How AIXI have advanced AI to upgrade MRO data and analytics

How AIXI have advanced AI to upgrade MRO data and analytics

Back in April, our Aerospace Tech Review Awards 2025 honoured a range of cutting-edge startups, speakers, and collaborations across the aerospace industry. Most Disruptive Startup went to AIXI, an innovative data and analytics company that is giving aviation MRO data a much-need upgrade.

To learn more, we sat down on video call with AIXI’s CEO, Cameron Byrd. With aviation continuing to depend on legacy systems, AIXI’s data-cleaning AI represents a significant advancement. Information that might previously have been buried in spreadsheets or hidden behind reference numbers can be brought to the fore through AIXI’s industry-specific large-language model (ILM).

It’s impossible to extract reliable information from maintenance data without cleaning it first. That’s where everyone’s failing, and where AIXI focuses.

Byrd believes airlines’ extensive maintenance data backlogs airlines represent an untapped ‘gold mine’ that could be leveraged far more effectively. AIXI’s ILM extracts, cleans, and standardises this data, while additional tools can identify repeat defects by aircraft or by fleet. The startup’s ultimate goal is to provide the aviation industry with strong data foundations, which they can build upon for true prescriptive and predictive maintenance.

With an accuracy rate of over 95%, the AIXI model can review 3,000 records a day and save 15,000 hours of labour. Real-world use cases have demonstrated these high-performance capabilities: AIXI  have been working with Southwest Airlines since 2022, and upon installation immediately freed up five full-time employees.

Southwest also tried to have humans verify the results of the autocoder. And what happened was the autocoder would beat the humans.

AIXI is currently tailored to manage Boeing 737s, but in the future Byrd hopes to refine the ILM so it can be applied to more aircraft records. He also hopes to build an industry-specific chatbot tool, where engineers can input questions on maintenance procedures or the number of delays due to certain causes, and receive accurate answers based on the airline’s data.

When it comes to MRO, AI is a transformative tool that will become essential to the running of the aviation industry. Byrd concludes:

AI is the way to unlock the power of data, because if you know the history of your fleet, you can predict the future of your fleet. 

🎥 Watch the full interview to get the full lowdown on AIXI’s game-changing technology, and why they won Most Disruptive Startup at the ATR Awards 2025.

Questions asked include:

  • Aviation is known for being dependent on legacy tools and methods. What systems have traditionally been used to aggregate MRO data? What are the challenges that come with using these?
  • How is AIXI disrupting this field? Tell me more about your AI-powered solutions and how they are a game-changer for MRO.
  • What are your plans for the future? How would you like to grow your business/develop the product?
  • How do you see use of AI changing aerospace and aviation over the next decade?

Join us at Aerospace Tech Week 2026, where our Startup World Cup will gather the most innovative new businesses from across the industry. 

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