SearchFinance & Revenue Accounting

CASM Analysis

CASM analysis in plain words: ask why unit cost moved and get a cited CASM-ex bridge, tied to the ledger and Form 41

Any unit-cost move explained in minutes, every cent tied to the ledger and Form 41.

See one case, screen by screen ↓
demo+0.42¢CASM-ex rise to 11.84¢ explained by three drivers, each with its cents, dollars and sources
demo11.76¢CASM-ex excluding integration, recomputed on request and kept beside version 1
demo0.00¢between the answer and the check agent's independent recompute from the ledger
target100%of bridge lines cite their source and tie to the ledger within 0.01¢
In short

What is CASM Analysis?

CASM analysis explains an airline's cost per available seat mile — operating expense divided by available seat miles, in cents — and why it moved, usually as CASM-ex, which leaves out fuel. CASM Analysis brings airline unit cost analysis to FP&A: it answers any unit-cost question, for the system, a fleet or a station, with sources — eight AI agents build the bridge from the ledger, seat miles and Form 41, check it independently and draft the slide, and people approve and sign.

How to choose AI for airlines: a buyer's guide to agentic AI solutions →

Updated

The problem

Why a CASM bridge takes a week, every quarter

CASM analysis is how an airline explains its cost per available seat mile, and investors grade a US carrier on CASM-ex — unit cost excluding fuel. When CASM-ex moves, the CFO has to say why on the earnings call and to the board. So after every close FP&A rebuilds the unit cost bridge by hand: a few hundred general ledger accounts mapped to cost categories, the CASM-ex exclusions taken out, seat miles from the schedule as flown checked against T-100, and the result reconciled to the Form 41 P-6 and P-12(a) schedules filed with DOT.

The reasons live below the accounts, so the cost analyst spends the week after close emailing payroll, tech ops and the integration office to ask why labor and maintenance moved. The bridge ends up in a spreadsheet only its author can follow, and every follow-up — excluding integration, by fleet, against peers — starts the rebuild again. Meanwhile the earnings number and the DOT filing can drift apart, and peers get compared without adjusting for stage length.

estimated$125Ma yearfor each tenth of a cent of CASM-ex at about 125 billion seat miles
estimated~1weekof FP&A time for each quarterly bridge, and again for each variant
typical1+monthafter the period before Form 41 data is public, so peer comparisons lag a quarter
Where a quarter's CASM bridge days goestimated
By hand5 days
With the solution0.6 days
  • Mapping ledger accounts to cost categories and taking out the CASM-ex exclusions1 → 0.1 d
  • Building seat miles and checking them against T-1000.5 → 0.1 d
  • Chasing the reasons from payroll, tech ops and the integration office1.5 → 0.1 d
  • Building the bridge and each “excluding” variant1 → 0.1 d
  • Reconciling to Form 41 P-6 and P-12(a)0.5 → 0.1 d
  • Slides, the earnings-script line, review and signature0.5 → 0.3 d

Estimated split of one quarterly CASM-ex bridge at a network carrier, in working days, by hand and with the solution. Review and sign-off stay with people.

How it works

From a question to a signed board slide

Eight agents build each answer from the ledger, seat miles and Form 41 and check it; FP&A reviews, the CFO signs.

What comes in
Finance data in12 sources, tied to the ledger · ledger, seat miles, Form 41, payroll, maintenance
Agents at work
Planner agentdefinition, period, cut
Then
Ledger agentaccounts to categories
Capacity agentseat miles, T-100
Then
Driver agentreasons below accounts
Form 41 agentP-6, P-12(a)
Peer agentstage-length adjusted
Then
Check agentindependent recompute
Briefing agentnarrated, cited answer
A person decides
FP&A Director, Investor Relations, CFOchange the question; approve; sign
What comes out
Narrated answer with drivers
Form 41 aligned
Signed board slide
One case, step by step

One CASM analysis, from the CFO's question to a signed board slide

Corvane Airways, a network carrier with 304 aircraft and its hub at ORD, closed Q3 in the ledger on Monday, October 12. The earnings call is on the 22nd and the audit committee sees the board deck on the 27th. The CFO wants to know why CASM-ex rose. Here is the work in the working solution, screen by screen.

  1. 01Thursday morning

    The CFO's question is waiting, and the close is already done

    Laura Kessler · Director, FP&A

    Laura's Today screen shows CASM-ex for Q3 2026 at 11.84¢, up 0.42¢ on Q3 2025, two questions waiting for an answer and one exception between the ledger and Form 41. When the ledger closed on Monday evening, the ledger agent mapped 214 accounts to 8 cost categories — $3,717.8M of CASM-ex cost on 31.40B seat miles — and overnight the check agent recomputed it independently: 0.00¢ from the answer.

    Needs you: “Robert Castine asked: ‘Why did CASM-ex rise to 11.84¢ in Q3 from 11.42¢?’ · For the earnings call script (Thu, Oct 22) and the board deck · Due in 1 day.”

  2. 02One click

    She asks; the agents show their plan and work it step by step

    Planner agent

    Laura clicks Answer it. The planner agent fixes the scope before anything runs: CASM-ex per definition v3, Q3 2026 against Q3 2025, the whole system. Then each step runs in view — the ledger agent reads the closed ledger, the capacity agent reads 31.40B seat miles against T-100, the driver agent reads the payroll register, shop-visit log and integration project ledger, and the Form 41 agent aligns it all to Schedule P-6.

    “Scope: CASM-ex per definition v3, Q3 2026 against Q3 2025, whole system. Seven steps; I will show each one as it runs.”

  3. 03The answer

    One sentence, then the drivers in cents

    Briefing agent

    “CASM-ex rose 0.42¢ to 11.84¢ in Q3 2026 from 11.42¢ a year earlier (+3.7%). Maintenance, labor and integration explain all of it; everything else nets to zero.” Maintenance adds +0.19¢ ($59.7M) from 11 engine shop visits on 787-9 engines against 4 a year ago; labor +0.15¢ from the 4.0% pilot pay step on July 1 and the flight attendant agreement; integration +0.08¢. A fleet strip underneath puts the 787-9 at 10.38¢, up 0.82¢.

    Every driver shows how much of the move it explains and its confidence; the answer carries “Ties to the ledger · 0.00¢”.

  4. 04Behind every number

    Every cent opens its source passage

    Marcus Webb · Senior Cost Analyst

    Each driver carries its sources: GL 6310–6340, the Form 41 P-6 maintenance line and the shop-visit log for maintenance; GL 5100–5190, P-6 salaries and the pilot agreement §3.2 for labor. Opening one shows the passage itself — here the Q3 2026 Schedule P-6 draft, with maintenance material and repairs at 398.8 and the total at $4,927.0M, equal to the ledger.

    Form 41 Schedule P-6 · Q3 2026 draft — “operating expenses by objective grouping · draft for filing · mapping table v12”.

  5. 05The reason, not just the variance

    Eleven shop visits, with engine serials and costs

    Driver agent

    The maintenance driver goes below the account to the events. The 787-9 page lists all 11 engine shop visits in Q3 — engine serial, ship, induction date, the work (high-pressure turbine blades, combustor, life-limited parts, performance restoration) and the cost, $53.9M in all. Three were pulled forward from Q4, which is why September is the highest month at 10.65¢.

    The driver agent says “unexplained” rather than invent a reason; below a 90% explained floor it asks the owner.

  6. 06The analysts' question

    “Exclude integration” — the bridge rebuilds, both versions kept

    Laura Kessler · Director, FP&A

    Investor Relations needs one CASM-ex number excluding integration for the analyst Q&A file. Laura changes the question with one chip and the agents recompute: 11.76¢, up 0.34¢, with the $25.1M of Halden Air integration run-costs removed and maintenance and labor unchanged. Version 2 sits beside version 1, and Compare versions shows exactly what moved.

    Check agent: “Both versions tie to the ledger at 0.00¢ and the draft P-6 equals the ledger at $4,927.0M. One thing to fix before filing: the T-100 seat count on six 787-9s is 0.14% below the seat miles flown.”

  7. 07Before anyone files

    Form 41 and the earnings number agree

    Dana Whitcomb · Regulatory Reporting Manager

    On Form 41 alignment Dana sees four exceptions. One needs her decision: July and August T-100 were filed at 290 seats on six reconfigured 787-9s that fly at 296, and the capacity agent has drafted the amendment for ships 3804, 3807, 3811, 3815, 3820 and 3823. The other three are explained — integration IT in P-6 “Other”, Halden Air July fuel booked in August, third-party maintenance excluded from CASM-ex — and she can accept them together.

    “Agents prepare; Regulatory Reporting decides; Corvane files.”

  8. 08Save to board deck

    Drafts go to review, not into the deck

    Laura Kessler · Director, FP&A

    From the answer, Laura saves to the board deck. The briefing agent drafts slide S-1 “CASM-ex Q3 2026: +0.42¢, three drivers”, slide S-2 for 11.76¢ excluding integration, and the earnings-script line. All three arrive In review, each tied to its answer version and sources. Laura approves them with reason A1, “Figures tied to the ledger and P-6”.

    “Nothing enters the deck until the FP&A Director has reviewed it, Investor Relations has checked investor wording, and the CFO has signed.”

  9. 09Signed

    IR approves the wording; the CFO signs the section

    Simone Adler and Robert Castine

    Simone approves the script line — “Third-quarter CASM-ex was 11.84 cents, up 3.7 percent year over year. Excluding integration run-costs, it was 11.76 cents, up 3.0 percent…” — with reason W1. Robert signs the unit-cost section with reason C1. Every item is locked to its answer version and sources, and a later change reopens review.

    “Signed electronically … logged in the audit trail.”

Who it’s for

Built for everyone who answers for unit cost.

The same CASM-ex move, seen by the five people who explain it, file it and sign it — what their quarter looked like, and what it looks like now.

LK
Laura KesslerDirector, FP&A · owns the unit-cost story
Director, FP&A
Before
“Every quarter I rebuild the same bridge, and the first follow-up breaks it.”
Now
Asks in plain words, gets a cited answer in cents and dollars, changes the question and keeps both versions — then approves what goes to the board.
MW
Marcus WebbSenior Cost Analyst · maps the ledger, maintains the bridge
Senior Cost Analyst
Before
“I spend the week after close emailing tech ops to ask why maintenance moved.”
Now
Opens the full bridge category by category, with how much of each line is explained and the sub-drivers and sources behind it.
SA
Simone AdlerInvestor Relations Manager · earnings script and analyst Q&A
Investor Relations Manager
Before
“Analysts will ask for CASM-ex without integration. I need one number we can say.”
Now
Approves the earnings-script line with a reason code, knowing it matches the slide and the cited answer it came from.
RC
Robert CastineCFO · signs the unit-cost section and the CASM-ex definition
Chief Financial Officer
Before
“Why did CASM-ex rise to 11.84 from 11.42? I need it for the call on the 22nd.”
Now
Signs a section where every figure is locked to its sources and version, after the FP&A Director and Investor Relations have approved it.
DW
Dana WhitcombRegulatory Reporting Manager · files Form 41 and T-100
Regulatory Reporting Manager
Before
“If the earnings number and the P-6 don't reconcile, I hear about it from DOT.”
Now
Sees the ledger aligned to the P-6 lines, P-12(a) fuel and T-100 seat miles, and decides each drafted fix herself.
Built on the engine

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

Eight agents build each answer from the ledger, seat miles and Form 41 and check it; FP&A reviews, the CFO signs.

Planner agent

Reads the question and fixes the metric, definition, period, comparison and cut; asks when a question is ambiguous — year over year or sequential, CASM-ex or CASM with fuel.

  • Never guesses a comparison basis
  • Shows the scope before anything runs
Ledger agent

Reads the closed general ledger, maps accounts to cost categories and removes the CASM-ex exclusions: fuel and fuel taxes, special items and third-party business expense.

  • Reads closed periods only
  • Never posts or reclassifies an entry
Capacity agent

Builds available seat miles from the schedule as flown and seat maps, by fleet and station, and checks them against the T-100 segment filings.

  • Never edits a filing
  • A difference becomes an exception for a person
Driver agent

Explains each category's move from the payroll register, maintenance and engineering events, contract terms and the integration project ledger, with how much it can explain and its confidence.

  • Says “unexplained” rather than invent a reason
  • Below the 90% explained floor, asks the owner
Form 41 agent

Maps the ledger to Schedule P-6 objective lines, P-5.2 by aircraft type and P-12(a) fuel, and drafts fixes for differences.

  • Never files
  • Fixes need Regulatory Reporting's approval
Peer agent

Builds peer CASM-ex the same way for every carrier from public Form 41 P-6 and T-100 data, stage-length adjusted to 1,500 miles.

  • Peers anonymous on every slide
  • Says when data lags or definitions differ
Check agent

Recomputes every answer without seeing the first one and ties it to the ledger and the P-6.

  • Never edits an answer
  • Blocks board-ready outside the 0.01¢ tolerance
Briefing agent

Writes the narrated answer, the board slide and the earnings-script line with citations, and refreshes saved answers after each close, saying what changed.

  • Nothing enters the deck without review and the CFO's signature
  • Never sends outside finance and IR
FP&A Director, Investor Relations, CFO, Regulatory Reporting

Approve with a reason; sign the section; decide Form 41 fixes. The agents propose; a named person decides.

Ask in plain words

Ask about any unit-cost number

Ask on any screen, in plain words. Answers cite the ledger, Form 41 or T-100, and nothing changes until a person approves.

Why did CASM-ex rise to 11.84¢ in Q3?

Up 0.42¢ from 11.42¢: maintenance +0.19¢ (11 engine shop visits on the 787-9), labor +0.15¢ (July 1 pilot pay step), integration +0.08¢.

What is CASM-ex without integration?

11.76¢, up 0.34¢ (+3.0%): integration run-costs were $25.1M, 0.08¢.

Why is the A220-300 so much higher?

Short stages: 540 miles on average against 1,482 for the system, and integration run-costs land mostly on it — 17.27¢ without them. Stage length, not efficiency, explains most of the gap.

How do we compare in Q3?

Q3 Form 41 data for peers is not public until December. The latest like-for-like comparison is Q2 2026: 11.54¢ against 11.88¢. I will refresh this when Q3 posts and tell you what changed.

Every screen

The working solution, as it ships.

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

TodayCASM-ex for the quarter against last year, the CFO's question waiting for an answer, a Form 41 exception, and what the agents did after close.
Ask about unit costThe question bar with its scope, and the agents' plan step by step: ledger, seat miles, drivers, Form 41 P-6, independent check.
The narrated CASM-ex answerThe CASM-ex change in one sentence, the drivers in cents and dollars with their sources and confidence, and unit cost by fleet.
The source behind a numberA driver's Form 41 Schedule P-6 passage, with the cited figures highlighted and the total equal to the ledger.
CASM-ex excluding integrationVersion 2 recomputed without integration run-costs, beside version 1, and the check agent's tie-out to the ledger and the P-6.
The CASM bridgeThe full CASM-ex bridge from 11.42¢ to 11.84¢ by cost category, how much of each line is explained, and one line's sub-drivers.
Unit cost by fleet and stationCASM-ex by aircraft type with seat miles, average stage, the change on last year and what moved it.
One fleet: the 787-9The 11 engine shop visits behind the maintenance driver, with engine serial, ship, date, work and cost, and CASM-ex by month.
Form 41 alignmentExceptions between the ledger and Form 41 P-6, P-12(a) fuel and T-100 seat miles, each with a drafted fix for Regulatory Reporting.
Unit cost benchmarkingStage-length-adjusted CASM-ex against anonymous network peers over four quarters, built from public Form 41 and T-100 data.
Board deck reviewSlides and the earnings-script line drafted from cited answers, in review, with who has reviewed, worded and signed.
The signed unit-cost sectionEvery slide and script line approved, signed by the CFO and locked to its answer version and sources.
Thresholds and rulesTie-out tolerance, driver flag, explained and confidence floors, the T-100 difference flag, and who approves and signs.
Governance

CASM analysis built for the earnings call: cited, checked, signed.

Every cent cites its sourceEvery figure and every agent statement opens its ledger account, Form 41 line, T-100 file or log, and the CASM-ex definition used is shown on every answer.
Checked independently, within 0.01¢The check agent recomputes each answer from the ledger and the schedule without seeing the first one. Outside the 0.01¢ tie-out tolerance, an answer cannot be board-ready.
People approve, with a reasonThe FP&A Director approves, edits or rejects each slide; Investor Relations approves investor wording; the CFO signs the section. Each decision carries a reason code and a signature.
Agents never post or fileThe agents read closed periods only. They never post to the ledger or reclassify an entry, never file with DOT, and Form 41 fixes need Regulatory Reporting's approval.
Versions and definitions keptA recompute keeps the previous version beside the new one. CASM-ex definition v3 is versioned with its history, and a change needs the CFO's signature. Signed slides are locked; a later change reopens review.
A hash-chained audit trailEvery question, recompute, approval, signature and export — people and agents — is in one hash-chained record that can be verified and exported as an evidence pack. Peers stay anonymous on every slide.
Configuration

Your definitions and thresholds

CASM-ex is defined once, signed by the CFO and used by every answer. Thresholds and rules are settings, and every change is logged.

SettingDefaultChoose from
Tie-out tolerance to the ledger0.01¢Outside it, an answer cannot be board-ready
Flag a driver at0.05¢A category moving this much gets its own driver line
Explained floor90%Below it, the driver agent asks the owner instead of guessing
Confidence floor80%Below it, an answer says so in its first line
T-100 difference flag0.1%Seat miles against T-100
CASM-ex definitionv3, signed by the CFO Jan 15, 2026Excludes fuel and fuel taxes, special items and third-party business expense; propose a change, the CFO signs
Stage-length adjustmentTo 1,500 milesUsed for peers only
Service levelsCFO question answered within 1 business daySlide review within 2 business days · Form 41 exceptions closed 5 days before filing
Connections

Works with the records unit cost already comes from

General ledgerclosed periods, read-only — 214 accounts mapped to cost categories and P-6 lines
Schedule as flown and seat mapsdepartures performed, seats and miles for available seat miles by fleet and station
T-100 and Form 41 filingsT-100 segment data; Schedule P-6, P-5.2 and P-12(a)
Payroll register and labor agreementspay steps and rates behind the labor line
Maintenance events and project ledgersshop visits, checks and engine contracts; integration project codes; fuel uplifts and invoices; the station cost feed
Public BTS datapeer Form 41 and T-100, quarterly, for stage-length-adjusted unit cost benchmarking
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 bridge lines cite their source and tie to the ledger within 0.01 cents
4 of 4 drivers cited
Q3: 0.00¢ from the ledger
estimated
$125M
a year for each tenth of a cent of CASM-ex at Corvane's scale
0.1¢ on 100B ASMs$100M
0.1¢ on 125B ASMs$125M
target
Minutes
for a sourced bridge and each 'excluding' variant, instead of about a week
By handabout a week
With agentsminutes

“demo” = seen in the working solution, on its sample Q3 2026 data · “target” = the design goal, measured in the live solution · “estimated” = our estimate (the stake per tenth of a cent is seat miles × $0.001; the days in “where a quarter's CASM bridge days go”) · “typical” = DWU Consulting on reading Form 41 (filings post a month or more after the period). Form 41 schedules (P-6, P-5.2, P-12(a)) and T-100 are named as context from BTS; definitions follow the MIT Airline Data Project glossary. People, Corvane Airways, Halden Air, peers, ship numbers, engine serials and amounts named on this page are fictional: characters and sample data in the working solution.

Questions

What airline finance teams ask about CASM analysis.

What is CASM analysis?

CASM analysis explains an airline's cost per available seat mile — operating expense divided by available seat miles, in cents — and why it moved, usually as CASM-ex, which leaves out fuel. CASM Analysis brings airline unit cost analysis to FP&A: it answers any unit-cost question, for the system, a fleet or a station, with sources — eight AI agents build the bridge from the ledger, seat miles and Form 41, check it independently and draft the slide, and people approve and sign.

What is CASM-ex, and what does it exclude?

CASM-ex is unit cost excluding fuel and other items the airline defines. In the working solution, definition v3 excludes fuel and fuel taxes, special items (merger advisory, severance, impairments) and third-party business expense, and keeps integration run-costs inside. The definition is versioned, signed by the CFO, and shown on every answer.

How does it build a CASM bridge?

The ledger agent maps the closed ledger to cost categories, the capacity agent builds seat miles from the schedule as flown, and the driver agent finds the reasons in payroll, maintenance events and project ledgers. The bridge goes category by category from last year's CASM-ex to this year's, in cents or dollars, CASM-ex or CASM with fuel, with integration in or out.

Does the CASM number reconcile to Form 41 P-6?

Form 41 is the financial report large US airlines file with DOT under 14 CFR Part 241. The Form 41 agent maps the same ledger to its Schedule P-6 objective lines, P-5.2 and P-12(a) fuel, and the capacity agent checks seat miles against T-100. Differences become exceptions with a drafted fix; Regulatory Reporting approves or rejects each one with a reason.

How do you benchmark CASM against other airlines fairly?

The peer agent builds CASM-ex the same way for every carrier from public Form 41 P-6 and T-100 data and adjusts it to a 1,500-mile stage length. It says when peer data has not posted yet and never compares the CASM-ex in other airlines' earnings releases, because their exclusions differ. Peers stay anonymous on every slide.

Do the AI agents post to the ledger or file with DOT?

No. The agents read closed periods only, never post or reclassify an entry, and never file with DOT. They draft fixes and slides; people decide.

Do people stay in control of what reaches the board?

Yes. Nothing enters the board deck until the FP&A Director has approved it, Investor Relations has approved the investor wording and the CFO has signed, each with a reason code. The check agent blocks board-ready outside the 0.01¢ tolerance, and every step is on a hash-chained audit trail.

How long does it take to go live?

The Agentic Solution Engine builds and deploys it from your requirements and documents — your CASM-ex definition, account mapping, seat-mile sources and Form 41 schedules — and it goes live once every quality gate has passed. We will walk you through it on your own closed quarter first.

See it on
your unit cost.

We'll run CASM Analysis on your own closed ledger, seat miles and Form 41 schedules.