DDA · Deep-Dive-Analytics
A shared-IP XAI interpretation framework, developed with Future Labs, that turns multimodal behavioural signals into operationally meaningful indicators.
MoreAviation human factors & explainable analytics
Aviation human factors, made visible.
AviatePro turns complex behavioural AI outputs into explainable, instructor-focused insight for training organisations.
AI should support instructors, not replace them.
What we do
Human factors expertise for aviation training teams.
AviatePro Services Ltd. is a UK-based aviation human factors and AI interpretation company focused on pilot training, instructor usability and explainable analytics.
XAI interpretation layer · DDA
Interpretation framework for operational usefulness.
AviatePro is developing a shared-IP operational analytics and XAI interpretation framework together with Future Labs. It’s called DDA (Deep-Dive-Analytics).
The work supports a no-code / low-code interpretation environment that helps transform multimodal behavioural signals into operationally meaningful indicators.
- No-code / low-code interpretation environment
- Raw behavioural AI outputs translated into operational indicators
- Signal combination, thresholds, moving averages and logical conditions
- Result matching and multi-session indicator refinement
- Rapid testing and tuning across simulator sessions
- Designed for explainability and future multimodal integration
Indicator logic can be visually built, tuned and tested without traditional coding.
Simvidence, as instructors use it.
AviatePro developed Simvidence to support structured human-factors data collection in simulator training, and to make time-aligned session evidence available for disciplined instructor review and research.
It is in use in aviation training today, and we are exploring applications beyond aviation.
Research
The Wunderlich Project.
AviatePro also initiated the Wunderlich Project, a long-horizon effort to establish comparable, carefully bounded evidence across aviation training.
Simvidence provides the data-capture and review environment that supports this work in practice.
Aviation project experience
Operational interpretation shaped by simulator review work.
Since 2024, AviatePro has contributed to operational human factors logic, behavioural interpretation methodology, instructor workflow design and AI-supported debrief support, without positioning AI as an automated assessment authority.
The team has spent thousands of hours analysing simulator-session video recordings, AI behavioural outputs, pilot soft skills, crew dynamics and multimodal human factors patterns while developing interpretation and explainability layers designed for operational use.
- Operational human factors logic
- Instructor workflow design
- Behavioural interpretation methodology
- Simulator-session review workflows
- AI-supported debrief support
- Training analytics concepts
- Operational explainability
Coaching & advisory
Selective advisory support for aviation leaders and training organisations.
AviatePro continues to provide selective coaching and advisory services, while an increasing focus is placed on operational human factors analytics and AI-supported aviation systems.
- Executive coaching
- Aviation coaching
- Human factors advisory
- Instructor-facing workflow consulting
- Aviation AI strategy
- Debrief optimisation
About
A multidisciplinary team behind the work.
AviatePro brings human factors specialists, aviation instructors and pilots, data and AI specialists, and software and hardware engineers together on one problem: making what happens in simulator training visible and usable for the people who teach.
Human factors & coaching
Operational human factors, debrief design, and executive and aviation coaching.
Instructors & pilots
Instructing and flying experience that keeps the work tied to how simulator training is actually run.
Interpretation
Behavioural AI outputs, indicator logic and the explainable interpretation layer, DDA.
Software & hardware
The Simvidence application, its capture hardware and on-site installation.
Leadership
Krisztian Makai, MRAeS
Aviation Human Factors & Training Lead
Executive coach since 2013, working almost exclusively with aviation professionals since 2016.
Focus areas
- Evidence-Based Training (EBT)
- Simulator training environments
- Instructor-led debriefing
- Operational human factors
- Multimodal behavioural analytics
- Human-in-the-loop interpretation
Alongside the team: our development and validation partners
Simnest GroupSimulator manufacturer and validation partner. Simnest uses the live Simvidence system with its Pilot Academy, contributes operating context to the Wunderlich Project, and is co-developing a telemetry layer for Simvidence with AviatePro.
Future LabsTechnology development partner. DDA is developed together under shared IP, and Future Labs supports Simvidence in building its hardware environment.
Contact
Discuss aviation human factors and AI interpretation work.
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