Sector guide

Aviation Repair Station Data: Records AI Buyers License

For Part 145 repair stations, MROs and charter operators: which maintenance records AI companies license, public price evidence, who signs and a checklist.

Spirit Airlines winning bid
$10,000,000Google LLC, court filing; sale order pending
Scheduled maintenance tasks in that sale
459,828Asset schedule, Dkt. 1463
Repair station record retention
At least 2 years14 CFR 145.219
Digital calipers on a quality inspection report on a factory workbench
Short answer

Yes, repair stations and operators can license maintenance records, and the records AI developers want are the ones that link a fault to the fix and the parts used. The only public price is a court record: in the Spirit Airlines bankruptcy, Google was selected at $10 million for a de-identified data set whose schedule lists 459,828 scheduled maintenance tasks, with Mercor as alternate bidder at $7.5 million. That sale still awaits court approval. Before any deal, check who owns each record, customer confidentiality and export controls.

  • Buyers want linked records: the work card, the finding, the part removed and installed, and the release.
  • The one public price is the Spirit Airlines court sale, a whole airline estate, not a repair station archive.
  • A station keeps its own work records, but they describe customers' aircraft: read customer agreements first.
  • Military and defense work, OEM technical data and mechanic names stay out or are removed.

Who this page is for

Owners and accountable managers of FAA Part 145 repair stations, component overhaul shops and MROs; Part 135 charter and Part 121 operators with their own maintenance departments; and flight schools that maintain their own fleet. In Origin's experience it helps most when the company has kept work orders in one system for seven years or more.

If you want the general question first, whether maintenance records can be sold at all, read selling aircraft maintenance records to AI companies. This page is the sector landing: what buyers want, the price evidence, who signs, the limits and how to describe your records.

Which aviation maintenance records AI buyers want

AI developers building maintenance and troubleshooting tools want the chain from a reported fault to the fix that cleared it. One record type alone is worth much less than the same records joined by aircraft, date and part number.

RecordWhat it holdsWhy the links matter
Work cards and non-routine findingsThe task, what the mechanic found, what was doneThe finding is the training signal; the card says how it was resolved
Parts removals and installations, 8130-3 tagsPart and serial numbers, reason for removal, releaseConnects a symptom to the part that fixed it
Reliability and component removal reportsRepeat defects and removal rates over timeShows which fixes held and which came back
AD and service bulletin complianceMethod of compliance, dates, recurring inspectionsStructured records with a clear rule behind each entry
Logbooks and return-to-service entriesDescription of work, signer, certificate typeTies the work to the approval; see the logbook entries guide
Operations and irregular-operations logsDelays, cancellations and their causesLinks maintenance events to their effect on the schedule

Maintenance software vendors already train on pooled records. Veryon says its AIRE product draws on "more than 80 million maintenance events and 1.3 million parts" (Veryon), a vendor claim. A single station's archive is smaller but complete for its own work, which is what makes it useful.

What AI companies have paid for aviation data: the public evidence

There is one public price, and it comes from a bankruptcy court. No buyer publishes a price list for aviation records.

EvidenceWhat it showsGrade
Spirit Airlines auction resultGoogle LLC selected "as the highest and best bid", "Total Consideration (USD): $10,000,000"; Mercor.io Corporation as alternate bidder at "$7,500,000" (Dkt. 1463). Under the revised sale papers filed November 9 (Dkt. 1802), Google also pays the de-identification costs on top of the price (Bankruptcy Observer)Court filing; the Dkt. 1802 terms via a secondary docket summary
What the Spirit data includedThe asset schedule lists "Scheduled Tasks Tasks 459,828" and "Parts Received Parts 787,452" among the operations and maintenance lines (Dkt. 1463)Court filing
A competing offerFortune reported that micro1 "has proposed paying $12.5 million for the trove of records, beating Google’s previous top bid of $10 million" (Fortune). micro1 filed a notice of intent (Dkt. 1556), not a selected bid (Bankruptcy Observer)Press report of a filed notice
Status of the saleThe hearing "has been adjourned and will now take place at 11:00 a.m. on November 17, 2026" (Dkt. 1779). Revised sale order and agreement filed November 9 (Dkt. 1802). The consumer privacy ombudsman said that "from a privacy perspective, approval of the sale of the deidentified data would be appropriate" (Dkt. 1684). Objections from pilots' unions, Airlines for America, IAE, Springshot and Navitaire were pending, and no sale order had been entered, when this page was checked (Bankruptcy Observer)Court filings; pending objections via a secondary docket summary

The Spirit figures are for a whole airline's de-identified business data, not a repair station's maintenance archive, and the sale is contested and was not approved as of November 13, 2026. Treat them as evidence that buyers pay for operational aviation records, not as a price for yours. Published ranges are ceilings a buyer advertises, not offers and not closed prices.

Who owns the records, and who signs a license

Two sets of rules overlap. The aircraft owner or operator must keep the aircraft's maintenance records: under 14 CFR 91.417, "each registered owner or operator shall keep the following records", and some of them "shall be retained and transferred with the aircraft at the time the aircraft is sold." (14 CFR 91.417). A repair station keeps its own records of the work it did: "A certificated repair station must retain the records required by this section for at least 2 years from the date the article was approved for return to service." (14 CFR part 145).

So a station holds its own work orders and findings, but they describe customers' aircraft and parts. Whether the station may license them is usually decided by its customer agreements, not by the FAA rules. Read the confidentiality and data clauses of your largest customers first.

Who holds the recordsWhat it holdsWho usually signs
Part 145 repair stationIts own work orders, findings, parts and release records for customer workThe owner or CEO, after checking customer agreements
Part 135 or 121 operatorThe aircraft records it must keep as operator, plus its own maintenance program recordsThe owner or CEO; leased aircraft may add lessor terms
Flight school or private fleet ownerIts own aircraft recordsThe owner
Closed or bankrupt companyWhatever the estate holdsThe trustee or assignee, usually with court approval

The accountable manager is "the person designated by the certificated repair station who is responsible for and has the authority over all repair station operations" (14 CFR part 145). That is an FAA role, not authority to sign a data license; the owner or board decides that.

Records checklist for a repair station or operator

Describe the archive before anyone looks at files. The sector records checklist (CSV) has these rows for aviation and the other four sectors.

ItemWhat to write down
SystemsMaintenance tracking and work order system (for example CAMP, TRAX, AMOS, Corridor, Quantum or Veryon), plus scanned paper years
Years and continuityFirst and last year in each system, and any gap when the system changed
VolumeApproximate counts of work orders, non-routine cards, parts transactions and logbook entries
LinksWhether a finding, the part removed and the release record share a work order or part number
CustomersShare of work done for customers with confidentiality or data clauses
ExclusionsMilitary or ITAR programs, OEM manuals, anything under a customer NDA

What a one-page datasheet looks like (fictional example)

Buyers ask for a datasheet before they ask for a sample. This one is invented to show the level of detail; it describes no real company.

FieldFictional example
CompanyPart 145 repair station, airframe and powerplant work on turboprops, 40 staff
Years2011 to 2026 in one work order system; 2006 to 2010 on scanned paper
VolumeAbout 30,000 work orders, 90,000 non-routine findings, 120,000 parts transactions
LinksFinding, part removed, part installed and release share the work order number
ExclusionsTwo military customers and all OEM manuals removed; tail numbers and mechanic names coded
Owner and signerOwner-operator; customer agreements reviewed for data clauses

What happens next: three steps

A first conversation needs no files. You can stop after any step.

  • Describe your records: answer six questions, with no files and no system access. Origin then checks which records are yours, which customer agreements restrict them and what is export-controlled.
  • Datasheet and sample: Origin turns your answers into a one-page datasheet like the example above, and you approve a small de-identified sample before anything leaves the company.
  • Buyers and license: Origin shows the datasheet to the AI developers and data programs that have asked for maintenance records, with their published terms. You approve scope, use, price and delivery, and sign the license yourself.
  • Origin does not charge data owners; a buyer may pay Origin when a deal closes (how Origin is paid).

Resources for your maintenance and quality team

Practical guides for the people who keep these records every day:

Hold years of maintenance records? Describe them in six questions, no files needed, and see what your data is worth.

Origin Data Partners works with companies that own data and helps get it bought. We are independent of the services on this page, and a buyer may pay us when a deal closes (how Origin is paid). See what your data is worth.

Common questions

Can a Part 145 repair station sell its maintenance records to AI companies?

Yes, for records it owns and is free to share. A station keeps its own work orders, findings and release records, but they describe customers' aircraft, so customer agreements decide most of what can be licensed. Export-controlled work, OEM technical data and personal details stay out or are removed.

Who owns the logbooks a repair station keeps for its customers?

The aircraft owner or operator must keep the aircraft's maintenance records under 14 CFR 91.417, and some must transfer with the aircraft when it is sold. The station keeps its own records of the work it performed for at least two years under 14 CFR 145.219. The customer's logbooks are the customer's.

What did the Spirit Airlines data sale include, and was it approved?

Google was selected at $10 million, with Mercor as alternate bidder at $7.5 million, for de-identified business data whose schedule lists 459,828 scheduled maintenance tasks and 787,452 parts received. Revised terms filed on November 9 have Google also pay the de-identification costs. The sale is contested: the hearing is set for November 17, 2026, and no sale order had been entered when this page was checked.

Are repair station records export-controlled under ITAR or the EAR?

Some are. Maintenance and repair information for defense articles is ITAR technical data, and commercial technology can be controlled under the EAR, including release to foreign persons in the United States. Separate military work and screen the rest with counsel before sharing anything.

How many years of maintenance records do AI buyers usually want?

More years in one system is better, because buyers want to see repeat defects and which fixes held. In Origin's view, seven years or more of continuous work orders is a useful archive; a short history can still matter if the records are complete and linked by part and work order.

Do we have to share tail numbers or mechanic names with a buyer?

No. Replace tail numbers, customer names, mechanic names and certificate numbers with consistent codes before any sample leaves the company. Consistent codes keep the links between records, which is what buyers need, without identifying people or aircraft.

What does Origin charge the repair station?

Nothing. Origin does not charge data owners; a buyer may pay Origin when a deal closes. You approve every step and sign the license yourself.

Sources and further reading

What is your company’s data worth?

AI companies pay $20K to $5M for company records. Six questions, no files.