DO-178C data control
AI role boundaries in aircraft certification for certification evidence control
AI belongs in aircraft certification only where its role is explicit and reviewed. It can help index evidence, compare citations, flag missing records, draft matrix rows for review, and maintain document-control visibility. It cannot make findings, establish a certification basis, approve data, or replace accountable engineering judgment. This page explains the boundary and the evidence controls needed before an AI-assisted workflow is used on certification data.
When this review is needed
- The review milestone has created a gate where document titles are no longer enough.
- Program leaders need a ranked list of ai role boundaries in aircraft certification blockers rather than another unfiltered file dump.
- Evidence was copied from earlier work and its applicability must be tested.
- Authority, DER, ODA, or internal reviewers are expected to sample the record trail.
The problem
The sloppy version of AI in certification treats model output as if it were authority. That is the wrong posture. The useful version is narrower: AI helps specialists find and organize evidence faster, while every compliance claim, disposition, and finding remains traceable to a responsible person and source record.
What gets reviewed
- Inventory certification workflow map and record its source, owner, and controlled revision.
- Match tool use description against the current baseline and the applicable plan language.
- Follow compliance matrix samples through downstream reports, summaries, and closure notes.
- Flag lifecycle data samples when it refers to a superseded configuration or unresolved deviation.
- List missing source records needed before reviewers can rely on the package.
Scope this review
Tell us the asset, the event, and the evidence in scope, and we will outline a focused first engagement.
Identify what is missing against the means of compliance.
What gets validated
- A cited record passes only if its identifier, title, and revision match the controlled index.
- Configuration alignment is tested between certification workflow map and lifecycle data samples; conflicting serials, drawings, or baselines fail.
- Evidence type is checked against the claim, so analysis cannot silently replace a promised test or inspection.
- Open exceptions fail the gate when they have no owner, due path, or technical disposition.
- Downstream documents are sampled for references that still point to superseded material.
Evidence normally required
- workflow map for certification
- tool use description
- compliance matrix samples
- lifecycle data samples
- review dispositions
- authority question log
Common discrepancies
- treating model output as approved data.
- unverifiable citations entering the matrix.
- blurred accountability when a finding rests on an unreviewed summary. The page draws the line explicitly: authorities.
- ODA unit members decide.
What is at stake
If the boundary is not written down, teams risk unverifiable citations, unsupported matrix rows, tool qualification questions, and blurred accountability. Those problems damage trust faster than they save time.
How the work runs
Name the workflow
State exactly what AI does in the certification process and what output it produces.
Assign human review
Identify who verifies the output and what evidence proves the review happened.
Check authority boundaries
Separate evidence support from findings, approvals, basis decisions, and airworthiness judgments.
Control the record
Keep prompts, outputs, source citations, review decisions, and final artifacts traceable where needed.
What the buyer receives
- Gap log for ai role boundaries in aircraft certification
- Cross reference table
- Document retrieval list
- Disposition worksheet
- Submittal readiness note
Who uses the output
- program certification manager decides which exceptions block the next gate.
- head of airworthiness updates the plan, matrix, or report index.
- engineering director tracks owner responses through closure.
How the work fits into the transaction or program
This page sits above the individual AI certification workflows. It defines where AI assistance is acceptable, where tool qualification analysis may be needed, and where human authority is non-negotiable. It is a governance and evidence-control page, not a claim that AI can certify aircraft.
Start with a single asset
Confirm requirements map to substantiating evidence.
Regulatory limits
The review is an evidence and consistency check only. EE does not approve data, accept certification credit, make airworthiness determinations, or act for FAA, EASA, a DER, a DAR, or an ODA unit member.
What this review does not cover
- Design approval
- Regulatory acceptance decisions
- Laboratory testing or retesting
- Acting as DER, DAR, ODA unit member, or authority
Specific to this review
- Acceptable AI use starts with evidence organization, citation checking, and exception flagging.
- Every AI-assisted output used in certification work needs a human review record.
- Findings, approvals, certification-basis decisions, and airworthiness judgments remain with authorized people.
- Tool qualification risk depends on use and credit, not on whether the tool has AI in its name.
- A defensible workflow says what AI does, who reviews it, and which source record supports the final claim.
Sources
U.S. Government (eCFR). Type certificates, STCs (Subpart E), TSO authorizations (Subpart O), PMA (Subpart K), and export airworthiness approvals (Subpart L).
Federal Aviation Administration. FAA type certification process, certification basis establishment, and compliance findings.
RTCA. Objectives and lifecycle data for airborne software assurance, by design assurance level (DAL A-E).
Frequently asked questions
Can AI make certification findings?
No. AI can support evidence organization and review workflows. Findings remain with authorized people and organizations.
When does tool qualification become relevant?
When tool output is relied on for certification credit without independent verification. The exact position depends on the workflow and claimed credit.
Relevant glossary terms
Related pages
Where this fits
Talk to an engineer who has done this work
We will walk through your current state, the records or evidence involved, and a scoped first engagement.
Talk through the aircraft, records, evidence, deadline, and next useful step.