AERIS VECTOR INTELLIGENCE

DECISION INTELLIGENCE
FOR AVIATION MAINTENANCE

Where AI Meets the Aircraft.
Governance. Analytics. Precision.

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THE GOVERNANCE GAP

AI is entering aviation maintenance. But without governance, AI is a liability — not an asset.

AVI documented three cases where AI systems provided incorrect maintenance guidance for transport-category aircraft. In one case, AI recommended Skydrol hydraulic fluid for a Dassault Falcon 2000 — an aircraft that uses MIL-PRF-5606 mineral-base fluid. Following that guidance would have destroyed both hydraulic systems on a $20 million aircraft.

The problem isn't AI capability. The problem is that no one is governing how AI interacts with aviation maintenance data — variant-specific procedures, revision-sensitive documentation, and safety-critical decision-making.

AVI bridges that gap.

IDA — INTELLIGENT DECISION ANALYTICS

Your Maintenance Operation Is Generating Data. IDA Turns It Into Decisions.

IDA is AVI's decision intelligence engine. It transforms raw maintenance data into actionable operational insight using regression analysis and Bayesian inference. Most maintenance tracking systems tell you WHAT happened. IDA tells you WHY it happened, WHO caused it, WHAT it will cost, and HOW to prevent it.

PREDICT

IDA identifies which variables drive costly outcomes — training gaps, documentation failures, parts delays — before they become repeat events.

QUANTIFY

Every finding is translated into dollars. Not just what it cost today, but the potential exposure if it remains unresolved. Aviation decisions require dollar-figure clarity.

IMPROVE

Bayesian inference continuously updates confidence levels as more maintenance events are captured. IDA creates a learning system that gets smarter with every data point.

PREP — QES — FACTS — DOC

The governance architecture behind IDA. Every task captured through four phases — creating the structured data that makes intelligent analysis possible.

PHASE 1 PREP — Before the Task
PPreparation: What's the task? What does the AMM say?
RResponsibility & Resources: Who owns it? Tools & data available?
EEnvironment & Efficiency: Workspace safe? Most efficient path?
PProactive Prioritization: What matters most? What could go wrong?
"Prepare your work outside; get everything ready in the field, and after that build your house." — Proverbs 24:27
PHASE 2 QES — During the Task
QQuality: Does the work meet the standard?
EEfficiency: Is time productive or lost to preventable delays?
SSafety: Safety governs every decision. No exceptions.
PHASE 3 FACTS — Risk Control
FFollow Procedures: Eliminates deviation from approved data
AAccountability: Every task has an owner. Every finding has a source.
CCommunication: Prevents assumption errors
TTraining: Right person, right capability, right task
SSituational Awareness: Environment, fatigue, complacency
PHASE 4 DOC — After the Task
DDocumentation: Was it recorded correctly?
OOrganization: Can the next person find what they need?
CCompliance: Does it meet regulatory requirements?

HOW AVI WORKS WITH YOU

FOR MROs & OPERATORS

Facility Governance Assessment

AVI deploys to your facility, assesses your operation using PREP-QES-FACTS-DOC, and delivers a comprehensive governance report. Every finding classified by fault source — mechanic, AMM, OEM, or facility — tagged as gap or violation, with cost exposure quantified in dollars including potential risk for unresolved issues.

Maintenance Services

13 years A&P experience. Dassault Falcon factory trained — 7X, 8X, 2000EX/LXS. Bombardier Challenger 350. CRJ-200. AOG dispatch, contract maintenance, and pre-purchase inspections. Available for direct contract engagements.

QES-FACTS Training

Workshops that train your maintenance team on the PREP-QES-FACTS-DOC methodology. Your mechanics learn structured decision-making that reduces errors, improves documentation, and creates a culture of accountability.

FOR AI & TECHNOLOGY COMPANIES

Aviation Domain Consulting

Your AI platform needs aviation expertise to enter the maintenance market. AVI provides the regulatory knowledge, operational context, and safety validation that your engineering team cannot build from data alone.

AI Safety & Governance Validation

AVI tests your AI system against real-world aviation scenarios — variant-specific procedures, effectivity ranges, revision sensitivity, and safety-critical decision points. We identify where your system fails before your customers do.

Data Architecture Integration

QES-FACTS provides the structured data model your platform is missing — mechanic decision-making, facility operational gaps, training deficiencies, and documentation failures. AVI helps you integrate this governance layer into your existing product.

ABOUT AVI

AVI — Aeris Vector Intelligence — is an aviation decision intelligence company founded by Terron Williams.

With 13 years of A&P experience across AOG dispatch, line maintenance, and heavy checks on Dassault Falcon, Bombardier Challenger, and regional jet platforms, AVI combines hands-on maintenance expertise with systems-level governance architecture.

AVI exists because the aviation maintenance industry generates enormous amounts of data — but almost none of it captures WHY things go wrong, WHO is responsible, or HOW MUCH it actually costs. AVI's IDA engine and QES-FACTS methodology fill that gap, creating the governance layer that both human operations and AI systems require.

FAA A&P CERTIFICATED DASSAULT FALCON FACTORY TRAINED 13 YEARS EXPERIENCE FALCON 7X / 8X CHALLENGER 350 3 AI GOVERNANCE INCIDENTS IDA DECISION ENGINE PREP-QES-FACTS-DOC CREATOR

LET'S CONNECT

Whether you're an MRO looking to reduce operational risk, an AI company entering aviation, or an operator who wants to know where your maintenance dollars are going — AVI has the answer.

Terron Williams
Founder & Principal Consultant
AVI — Aeris Vector Intelligence

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