Role-based use cases for automotive suppliers
Every example below is a real, unedited response generated by Ask: ACE: AI™—not mockups, summaries, or hand-written demos.
These are the same role-specific answers users see in daily work.
Ask: ACE: AI™ responds like an experienced colleague—framing decisions, surfacing risk, and guiding next steps the way real programs demand.
Recliner lost position during sled test.
Ask: ACE: AI™ Key Insight: The recliner unlocked and shifted under sled pulse — most likely due to a locking-element failure (pawl/sector engagement, fastener preload, or component deformation) or a mismatch between test load path and design assumptions; immediate containment, targeted teardown, and instrumented re-test are required to root-cause and close PFMEA gaps.
Detailed Analysis:
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Immediate containment (do before any teardown if parts required for evidence):
- Stop further sled runs on that configuration; tag and quarantine the failed assembly and the matched sled fixture components.
- Capture high-resolution photos of as-recovered orientation, fracture surfaces, fasteners, and nearby seat-structure.
- Secure raw test data: acceleration trace, seatback-angle trace, load-cell outputs, video/high-speed footage, actuator/motor logs (if power).
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Key data to collect (minimum):
- Recliner type: manual (mechanical latch/pawl) or power (motor + gearbox + clutch).
- Pre-test recline angle and any preloads (occupant surrogate position).
- Fastener torque records / torque measurement on recovered fasteners.
- Evidence of wear, plastic deformation, stripped teeth, fractured pawl, rivet shear, or bolt pull-through.
- Test pulse profile (pulse magnitude, duration, direction), sled fixture constraint points and attachment interfaces.
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Likely failure modes to prioritize for inspection:
- Pawl disengagement or cam/sector gear tooth shear/strip.
- Insufficient bolt preload / fastener loosening or thread failure.
- Local plastic deformation of housing or mounting flange allowing movement.
- Motor/gearbox back-driving (power recliner) or clutch slipping.
- Tolerance stack-up allowing insufficient engagement under impact.
- Fixture/test setup mismatch (load path applied to seatback rather than designed anchor point).
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Immediate diagnostic steps:
- Non-destructive inspection: visual, dimensional measurements of engagement geometry, fastener torque check.
- Teardown: inspect pawl, sector, splines, actuator coupling, fasteners, welds/rivets for failure signatures.
- Recreate failure on bench: apply quasi-static and dynamic loads in the suspected direction; perform torque-to-fail on pawl engagement.
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Short-term mitigations:
- Increase inspection frequency for incoming recliner parts; check pawl engagement geometry and fastener torque.
- Add temporary secondary restraint (e.g., mechanical stop or secondary latch) for high-risk builds pending root-cause.
- For power units, lock motor controller to prevent back-drive during sled pulses if allowed by program.
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Corrective actions to evaluate:
- Redesign: deeper detent, larger pawl engagement, increased cross-section or harder material, add secondary locking feature.
- Manufacturing: tighten torque spec, add threadlocker or self-locking fasteners, add torque witness marks, update assembly poka-yoke.
- Validation: update PFMEA severity/occurrence for this mode; add control plan entry and inspection characteristic.
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Validation / release plan:
- Instrumented sled repeat with minimum sample size per DVP&R (recommend at least 3 units across tolerance extremes).
- Correlate with component-level shock tests, static overload, and durability cycles.
- Update DVP&R to include pulse-direction loading, repeatability acceptance criteria, and torque checks post-test.
One quick question: is this a manual (mechanical) recliner or a power recliner?
If you want deeper detail, ask for an expanded version.
List critical casting features and first-piece inspection checks
Ask: ACE: AI™ Key Insight: Critical casting features are the mating datums, functional bores, sealing faces, internal galleries, locating/fastener bosses and structural webs that drive form/fit/function and durability; first-piece inspection must verify those features to drawing/GD&T, confirm metallurgy/heat-treatment, detect porosity/distortion with appropriate NDT, and perform functional leak/pressure checks tied back to DFMEA/DVP&R risk items.
Detailed Analysis: Below are concise, role-focused lists you can use to build a First-Piece Inspection (FPI) checklist linked to DFMEA and DVP&R control characteristics.
- Primary datums and datum features (deck face, block centerplane, main bearing journal datum).
- Cylindrical bores: cylinder bores, main bearing bores, cam bores (ID, roundness, cylindricity, coaxiality).
- Sealing faces and gasket lands (deck, head-mating face, oil pan flange): flatness, waviness, surface finish.
- Internal galleries and passages (water jackets, oil galleries, cooling ports): integrity, wall thickness, feed/core prints.
- Locating features and fastener bosses (dowel bosses, threaded bosses, boss flatness, boss wall thickness).
- Structural webs, ribs, and thin sections (thickness, fillet radii, web connectivity).
- Machining allowances, cast parting/parting line, riser/runner remnants and gating vestige locations.
- Heat-treatment affected zones, residual-stress prone areas, and intended distortion-control features.
- Datum validation and overall orientation: CMM check of datum faces/planes (GD&T datums) — confirm true position references.
- Cylinders & bores: CMM/air gauge for ID, roundness, cylindricity, taper, runout, center-to-center and coaxiality.
- Sealing faces: flatness, parallelism, Ra (profilometer), visual for machining marks.
- Hole/boss location & thread: CMM location, go/no-go thread gauges, thread engagement depth.
- Wall thickness/core integrity: wall-thickness probe or sectioning/CT for critical thin sections.
- Porosity and internal defects: visual, penetrant (surface), MT/UT for ferrous, X-ray/CT for critical bores/galleries per DFMEA severity.
- Metallurgy/heat treat: hardness mapping, microstructure (as required by spec), chemical check coupon if provided.
- Functional tests: hydro/vacuum leak test of water/oil passages; pressure proof where applicable.
- Mass/weight and draft/parting-line check: confirm expected cast weight and flash removal.
- Surface condition: oxide, sand inclusion, seams, burrs—visual accept/reject criteria.
- First-piece report: include CMM plot, NDT reports, hardness map, photos of defects, sign-off by Manufacturing Eng & Quality.
- Tie inspection frequency and 100% checks to DFMEA severity/occurrence (high-severity → 100% electronic checks or NDT).
- Create an FPI checklist that lists each control characteristic, acceptance criteria (drawing tolerance & GD&T), inspection method, sample size, and disposition action.
- For mount-critical or rotating interfaces, require CMM program with plotted nonconformance limits and register reserved CMM points to the drawing datums.
- If CT/X-ray or sectioning is needed, define sample plan in DVP&R and record findings as CAPA inputs.
If you want deeper detail, ask for an expanded version.
Is APQP package or FAI required for wheel-end NPI?
Ask: ACE: AI™ Key Insight: For wheel-end NPI, require an APQP package as the program-level control plan and a First Article (FAI/PPAP) submission prior to production release; treat both as mandatory for safety-critical wheel-end parts unless a documented waiver is approved by Quality/Engineering.
Detailed Analysis:
Must-haves:
- APQP: Use as the cross-functional roadmap for NPI (timing, milestones, DFMEA/PFMEA inputs, control plan, process flow, validation activity triggers, tooling and gauge status, risk mitigations). Include it in the RFQ and supplier contract to lock expectations.
- FAI / PPAP: Require a first-article submission (commonly PPAP Level 2 or Level 3 for wheel-end components) before start of production runs. It evidences dimensional compliance, material/heat-treat certs, process capability, and inspection methods.
Typical minimum deliverables to specify in the PO / RFQ:
- Control Plan, PFMEA, Process Flow
- Dimensional FAI report / PPAP package (dimensional results, comparison to drawing)
- Material & heat-treat certificates
- Process capability (Cpk) and SPC plan
- Inspection/test method descriptions and MSA evidence for critical gauges
- Packaging/labeling spec and traceability plan
Buyer actions / contract language:
- Mandate APQP milestones (DFM review, PPAP submission date) and FAI acceptance as a PO hold point.
- Set required PPAP level and turnaround times in RFQ.
- Require supplier to notify Purchasing/Quality of any tooling changes; re-run FAI if production-intent tooling changes.
Exceptions / risks:
- Off-the-shelf items (bearings, fasteners) may be covered by supplier certs instead of full APQP/FAI—document waiver and acceptance criteria.
- Skipping APQP/FAI increases residual risk on fit, function, and serviceability for wheel-end parts; Quality or Engineering waivers must be explicit.
If you want deeper detail, ask for an expanded version.
How to manage a late ECR impacting HVAC duct routing?
Ask: ACE: AI™ Key Insight: A late ECR that affects HVAC duct routing must be treated as a controlled scope-change with immediate cross-functional triage, a focused impact assessment (package, thermal/flow, assembly, NVH, safety), and a short, milestone-driven mitigation plan that minimizes launch disruption while preserving verification evidence and supplier alignment.
Detailed Analysis:
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Immediate triage (24–48 hrs)
- Convene CFT (Program, HVAC systems engineering, Package/BD, Tooling, Supplier Quality, Manufacturing, Validation/Testing, Purchasing).
- Classify the ECR: scope (routing only vs. duct geometry), change type (fit, function, safety, tooling), and urgency (launch-critical, retrofit).
- Record baseline: current BOM, drawings, 3D CAD link, affected build stages, outstanding dependencies.
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Rapid impact assessment (3–7 days)
- CAD interference check with vehicle packaging and adjacent systems; identify minimal re-route options.
- HVAC performance risk: run targeted CFD/flow/pressure-drop review or request supplier input on expected performance delta.
- Manufacturing/assembly: identify jigs, fixtures, tooling changes, cycle-time impact, rework needs.
- Validation: list required re-tests (thermal comfort, defrost, NVH, crash, leakage) and estimated durations.
- Cost & schedule: capture estimated engineering hours, supplier costs, and calendar impact to launch milestones.
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Options & decision gate
- Option A: Implement design workaround with minimal routing change (preferred if it passes fit/flow/validation quickly).
- Option B: Release full design change with tooling updates (if necessary and schedule allows).
- Option C: Temporary on-line rework or retrofit kit for early builds (documented and tracked).
- Present options with trade-offs to Program Control/Change Board for approval.
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Action plan & controls (post-approval)
- Issue controlled ECO with clear disposition: drawings, affected lots, effective dates, and accountability.
- Supplier action package: redlined CAD, first-article requirements, process change instructions, inspection criteria.
- Short validation plan: define minimal test matrix required to release (risk-based), test owners, and sign-off gates.
- Update risk register, schedule (Gantt with critical-path updates), and cost-to-complete.
- Implement temporary containment (hold points, MRB plans) if in-production units are affected.
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Communication & governance
- Weekly CFT status with visible KPIs: days-to-decision, validation days remaining, supplier readiness %, cost-to-implement.
- Escalate to Program Sponsor if launch milestones exceed threshold risk or cost above contingency.
- Capture lessons learned and update design/packaging checklists to prevent recurrence.
- CFT convened & ECR classified
- CAD interference sign-off
- Supplier feasibility + quote
- Validation scope and schedule defined
- ECO released with lot control
- Production containment instructions (if needed)
- Cost/schedule recorded and approved
- Minor routing tweak with supplier support: 2–4 weeks
- Major reroute requiring tooling/test: 6–12+ weeks
If you want deeper detail, ask for an expanded version.
What's acceptable brake rotor lateral runout tolerance?
Ask: ACE: AI™ Key Insight: Typical production targets for brake rotor lateral (axial) runout are ≤0.05 mm (0.002 in); many OEM validation limits accept up to ~0.08–0.10 mm (0.003–0.004 in) depending on vehicle class and NVH requirements—anything above ~0.10 mm is generally considered reject and a likely root cause for brake judder complaints.
Detailed Analysis:
- Definition: lateral (axial) runout = peak-to-peak axial movement of the rotor friction surface relative to the hub centerline as the rotor is rotated under normal assembly conditions.
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Typical tolerance bands (use as validation starting points; confirm with the vehicle/OEM spec):
- Target (production / best-practice): ≤0.05 mm (0.002 in)
- Engineering / acceptance upper bound: ≤0.08 mm (0.003 in)
- Reject / corrective action threshold: >0.10 mm (0.004 in)
- Note: heavy-duty or specific brake system designs can have different limits—confirm on a per-vehicle basis.
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Measurement best-practices for repeatable results:
- Fit rotor to hub/wheel assembly exactly as in service (clean mating surfaces, fit any hub-centric rings if used).
- Torque wheel studs/nuts to specified sequence and torque before measuring (use final torque value used in vehicle assembly).
- Use a dial indicator (resolution ≤0.01 mm / 0.0005 in) with the tip on the rotor friction surface near the pad contact diameter.
- Rotate rotor slowly and record peak-to-peak axial displacement; measure at multiple circumferential positions and record the maximum runout.
- Record ambient temperature and note if rotor is new, machined, or in-service.
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Common root causes and controls:
- Hub face runout, dirt/corrosion between hub and rotor, improper torquing/wheel seating, rotor manufacturing/thickness variation, warped/machining errors.
- Controls: clean mating surfaces, establish bolt torque procedure, machine/replace rotor, specify hub machining tolerances, use hub-centric designs where appropriate.
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Validation recommendations:
- Define target and acceptance thresholds in the validation plan tied to NVH goals.
- Include installed-runout (as-assembled) checks and correlate with vehicle-level brake judder NVH tests.
- Define sampling plan (e.g., initial sample size, ongoing SPC limits) and corrective actions when runout trends approach the upper bound.
- Organization: OEM/Vehicle Service Manual — search: "brake rotor lateral runout specification" + vehicle model.
- Organization: Supplier engineering standards or chassis NVH specification — search: "rotor runout tolerance" + "brakes NVH spec".
- Organization: SAE / industry guidance — search: "SAE brake rotor runout" (verify with the applicable OEM standard).
If you want deeper detail, ask for an expanded version.
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Ask: ACE: AI™ Key Insight
Provide clear, scoped inputs—part or drawing references, constraints, target metrics, and the specific pages of any supporting PDFs—so Ask: ACE: AI™ can deliver actionable engineering outputs such as tolerance checks, material and process options, validation test matrices, and focused failure-mode analyses.Detailed Analysis
What to provide (minimum)
Part name or ID and its role in the vehicle (e.g., brake caliper, wheel hub, knuckle)
Material and manufacturing process
Key dimensions, loads, or interfaces
Performance targets (runout, life cycles, torque, mass, etc.)
Supporting PDFs (drawings, specs, or test reports), with page references
Preferred format
Concise bullet lists or tables
PDFs attached or key data pasted inline
Drawing revision and referenced page numbers clearly noted
Typical outputs you can request
Tolerance stack-ups and driven-dimension checks
GD&T completeness checklists
Top failure modes with recommended validation tests
Material and process trade-off evaluations
Validation test matrices with acceptance criteria
Inspection and control-plan snippets
How to ask for best results
State the deliverable type, the required level of detail, and any constraints (cost, supplier capability, cycle life).Example structure:
Deliverable: tolerance stack-up
Part: rear brake caliper mount
Reference: drawing PDF, pages 2–3
Constraints: perpendicularity ≤ 0.15 mm, operating load 6 kNLimits and handling rules
Only PDFs or plain text are accepted for file-based analysis
Ask: ACE: AI™ cannot run tests, access internal systems, send emails, or execute scripts
Export-controlled data should be handled per your internal company policy
Example prompts you can try
“Deliverable: tolerance stack-up. Part: rear brake caliper mount. PDF pages 2–3. Target perpendicularity ≤0.15 mm; operating load 6 kN.”
“List the top 8 failure modes and recommended validation tests for a wheel hub bearing assembly with a 500k-cycle life target.”
“Suggest two material/process alternatives to reduce brake backing-plate mass from 2.1 kg to 1.8 kg while keeping cost within +5% and using the existing stamping die.”
“Create a GD&T checklist for the brake rotor drawing (PDF page 5) and flag missing runout or thickness-variation callouts.”
“Generate a validation test matrix for a wheel-end fastener under combined axial and torsional loading.”
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Ask: ACE: AI™ Key Insight
Use concise, procurement-focused inputs—part numbers, volumes, target cost or lead time, and any supporting PDFs or pasted text—so Ask: ACE: AI™ can produce buyer-ready outputs such as RFQs, supplier emails, quote comparisons, cost breakdowns, and purchase-order language tailored to Seating — Structures & Mechanisms.Detailed Analysis
What to provide
Part number(s) and short description
Annual volume and per-release quantities
Target unit price or cost range
Required lead time and plant destination (Incoterm if applicable)
Quality requirements (PPAP level, PFMEA, special characteristics)
Supplier constraints or preferences (approved, excluded, incumbent)
If document review or data extraction is needed, attach the source as a PDF. Plain text may be pasted directly.
How to format a request (fastest turnaround)
Start with the deliverable type (RFQ, quote comparison, PO term, supplier email, cost breakdown), then list the critical inputs above.
Flag any internal stakeholders (Engineering, Program Management, Quality) and pending decisions.Typical outputs you can request
Structured RFQ wording specific to seat structures and mechanisms
One-page supplier email templates (buyer tone)
Excel-ready tables for quote comparisons or cost-element breakdowns
Suggested negotiation levers (volume, lead time, packaging, tooling amortization)
Short risks and next-steps checklist for buyer follow-up
Limits and handling rules
Only PDFs provided by you are analyzed; missing pages will be requested
Ask: ACE: AI™ will not contact suppliers, send emails, or access internal systems
Do not include personal identifiers or export-controlled documents unless handled per your internal policy
Best-practice tips
Assign priority (A / B / C) to requests
Attach supplier quote PDFs when available
Specify a target decision date
Indicate whether Engineering can accept minor specification deviations
Example prompts you can try
“Create an RFQ for a seat recliner subassembly — part [PN], annual qty 60k, batch 5k, target unit price $X, DDP EU plant, PPAP Level 3 required; include standard payment and warranty terms.”
“Compare three supplier quotes (PDFs attached) and produce an Excel-ready table with unit price, tooling charges, lead time, MOQ, and recommended supplier.”
“Draft a supplier negotiation email to reduce lead time from 12 to 8 weeks for cable-release mechanism [PN]; offer a 10% price premium for expedited slots and request confirmation by EOD Friday.”
“Provide a cost-breakdown template for a stamped seat bracket (material, stamping labor, secondary ops, tooling amortization, freight) with example Excel formulas.”
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Ask: ACE: AI™ Key Insight
Provide a concise program scope—objective, constraints, desired deliverable, priority, and any supporting PDFs—so Ask: ACE: AI™ can return execution-ready program artifacts for brake and wheel-end components, including risk entries, recovery plans, supplier escalations, and decision summaries.Detailed Analysis
What to include in a single prompt (keeps turnaround fast)
Program or platform name and affected commodity (Brakes & Wheel-End)
Clear objective (e.g., recover schedule slip, address supplier quality issue, prepare exec update)
Key constraints: launch date, cost exposure, test or regulatory gates, contractual milestones
Supplier name, part number(s), and process step if applicable (casting, machining, assembly)
Desired deliverable and format (RAID entry, action plan, one-page status, RACI, slide bullets)
Priority and deadline (Immediate / 24h / 48h) and decision authority
Attachments and inputs
Attach supporting material as PDFs only (NCRs, PPAPs, test reports, schedules, drawings)
Paste short tables or bullet text directly if PDFs are not required
If required PDF pages are missing, Ask: ACE: AI™ will request them before proceeding
Typical program-management outputs
RAID or risk-register entries with impact, likelihood, mitigation, owner, and contingency
Short recovery plans with dated actions and accountable owners
Supplier escalation drafts (not sent) with clear asks and timelines
One-page executive or weekly program status summaries
RACI tables for cross-functional or supplier-driven activities
Milestone gap analyses and critical-path recovery actions
How to ask for best results
Be specific and brief. One focused task per prompt works best.
Example structure:
“Objective: [what needs to change]. Context: [program + issue]. Deliverable: [format]. Constraints: [dates/cost/gates].”Limits and professional guardrails
Ask: ACE: AI™ cannot send emails, access internal systems, or execute scripts
Only PDFs or pasted plain text are accepted for document analysis
Do not include export-controlled or restricted data unless handled per your internal policy
Turnaround style
Expect concise, program-ready outputs optimized for meetings, escalations, and decision reviews—not generic explanations.Example prompts you can try
“Create a 5-line RAID entry for Supplier X late machining on front wheel hubs; include impact, mitigation, owner, and 2-week target.”
“Produce a one-page recovery plan to regain a two-week schedule slip for brake caliper launch; include owners and dated actions.”
“Summarize attached NCR PDF into 4 corrective actions with owners and verification steps.”
“Draft a short supplier escalation (3 paragraphs) requesting root cause and 72-hour containment plan—do not send.”
“Generate slide-ready bullets for weekly program review: status, top 3 risks, required decision, and next steps.”
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Ask: ACE: AI™ Key Insight
Provide clear validation objectives, performance targets, and either pasted requirements or relevant PDF pages, and Ask: ACE: AI™ will produce practical, lab-ready validation artifacts—test plans, test cases, matrices, and failure follow-ups—tailored to HVAC and airflow components.Detailed Analysis
What to include in a validation prompt (minimum)
Part or assembly name (e.g., HVAC blower, actuator, evaporator housing)
Program or vehicle context (if applicable)
Validation objective (e.g., airflow compliance, durability, environmental robustness)
Key performance targets (flow rate, pressure drop, temperature range, noise, response time)
Test environment constraints (temperature, humidity, vibration, available equipment)
Desired deliverable (test plan, test cases, matrix, checklist, summary table)
Attachments and data handling
Upload PDFs only when specs, requirements, or prior test reports are needed
Paste short requirement tables or limits directly into the prompt when possible
If a response depends on missing PDF pages, Ask: ACE: AI™ will request those pages before proceeding
Typical validation outputs
Environmental, airflow, and functional test plans with setup and pass/fail criteria
Step-by-step test cases suitable for lab technicians
Requirement-to-test traceability matrices (Excel/CSV-ready)
Pre-test setup and safety checklists
Summaries of uploaded test reports learned, failures, and next-step verification
Short failure-mode lists with recommended follow-up tests
How to get the most useful results
State the deliverable type explicitly (e.g., “test plan” vs. “test case”)
Include numeric targets and units (°C, L/s, Pa, dB)
Specify output format if needed (table, checklist, numbered steps)
Start narrow, then ask for refinements (e.g., “tighten acceptance criteria”)
Limits and guardrails
Ask: ACE: AI™ does not execute tests, access lab systems, or certify compliance
Only PDFs or pasted plain text are accepted for document analysis
Non-PDF files (images, CAD, spreadsheets) are not processed
Outputs support engineering and validation workflows but are not formal certifications
Turnaround style
Expect concise, structured outputs designed to drop directly into lab work, test documentation, or validation reviews.Example prompts you can try
“Draft an environmental + airflow validation test plan for HVAC blower PN 12345: −20 °C to +85 °C, airflow 30–200 L/s; include setup, instrumentation, and pass/fail criteria.”
“Create 8 step-by-step test cases to validate blend-door actuator responsiveness and leakage for a dual-zone HVAC module using a bench rig.”
“Review the attached PDF test report and summarize the top 5 failures with likely causes and recommended follow-up tests.”
“Generate a requirement-to-test traceability matrix from the pasted airflow and noise limits; output as an Excel-ready table.”
“Provide a pre-test checklist for high-humidity thermal soak testing of evaporator core assemblies.”

