Can this run in air-gapped environments?

Yes — defense fleet deployments routinely run in air-gapped environments with accreditation support.

How do predictions integrate with our CMMS?

We push pre-filled work orders and parts forecasts directly into AMOS, TRAX, SAP PM, and other major CMMS systems.

Aerospace & Defense / Predictive Fleet Health Analytics

Predictive Fleet Health Analytics

We engineer predictive fleet health platforms that ingest FDR, ACMS, and maintenance data to forecast component failures — protecting flight schedules and operator readiness across commercial and defense fleets.

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25%

Reduction in unscheduled groundings

Petabyte+

FDR data processed

Per-tail

Forecast granularity for major components

Trusted by global innovators

Industry Overview

Predictive Fleet Health Analytics: Engineered End-to-End

Aviation generates more sensor data than almost any other industry — and uses less of it than it should. We build the platforms that turn FDR, ACMS, and maintenance data into actionable maintenance and readiness decisions.

Industry Challenges

What Stops Most Teams From Solving This Today

Common friction points we hear from aerospace & defense teams scoping this kind of platform.

FDR Data Drown: Petabytes of FDR data generated daily, most of it unread.
Reactive Maintenance: Components fail in service that should have been caught weeks earlier.
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

Our Engineering Approach

We engineer for the operational reality — not the demo.

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

Production-grade features the platform ships with from day one.

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 weeks ahead of component failure or grounding events.

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

Reference Architecture

How data and decisions flow end-to-end.

Data Ingest

FDR, ACMS, maintenance, and operational data ingested at scale.

Normalization

Data normalized across aircraft types and operators.

Modeling Layer

Per-component health and degradation models with retraining pipelines.

Decision Layer

Maintenance and grounding recommendations feed CMMS.

Apps & Reporting

Operator dashboards and compliance-ready reporting.

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

Quantified outcomes from production deployments.

25%

Fewer unscheduled groundings

Petabyte+

FDR processed

Weeks

Pre-failure warning window

Per-tail

Model granularity

Global Airline Fleet Health

A global airline needed to reduce unscheduled groundings and tighten maintenance scheduling across a multi-aircraft-type fleet.

The platform processes FDR streams across the fleet and reduced unscheduled groundings by 25% — saving tens of millions annually in lost revenue and logistical penalties.

Case Study

Use Cases

Where This Earns Its Keep

Common deployment patterns we see across customers.

Commercial Airline Fleets

Per-tail predictive maintenance for major commercial fleets.

Defense Aircraft Fleets

Readiness analytics and predictive maintenance for defense fleets.

MRO Operations

MRO scheduling and parts forecasting across customer fleets.

Lessor & Asset Management

Lessor-grade asset performance and value analytics.

Insurance & Underwriting

Underwriter-grade fleet risk and incident analytics.

Regulator Reporting

Automated regulatory reporting from a single source of truth.

Integrations

Integrates With Your Existing Stack

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.

Service Organization Control 2

Verified controls for security, availability, and confidentiality of enterprise data systems.

Information Security Management

Adhering to the international gold standard for managing information security risks.

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, ensuring seamless performance whether you're serving ten or ten million.

Accelerated Time-to-Market

Leveraging our suite of internal tools and proven frameworks, we reduce development cycles and get your product to market 40% faster.

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

Predictable, structured delivery from kickoff through long-term ownership.

Discovery & Scoping

We map the existing systems, constraints, and stakeholders to scope a focused 8–12 week first delivery.

Architecture & Pilot

A working slice on a representative environment — proving the data flow end-to-end before scaling.

Production Engineering

Hardened services, observability, access controls, and audit logging go live behind your IAM.

Operate & Iterate

We stay on as the embedded engineering team — closing tickets, tuning models, and shipping new value.

Voices 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 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

"Agnotic combines deep technical expertise with strong domain knowledge. They understand the business context, anticipate challenges, and make collaboration smooth and effective."