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Commercial Airline Fleets
Per-tail predictive maintenance for major commercial fleets.
Aerospace & Defense / Predictive Fleet Health Analytics
Predictive Fleet Health Analytics
Maintenance teams often find a failing component only after it grounds an aircraft, while the flight data that could have warned them sits unread. Agnotic Technologies builds predictive fleet health analytics that read flight recorder, ACMS and maintenance data, forecast component failures and send the findings into your maintenance system.
Per-tail
Forecasts for each aircraft and major component
FDR + ACMS
Flight and health monitoring data in one pipeline
CMMS
Findings sent as planned work orders
Trusted by global innovators
Industry Overview
What is predictive fleet health analytics?
Predictive fleet health analytics is software that reads flight recorder, aircraft health monitoring and maintenance data for every tail in a fleet and forecasts which components are likely to fail. Agnotic builds these platforms for airlines, MROs and defense operators, so findings become planned maintenance tasks instead of unscheduled groundings.
Industry Challenges
Why does fleet data go unused?
Problems maintenance and reliability teams raise when they scope fleet health analytics.
Unread Flight Data: Recorders and health monitoring systems capture far more data than teams have time to review.
Reactive Maintenance: Components fail in service when earlier signs in the data could have flagged them.
Fleet-Wide Variability: Different operators and tails generate different patterns, one-size-fits-all models miss.
Compliance Overhead: AS9100 and defense compliance create heavy documentation requirements.
Our Approach
How does Agnotic build it?
Engineering choices for fleet data that maintenance planners will act on.
FDR-Native Pipelines
Streaming and batch FDR ingestion with normalization across aircraft types.
Per-Tail Models
Component models tuned per aircraft tail and operating environment.
Compliance-Ready Reporting
AS9100 and defense-aligned reporting and evidence packs built in.
Capabilities
What we build
Modules we build into predictive analytics platforms for aircraft fleets.
FDR & ACMS Ingestion
Streaming and batch FDR ingestion across major aircraft types.
Component Health Models
Per-component health and degradation models with confidence bounds.
Pre-Grounding Alerts
Early warning before a component failure or grounding event, with the evidence behind each alert.
Maintenance Optimization
Optimize C-check and D-check scheduling against fleet utilization.
Fleet Comparison
Cross-tail and cross-fleet comparison for benchmarking and outliers.
Spare Parts Forecasting
Forecast spare parts demand based on fleet health predictions.
Compliance Reporting
AS9100 and defense-aligned reporting from one source of truth.
Operator Dashboards
Per-tail and per-fleet dashboards for ops, maintenance, and exec teams.
How It Works
How does flight data become a work order?
From recorder download to a planned task in your maintenance system.
Data Ingest
FDR, ACMS, maintenance, and operational data ingested at scale.
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Normalization
Data normalized across aircraft types and operators.
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Modeling Layer
Per-component health and degradation models with retraining pipelines.
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Decision Layer
Maintenance and grounding recommendations feed CMMS.
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Apps & Reporting
Operator dashboards and compliance-ready reporting.
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Engineering Stack
Technology stack
A pragmatic stack chosen for reliability, speed, and ease of operation.
Data Platform
Apache IcebergSparkDuckDBTrino
ML
PyTorchscikit-learnMLflow
Backend
PythonGoPostgreSQLKafka
Apps
Next.jsReactTailwind
CMMS
AMOSTRAXSAP PM
Compliance
AS9100ISO 9001ISO 27001
Measured Impact
What should fleet health analytics measure?
Measures we build reporting around, agreed with you before launch.
Groundings
Unscheduled removals and grounding events per period
Lead time
Warning time between a finding and the failure it predicted
Precision
Alerts that led to a confirmed finding
Per-tail
Model coverage across tails and components
Use Cases
Which fleets do we build for?
Operators and teams that use fleet health analytics.
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Defense Aircraft Fleets
Readiness analytics and predictive maintenance for defense fleets.
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MRO Operations
MRO scheduling and parts forecasting across customer fleets.
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Lessor & Asset Management
Lessor-grade asset performance and value analytics.
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Insurance & Underwriting
Underwriter-grade fleet risk and incident analytics.
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Regulator Reporting
Automated regulatory reporting from a single source of truth.
Integrations
Which systems does it connect to?
We connect to the systems your teams already know.
CMMS
AMOSTRAXSAP PM
OEM
Boeing AnalytXAirbus SkywiseGE Digital
Compliance-First Development Services Backed by Global Standards
We build secure, scalable products designed for privacy, interoperability, and regulatory readiness from day one across every sector we serve.
Quality Management Systems
Ensuring consistent quality in software delivery and operational process optimization.
Our Edge
Why Global Leaders Choose Us
We combine deep technical expertise with industry-specific knowledge to deliver solutions that aren't just functional, but transformational.
Enterprise-Grade Security
We implement rigorous security protocols and compliance standards (HIPAA, GDPR, SOC2) across all industrial solutions to protect sensitive data.
High-Performance Scaling
Our architectures are built to handle massive data loads and user bases, keeping performance steady whether you're serving ten or ten million.
Accelerated Time-to-Market
Using our suite of internal tools and proven frameworks, we cut setup work so your first release reaches users sooner.
Embedded AI Integration
Beyond simple wrappers, we build deep-learning integrations and predictive analytics directly into the core of your industry-specific workflows.
Engagement Model
How does an engagement work?
A scoping call, a fixed-scope first release, then scale and support.
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Scoping call
We map your aircraft types, data sources, maintenance system and where the platform must run.
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Fixed-scope first release
One component family on one aircraft type, from data ingestion to a reviewed alert.
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More components and fleets
Further components, aircraft types and fleets added on the same data model.
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Scale and support
Our team retrains models, maintains pipelines and supports the platform as the fleet changes.
Facts and sources
Which rules shape fleet health data?
Short facts we design around, each linked to its primary source. The FAA rules apply to Part 121 airlines; defense programs add their own contract and security requirements.
Under 14 CFR 121.373, each certificate holder must establish and maintain a system for the continuing analysis and surveillance of the performance and effectiveness of its inspection and maintenance programs, and for correcting any deficiency in them.
Source: 14 CFR 121.373 (eCFR)14 CFR 121.703 requires certificate holders to report specified failures, malfunctions and defects, and each report must identify the part and system involved, the apparent cause and whether the aircraft was grounded.
Source: 14 CFR 121.703 (eCFR)14 CFR 121.344 requires turbine-engine transport category airplanes operated under Part 121, with stated exceptions, to carry approved digital flight data recorders with a method of readily retrieving the data, and lists the parameters they must record.
Source: 14 CFR 121.344 (eCFR)NIST SP 800-171 Rev. 3 gives recommended security requirements for protecting the confidentiality of Controlled Unclassified Information (CUI) when it resides in nonfederal systems and organizations.
Source: NIST SP 800-171 Rev. 3 (NIST CSRC)
Voice of success
We don't just build products; we forge lasting partnerships. See how we've helped industry leaders transform their vision into technical reality.
“I can clearly see how Agnotic has a unique way of handling end-to-end development. They are always active on quick chat and provide support quickly.”
Aaron Phelan
Founder, Benchmark
“Agnotic combines deep technical expertise with strong domain knowledge. They understand the business context, anticipate challenges, and make collaboration smooth and effective.”
John Pasmore
Founder, Latimer
“Agnotic is the best technical team we evaluated. Their engineering excellence made our work dramatically easier and allowed us to stay focused on what matters most for maternal care outcomes. They took full ownership of the technical execution, and we are always happy to continue working together.”
Kim Smith
Founder, My Lauren
Related pages
Where to go next
The wider aerospace and defense software we build around fleet health data.
Aerospace and defense software development
Simulation, maintenance and fleet data software for aerospace and defense teams.
More in Aerospace & Defense
More Aerospace & Defense Solutions
Explore other production-grade engineering platforms we deliver across aerospace & defense.
Cross-Industry Reach
The Same Engineering Patterns, Across Other Industries
The technical patterns behind this platform translate naturally into adjacent verticals.
Frequently Asked Questions
We build ingestion per aircraft type, mapping each recorder data frame and health monitoring report into one data model. The effort depends on how many types and data formats your fleet has, which we confirm during scoping.
Yes. We can design the platform to run in an air-gapped or on-premises environment, with model updates moved in through your approved transfer process.
We push pre-filled work orders and parts forecasts into AMOS, TRAX, SAP PM or the maintenance system you run, so planners review findings where they already plan work.
It depends on how many aircraft types and data formats you have, how much failure history exists to train models on, which maintenance and parts systems must connect and where the platform has to run. We agree the first release on the scoping call and plan from there.
Yes. It reads from your flight data download process, health monitoring feeds, maintenance records and parts data, and writes findings back to your maintenance system, so planners keep the tools they know.
Yes. A first release covers one workflow, such as one component family on one aircraft type, from flight data ingestion to an alert a planner reviews. More components, types and fleets follow once planners trust those alerts.
An OEM or vendor analytics service can be enough for a single-type fleet. A custom platform makes sense when you fly mixed fleets, need models tuned to your operating environment or must keep data inside your own environment. Agnotic builds that platform for you.
AI tools help our engineers draft code and tests, but a person reviews every change, and it passes the same automated tests and security checks as any other code. Which tools may see your code or data is agreed with you at the start.
Industries