuantTech50 ranking began in 2023. In the 2026 Quantitative Analytics 50 MatLogica ranked 12th overall with five category awards, placed 18th in the Insurance Risk Analytics 50 and 25th in the BuySide Risk Analytics 50. Energy Risk named MatLogica Innovation of the Year (technology) in 2026, and Risk.net named it Technology Newcomer of the Year in the Asia Risk Technology Awards 2024.

Which financial institutions use MatLogica?

Major Wall Street and global banks run AADC in production, and more than $4 trillion of derivatives are valued with it, for pricing, live risk, XVA and model development.