SystemMaintenance & Engineering

Aircraft Reliability Program

A reliability program where every alert reaches the board with its cause, a fix and a 90-day test — and you work it by asking the agents

Every breach reaches the board with evidence and a fix; every fix is checked at 90 days.

See one case, screen by screen ↓
demo312rate linesand 1,148 part numbers analyzed against their alert levels the night September's data closed
demo26 of 30pilot reportsbehind the A321neo pack-valve alert traced to one serial lot, every one cited
target100%of board actions measured against their success test at 90 days
target2daysfrom month close to a board-ready agenda, not about nine working days
In short

What is Aircraft Reliability Program?

An aircraft reliability program, often called a maintenance reliability program, is how an airline watches whether its maintenance program works: it tracks PIREP rates, removals and delays by fleet and ATA chapter against alert levels, investigates breaches, and takes corrective action through a Reliability Review Board. Aircraft Reliability Program is reliability program software in which seven agents run the monthly analysis, find the cause behind each alert with cited evidence, draft the board's agenda and corrective actions, and check each fix at 90 days, while the board decides and the Director of Quality signs.

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Updated

The problem

Why an aircraft reliability program still eats the first half of every month

An aircraft reliability program is how a Part 121 carrier shows its maintenance program works: the continuing analysis and surveillance system (CASS) of 14 CFR 121.373 and, for reliability-controlled intervals, the reliability program methods of AC 120-17B. Every month a reliability engineer pulls PIREPs, mechanic reports, unscheduled removals, shop teardown reports, technical delays, deferrals and flight hours into a workbook, computes hundreds of rates by fleet and ATA chapter against their alert levels, and builds the board pack in slides by hand.

The risk sits in what the spreadsheet cannot see. A pack fault coded to the wrong chapter hides a valve problem in another line. An alert says ATA 21-51 is high on the A321neo, not that the valves come from one serial lot. An alert that is really one tail sends the fleet on an inspection it does not need. And last quarter's corrective action is closed when the work is done, not when the rate comes down — so nobody knows whether the fix worked.

typical$100a minutedirect operating cost of an aircraft block minute for US passenger airlines in 2024 — what a repeat defect's delays keep costing
demo486delay minutesin one quarter from one lot of pack valves on one fleet
demo1 of 2fixesfrom last quarter's board that actually brought the rate down
Where a reliability engineer's working days go each monthestimated
By hand9 days
With the solution1.6 days
  • Pulling exports from the M&E, ops and utilization systems2 → 0.1 d
  • Fixing ATA coding, duplicates and missing flight hours1.5 → 0.3 d
  • Computing rates and MTBUR against alert levels1.5 → 0.1 d
  • Reading reports and teardowns to find each alert's cause2 → 0.5 d
  • Building the board pack and drafting actions1.5 → 0.5 d
  • Chasing last quarter's actions and their results0.5 → 0.1 d

Estimated split of about nine working days from data close to a board-ready agenda, by spreadsheet and with the solution.

How it works

How a month becomes a board decision

Seven agents run the month's analysis, find the cause behind each alert, check each other and draft the board's agenda; the board decides.

What comes in
Sources inM&E · ops · vendors · PIREPs, removals, teardowns, delays, flight hours
Agents at work
Data agentcollects · re-codes
Analysis agentrates vs alert levels
Then
Check agentrecomputes alone
Evidence agentfinds the cause
Then
Corrective action agentoptions + success test
Then
Board secretary agentagenda · minutes · FAA report
Check-back agentdid it work?
A person decides
Reliability Review Boarddecides each item with a reason code; the chair signs
What comes out
Board agenda with cited evidence
Actions with success tests
Signed FAA report
One case, step by step

One month of the reliability program, from data close to a signed decision

Corvane Airways flies 300 aircraft in ten fleets. September's data closed at 23:58 on Tuesday, October 13, and the Reliability Review Board meets on Tuesday, October 20. Here is how the reliability engineer works the month with the agents — what they did on their own, what she asked, what the board decided — screen by screen, in the working solution.

  1. 01Thursday morning

    The month's analysis is already done

    Lena Hartmann · Reliability engineer, board secretary

    Lena opens a home screen with three numbers: 7 items on October's agenda, technical dispatch reliability of 99.12% for September with the A321neo at 98.71% against its 99.05% target, and 1 of last quarter's 2 actions that worked. Under them, four things that need her, in order, and three notes from the agents' overnight run, each with its citation and a next step.

    Board secretary agent: “From September's 2,418 pilot reports and 1,312 removals I drafted October's agenda: 4 alert breaches, 2 check-backs, 1 interval change.”

  2. 02Overnight

    Seven agents ran the month while she slept

    The agents

    At data close the data agent collected September from five systems: 2,418 PIREPs, 1,176 mechanic reports, 1,312 removals, 391 shop reports, 462 delays and 21 cancellations. It proposed 61 ATA re-codes from the report text, merged 27 duplicate write-ups and filled 3 days of A220 flight hours from aircraft OOOI messages. Then the analysis agent computed 312 lines and 1,148 part numbers, the check agent recomputed every one, the evidence and corrective action agents worked the breaches, and the board secretary agent had the agenda and the FAA report drafted by 05:00. Lena approved the 8 re-codes that touched agenda lines, with a reason code; 53 wait for her.

    “People in the loop: re-codes need the reliability engineer; the agenda goes to members only when the secretary sends it; nothing reaches the FAA without the Director of Quality's signature.”

  3. 03The agenda

    “Pack valves on the A321neo are failing more often than they should”

    Board secretary agent

    Item 1 reads as one plain sentence. Pilot reports on the ATA 21-51 pack flow control valve reached 0.84 per 1,000 flight hours, against an alert level of 0.62 — the 2025 mean of 0.38 plus two standard deviations. It is the second month above the alert level and the first above the 0.74 upper limit. A 21-month chart shows the rate against the mean, alert and upper lines, and the agents' notes sit beside it.

    Evidence agent: “Lot FC-24 explains the alert: 26 of 30 reports and 8 of 11 removals; 6 of 7 teardowns found the same shaft-bearing wear.”

  4. 04One click

    Every line of evidence opens its source

    Evidence agent

    Under the chart the evidence is folded: 30 pilot reports, 11 unscheduled removals with a valve MTBUR (mean time between unscheduled removals) of 7,870 FH against a 9,000 FH floor, 7 shop findings and 16 delays and deferrals — 9 delays of 486 minutes, a cancellation and 6 one-pack deferrals. Lena opens teardown report TR-26-0909 for valve FC24-0603, removed from N441CV: butterfly shaft bearing wear, early stage, with intermittent binding below −20 °C.

    The evidence agent never states a cause without a quoted source.

  5. 05She asks

    She asks: “Why 9 tails and not all 44?”

    Lena Hartmann · Reliability engineer, board secretary

    The corrective action agent drafted three options: replace the FC-24 valve on the 9 tails that still carry one, under warranty and vendor bulletin 3291478-21-012; replace on failure only; or replace all 88 valves. Lena asks the agents why 9. The evidence agent answers that lot FC-24 filled 17 valve positions on 14 tails, 8 have already been removed, and the other 79 valves run at 0.09 per 1,000 FH, below the 2025 mean.

    “Answers cite their source; nothing is approved or sent until a person says so.”

  6. 06The full analysis

    The pattern behind the alert, by serial lot

    Victor Osei · Manager, Fleet Engineering

    Victor wants serial numbers, not an alert. The full analysis shows how the rate was computed — 12 reports on 14,286 flight hours — and the check agent's own recompute of 0.840. By serial lot, 26 of the 30 reports fall on FC-24, which filled only 17 of the 88 positions. The 9 tails in the proposal are listed, with the three that had two September reports each marked.

  7. 07Before the board sees it

    An alert that is really one aircraft

    Check agent

    The check agent recomputed all 312 lines from the raw tech log without seeing the first answer, and agreed on 311. On the last it challenged the draft: the 737-800 nose-wheel steering rate of 0.54 against an alert level of 0.45 comes from 5 of 9 reports on one tail, N517CV, “shimmy on taxi”. Without that tail the fleet is at 0.24. Version 1 of the agenda went to members with the challenge open; on Thursday morning Grace Liang confirmed N517CV is a repeat defect, and the corrective action agent replaced the fleet inspection with a tail-level action, keeping the first draft as option B.

    The check agent never edits a draft itself; a person confirms its challenge before the proposal changes.

  8. 0890 days on

    One fix worked. One did not.

    Check-back agent

    Every action carries a success test written when the board approved it. The 777-300ER bleed valve fix met its test: 0.38 in August and 0.32 in September, below the 0.58 alert level. The A320 forward cargo door fix did not: 0.47 against 0.30. The seals were serviceable; the sensor bracket was loose on 8 of 11 doors. The agent escalated it to Marcus Bell, the Director of Quality, and drafted a second-level action.

    The check-back agent never closes an action; a failed one goes to the Director of Quality.

  9. 09Tuesday, October 20

    The board approves with a change; Lena records and signs

    Lena Hartmann · Reliability engineer, board secretary

    Members pre-voted. Victor: “Agree with A. Arden confirmed exchange stock for 9 units.” Grace Liang, Director of Line Maintenance, asked for the three tails with two September reports first. In the meeting, with the chair and 4 voting members present for a quorum, Lena records the decision: approved with a change — N431CV, N433CV and N438CV within 14 days, the other 6 within 60 — a 90-day check-back at the January 19, 2027 board, owner Victor Osei, reason code D2, and her e-signature.

    The board secretary agent never records a decision a person did not make.

  10. 10At the close

    Minutes, actions and the FAA report, from the same record

    Board secretary agent and Marcus Bell

    Seven decisions in one meeting. The board secretary agent writes the minutes — attendance, quorum, each decision with its reason code and action — and creates CA-2610-01 for Victor Osei, due December 14, 2026, with the 9 tails and proposed DEN overnights in Elena Kowalski's planning queue; N431CV, N433CV and N438CV are marked within 14 days. The monthly reliability report for the FAA principal maintenance inspector moves to version 3 with the board's decisions, for Marcus Bell to sign.

    Nothing reaches the FAA without the Director of Quality's signature.

Who it’s for

Built for everyone who sits on the Reliability Review Board.

The same month of the reliability program, seen by four of the people who carry it — what it looked like by spreadsheet, and what it looks like now.

LH
Lena HartmannSenior Reliability Engineer · secretary of the Reliability Review Board
Reliability engineer
Before
Spends the first two weeks of the month pulling exports into a workbook of 312 rate lines, then builds the board pack in slides — ten days making the numbers, ten minutes on what they mean.
Now
Starts from a drafted agenda with every breach explained and cited; approves re-codes in bulk, asks the agents what she needs, and records each decision with a reason code.
MB
Marcus BellDirector of Quality / Continuing Airworthiness · chairs the board, owns CASS
Board chair
Before
Signs the monthly report to the FAA and every interval change, and has to take on trust that last quarter's fixes worked.
Now
Sees the evidence behind each alert, gets failed fixes escalated to him with a second-level action drafted, and signs a report where every number links to its record.
VO
Victor OseiManager, Fleet Engineering (A320 family)
Fleet engineering
Before
Gets an alert that a chapter is high and has to dig through tech logs and teardown PDFs to find which parts.
Now
Gets the serial lot, the 9 tails and the teardown finding, owns the action with its success test, and knows when it will be measured.
EK
Elena KowalskiMaintenance Planner, DEN · board member for planning
Maintenance planning
Before
Learns about an approved campaign from the minutes, weeks later, and has to work out the tails and the window herself.
Now
Gets the tail list with proposed overnights from the planning system, the three that come first within 14 days marked, and books the nights herself.
Built on the engine

7 agents. Each with one job, and hard limits.

Seven agents run the month's analysis, find the cause behind each alert, check each other and draft the board's agenda; the board decides.

Data agent

Pulls the month's PIREPs, mechanic reports, removals, teardown reports, delays and flight hours from the M&E, ops and utilization systems; re-codes miscoded reports from their text; merges duplicates; fills gaps from aircraft messages.

  • Never changes a source record
  • A re-code counts only when the reliability engineer approves it
Analysis agent

Computes rates per 1,000 flight hours by fleet and ATA chapter-section, component MTBUR and technical dispatch reliability, and compares each with its alert level by the program's rules.

  • Never sets or changes an alert level
  • Never hides a line
Evidence agent

For each breach, reads the pilot reports, removal records, teardown PDFs, delays and deferrals, finds the pattern — a serial lot, a tail, a station, a flight phase — and cites every passage.

  • Never states a cause without a quoted source
Corrective action agent

Drafts options with cost, owner, window and a measurable success test, from vendor bulletins, past actions, warranty terms and the planning calendar.

  • Never approves, orders parts or books a slot
Check agent

Recomputes every number on its own from the raw records and challenges weak items — an alert that is one tail, a sample too small to call a trend.

  • Never sees the first answer before it finishes
  • Never edits a draft itself; its challenge goes to the engineer
Check-back agent

Measures each approved action against its success test at its check-back and proposes close, extend or escalate.

  • Never closes an action
  • Escalates a failed action to the Director of Quality
Board secretary agent

Writes the agenda, the minutes and the actions from the recorded decisions, the monthly reliability report for the FAA and interval-change letters.

  • Never signs or sends anything to the FAA
  • Never records a decision a person did not make
Reliability Review Board

The engineer approves re-codes; members pre-vote and decide; the chair signs the minutes and the FAA report. The agents propose; a named person decides.

Ask in plain words

Work the reliability program by asking the agents

Beside every agenda item and every screen, ask about the month, a line or a proposal. Every answer cites its source, and nothing is approved or sent until a person says so.

Why 9 tails and not all 44?

Because the problem is one serial lot. Lot FC-24 was fitted in 17 valve positions on 14 tails; 8 of those valves have already been removed, so 9 remain, one each on N427CV, N429CV, N431CV, N433CV, N436CV, N438CV, N440CV, N441CV and N443CV. The other 79 valves run at 0.09 per 1,000 FH, below the 2025 mean.

What did the teardowns find?

6 of the 7 returned valves had butterfly shaft bearing wear with binding below −20 °C; one was no fault found. That matches the pattern in the reports: most faults in climb or cruise, when the valve is cold.

What does it cost us if we wait?

In Q3 this line caused 9 delays, 486 minutes and one cancellation — about $48,600 in delay minutes at roughly $100 a minute, before the cancellation — and six one-pack deferrals that cap the flight at FL315. The exchange itself is free under warranty.

Draft the change Grace asked for

Done: option A now starts with N431CV, N433CV and N438CV within 14 days (first overnights Oct 22, 23 and 26), then the other 6 within 60 days. The success test is unchanged. It stays a draft until the board decides.

Every screen

The working solution, as it ships.

13 screens from the working solution, on its sample data. Pick one to see it large.

TodayThe reliability engineer's home: the agenda count, technical dispatch reliability against target, last quarter's check-backs, what needs her, what the agents did overnight and a box to ask them.
The monthly reliability analysis runHow the agents built the month's aircraft reliability analysis: eight stages from data close to a drafted agenda and FAA report, each with its counts, time and what it found, and where people stay in the loop.
The Reliability Review Board agendaEach alert breach in plain words, its PIREP rate per 1,000 flight hours against the alert level and upper limit over 21 months, and the agents' cited notes beside it.
Evidence with its sourceShop findings folded under the agenda item; a citation opens the vendor teardown report with the finding marked.
Ask the agentsThe reliability engineer's question about an alert answered beside the agenda item, with the serial lot, the tails and the rate outside the lot cited.
The full aircraft reliability analysisHow the rate was computed and independently recomputed, the pattern behind the alert by serial lot, tail, station and flight phase, and the tails in the proposal.
The check agent's challengeA fleet alert shown to be one aircraft, the rate without that tail, and the proposal changed to a repeat-defect action once line maintenance confirmed the challenge — with the first draft kept as option B.
Did last quarter's actions work?Each corrective action's success test measured at its check-back, before and after the fix, with the agent's verdict and close, extend or escalate.
Record the board's decisionApprove as drafted, approve with a change, defer or reject; the check-back, owner, reason code and the secretary's e-signature.
A corrective action for planningThe new action with owner, due date, check-back and success test, and the tail list with proposed overnights for the maintenance planner to book.
The monthly reliability report for the FAAThe monthly reliability report for the FAA: technical dispatch reliability by fleet, lines in alert, the board's actions, check-backs, interval changes and data quality, with its versions, a box to ask what changed and when it is due, and Sign and send for the Director of Quality.
Maintenance interval escalationA maintenance interval escalation package with 24 months of task findings, the chapter rate against its alert level, the check agent's risk note, the sign-off chain to the FAA inspector, and a box to ask the agents why six tails stay at the old interval.
Reliability alert level rulesHow a line goes into alert: the alert level and upper limit in standard deviations, months above, minimum sample, provisional levels for new fleets and the component MTBUR floor — changes signed by the chair.
Governance

Built for a reliability program the FAA can audit: cited, signed, on the record.

Every number cites its recordEach rate, removal, teardown finding and delay links to the record it came from, every agent statement carries its citations, and the evidence pack for any agenda item exports in one file.
A second agent recomputes everythingThe check agent recomputes every rate line on its own from the raw records, without seeing the first answer, and challenges one-tail alerts and small samples before the board reads the agenda.
People decide, with a reason code and an e-signatureThe reliability engineer approves re-codes; the board decides each item and the secretary records it with a reason code; the chair signs the minutes, the FAA report and any rule change.
What the agents may never doThey never change a source record, set an alert level, approve or close an action, book a hangar slot, order a part, or sign or send anything to the FAA.
Interval changes go through the chainA reliability-controlled interval moves only on evidence: 24 months, no findings beyond limits, the chapter rate below its alert level. The board recommends, the Director of Quality approves, and under the airline's own program manual the FAA principal maintenance inspector is told before the change takes effect.
A hash-chained audit trailEvery agent step and every human decision is logged with who, what and when, and each entry is chained to the one before it, so an entry cannot be changed without breaking the chain. Auditors can ask the record a question, such as why an agenda item changed or whether anything has gone to the FAA, and get a cited answer.
Configuration

Your Reliability Program Manual, not ours

The alert rules, the board and the agents' modes are settings. A change to an alert rule changes every line, so it is a proposal the chair signs, kept with its reason.

SettingDefaultChoose from
Alert levelPrevious calendar year's mean plus 2 standard deviations1.5 · 2 · 2.5 · 3 standard deviations
Upper limit (one month above it is an alert)3 standard deviations2.5 · 3 standard deviations
Consecutive months above the alert level21 · 2 · 3
Minimum sample, below which a line is flagged small5 eventsA number of events you set
Fleets with under 12 months of dataProvisional level from the previous operator's recordsProvisional level from the previous operator's records · No alert level until 12 months
Component MTBUR floorPrevious year's MTBUR minus 2σ, or the vendor's guaranteed MTBUR if higherSet per part number
Check-back, chosen when the board decides90 days after approval60 · 90 · 120 days
Agent modePropose only for the corrective action, check, check-back and board secretary agentsActs, then reports · Propose only — set per agent
Connections

Works with the systems a reliability program already runs on

M&E systemPIREPs, mechanic reports, removals, task cards and part configuration
Operations systemtechnical delays, cancellations and delay codes
Utilization feedsflight hours and cycles by tail, gaps filled from aircraft messages and flagged
Vendor teardown mailboxshop teardown reports (PDF) from component vendors, read on arrival
Vendor bulletin librarycomponent service bulletins and service letters
Planning systemovernight availability; work packages drafted only, booked by the planner
What it changes

The difference, in numbers.

Every figure is labelled: a target the solution is built to, an estimate, a typical published result, or a proven one.

target
100%
of board actions measured against their success test at 90 days
typical
$100/min
direct cost of a technical delay that a repeat defect keeps causing
Q3 pack-valve delays486 min
After the 9-tail fixtarget 0
target
2days
from month close to a board-ready agenda, not about nine working days
By spreadsheet≈ 9 working days
With agents2 days

“demo” = seen in the working solution, on its sample data · “target” = the design goal, measured in the live solution · “estimated” = our estimate · “typical” = published figures (Airlines for America, U.S. passenger carrier delay costs — $100.76 per aircraft block minute in 2024). Regulations named as context: 14 CFR 121.373 (continuing analysis and surveillance) and FAA AC 120-17B (reliability program methods). People, the airline Corvane Airways, the vendor Arden Flow Systems, lot FC-24, bulletins, tails and records named on this page are fictional — characters and sample data in the working solution.

Questions

What reliability engineers and Directors of Quality ask us.

What is an aircraft reliability program?

An aircraft reliability program, often called a maintenance reliability program, is how an airline watches whether its maintenance program works: it tracks PIREP rates, removals and delays by fleet and ATA chapter against alert levels, investigates breaches, and takes corrective action through a Reliability Review Board. Aircraft Reliability Program is reliability program software in which seven agents run the monthly analysis, find the cause behind each alert with cited evidence, draft the board's agenda and corrective actions, and check each fix at 90 days, while the board decides and the Director of Quality signs.

How are reliability alert levels calculated?

In the working solution the alert level for each line is the previous calendar year's mean monthly rate plus two standard deviations, and the upper limit is the mean plus three. A line is in alert after two consecutive months above the alert level, or one month above the upper limit. The method, the sigma, the months and the minimum sample are settings, and a change is a proposal the chair signs.

How do you find the root cause of a reliability alert?

The evidence agent reads the pilot report text, removal records, vendor teardown reports, delays and deferrals behind the breach and breaks them down by serial lot, tail, station and flight phase. In the demo it traced 26 of 30 A321neo pack-valve reports to one serial lot, with every passage cited. It never states a cause without a quoted source.

How do you know a corrective action worked?

Every action gets a measurable success test when the board approves it, such as a rate below the alert level for two months. The check-back agent measures it at the check-back board, 90 days by default, and proposes close, extend or escalate. An action that did not work goes to the Director of Quality with a second-level action drafted.

Can reliability data support a maintenance interval escalation?

Yes, on evidence. The board secretary agent packages an interval change with the task findings — in the demo 214 accomplishments over 24 months with none beyond limits — and the chapter rate against its alert level, and the check agent adds its risk notes. The board recommends, the Director of Quality approves, and under the airline's program manual the FAA principal maintenance inspector is notified before it takes effect.

Does it prepare the monthly reliability report for the FAA?

It drafts it. The report covers technical dispatch reliability by fleet, lines in alert and the board's actions, check-backs, interval changes, data quality and program changes, with every number linked to its record and a new version after the board's decisions. The Director of Quality signs and sends it; the agents never do.

Do people stay in control of the reliability program?

Yes. The agents propose; the reliability engineer approves re-codes, board members pre-vote and decide, the secretary records each decision with a reason code and an e-signature, and the chair signs. The agents never change a source record, set an alert level, close an action, book a slot, order a part or send anything to the FAA.

How long does it take to go live?

The Agentic Solution Engine builds and deploys it from your requirements and documents — your Reliability Program Manual, alert levels and a past month of PIREPs, removals and teardown reports — and it goes live once every quality gate has passed. We will walk you through it on your own fleet's data first.

See it on
your fleet's month.

We'll run Aircraft Reliability Program on a past month of your own PIREPs, removals and teardown reports.