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Daniel Crouse

Daniel Crouse

Founder, QualityEngineer.ai

LinkedIn

About

Daniel Crouse is the founder of QualityEngineer.ai. He built the platform after spending 15+ years working in supplier quality, PPAP documentation, and manufacturing quality systems, and seeing firsthand how much engineering time gets swallowed by manual documentation and disconnected spreadsheets.

QualityEngineer.ai is the result: an AI-powered quality engineering platform that connects APQP, PPAP, PFMEA, Control Plans, CAPA, and statistical tools in one traceable workflow. The goal is to give quality engineers their time back so they can focus on the actual engineering problems, not the paperwork.

Daniel writes about PPAP, APQP, IATF 16949, supplier quality, and how AI is changing the manufacturing quality landscape. His writing is grounded in real project experience, not theory.

Supplier Quality
PPAP
APQP
PFMEA
IATF 16949
Control Plans
CAPA / 8D
Statistical Quality
AI in Manufacturing

Articles by Daniel

AS9145 Aerospace APQP and PPAP: A Field Map for Suppliers Coming From AIAG

An aerospace customer just flowed down AS9145 instead of AIAG APQP and PPAP. Here is a practical mapping of the five phases, the 11 aerospace PPAP elements versus the automotive 18, where AS9145 diverges from what you already do, and the traps that get a first submission kicked back.

July 15, 2026

PPAP Element 11 Initial Process Studies: What Ppk Value Passes and Why Reviewers Reject the Number Before They Read It

Element 11 is where the statistical work of a PPAP package either holds up or collapses. A reviewer's-seat walkthrough of Initial Process Studies under AIAG PPAP 4th Edition: why initial studies report Ppk and not Cpk, the three-tier acceptance criteria at 1.33 and 1.67, the two prerequisites a reviewer verifies before trusting your index, the significant production run sample rules, the non-normal and one-sided characteristic trap that voids a clean-looking number, five kickback patterns, and a pre-submission QA pass you can run in fifteen minutes.

July 5, 2026

AS9102 Form 1 Part Number Accountability: The Cover Sheet That Locks the FAI Binder and How Rev C Rewrote It

Form 1 is the smallest sheet in an AS9102 FAI package and the one that determines whether the reviewer even opens Form 2. A field by field walkthrough of Form 1 under AS9102 Rev C: the Part Type shift that replaced the serial number, the signature lock that closes the binder, the sub-assembly rollup rules, the full versus partial declaration, the four kickback patterns that eat submissions, and a pre-submission QA pass a supplier quality lead can run in twenty minutes.

July 1, 2026

Supplier Quality Trends 2026: What Is Actually Changing on the Floor This Year

A practitioner read on what is shifting in supplier quality in 2026. Not the analyst slides. The clause changes, the customer scorecard moves, the NADCAP scope tightening, the PPAP and APQP 3rd Edition transition, the engineering drawing intelligence buildout, and the data exchange standards that are starting to land on supplier dashboards. What each one means for a supplier quality engineer who has to ship FAIs and PPAPs through it.

June 28, 2026

AS9102 Form 2 Product Accountability: The Materials, Special Processes, and Functional Testing Evidence That Has to Survive a Customer Reviewer

AS9102 Form 2 is the FAI form most often returned by a customer reviewer, and not because of the part. It is the supply chain map: every material spec, every special process, every functional test, with the supplier and the cert that proves it. A practitioner walkthrough of what each cell has to carry, the four kickback patterns that cost the most rework, and how to QA the form before the binder leaves your hands.

June 24, 2026

APQP 3rd Edition Transition: What Changed in the Combined APQP and Control Plan Manual and What Your Submission Package Has to Look Like Now

A practitioner walkthrough of the AIAG APQP and Control Plan 3rd Edition. What changed from the 2nd Edition APQP manual and the separate Control Plan reference, how the combined manual restructures the five phases, what cybersecurity and product safety expectations got added, and how to rebuild your APQP package so PPAP reviewers find what they look for in the new order.

June 22, 2026

AS9100 Clause-by-Clause Audit Readiness: What Objective Evidence Each Requirement Wants Before the CB Walks In

An AS9100D readiness walkthrough by clause. What objective evidence each requirement expects, how the certification body actually verifies it, and the specific gaps that turn into minor and major findings during Stage 2 and surveillance audits.

June 17, 2026

PPAP 18 Elements Checklist: What Each Element Has to Show to Pass a Customer Submission Review

A practitioner checklist for all 18 PPAP elements under the AIAG PPAP 4th Edition. What each element actually has to contain, the reviewer mindset on the customer side, and the specific defects that get a Level 3 package kicked back to Interim.

June 14, 2026

FAI vs PPAP: When Aerospace Suppliers Need First Article Inspection, PPAP, or Both

FAI under AS9102 and PPAP under AIAG cover similar ground for different supply chains. A practical guide to where they overlap, where they don't, which customers ask for which, and how dual-cert aerospace shops keep one source of truth feeding both submissions.

June 10, 2026

AS9102 Partial FAI Re-accomplishment: When You Need One and What Has to Be in the Binder

AS9102 partial FAI re-accomplishment is the clause aerospace SQEs argue about most. A practical guide to Clause 4 triggers, the impact analysis a customer expects to see, what changes on Form 1, Form 2, and Form 3 when scope is partial, and how to keep the original FAI binder defensible through a revision.

June 7, 2026

Characteristic Accountability in AS9102: How to Balloon a Drawing So Form 3 Maps One to One

Characteristic accountability is where most AS9102 FAI packages get rejected. A practical guide to ballooning a drawing under Rev C, what counts as a characteristic, how GD&T and notes get numbered, and how to make Form 3 map one to one to the design record.

June 3, 2026

CAPA Effectiveness Metrics: The KPIs That Tell You Corrective Action Is Working

Closing CAPAs on time tells you nothing about whether problems stop coming back. This is the small set of CAPA effectiveness metrics that does: recurrence rate, repeat findings, aging and cycle time, reopen rate, and escape rate, how to define each one so it cannot be gamed, and how to wire them into management review under ISO 9001 clause 9.3.2 and IATF 16949 clause 9.3.2.1.

May 31, 2026

CAPA Effectiveness Verification: How to Prove a Corrective Action Actually Worked

Most CAPAs close before anyone confirms the fix held. This is what corrective action effectiveness verification requires under ISO 9001 and IATF 16949 clause 10.2.1, how to set objective acceptance criteria, how long to keep the CAPA open, and the audit findings that catch a verification that was a signature instead of a number.

May 27, 2026

Counterfeit Parts Prevention: How AS5553, AS9100 Clause 8.1.4, and DFARS Fit Together

A practical guide to counterfeit parts prevention for aerospace and defense suppliers. How AS5553, AS9100D Clause 8.1.4, and DFARS 252.246-7007 connect, what a counterfeit avoidance system actually requires, the authorized distributor rule, GIDEP reporting, and AS6171 test methods.

May 20, 2026

AS9102 First Article Inspection: How Form 1, Form 2, and Form 3 Fit Together Under Rev C

A practical guide to the AS9102 First Article Inspection report under Rev C. Form 1 part accountability, Form 2 material and process verification, Form 3 dimensional results, when an FAI is required, how to handle re-accomplishment, and what changed from Rev B.

May 17, 2026

How to Close a CAPA So It Actually Stays Closed

Most CAPAs close on paper, not on the floor. Here is what end to end CAPA closure looks like when 5 Why, Fishbone, Decision Tree, and an audit trail live in one workflow instead of four tools, and why effectiveness verification is the difference between a closed record and a recurring defect.

May 13, 2026

Surface Finish Per Balloon: Why Ra, Lay, and Machining Allowance Belong on Every Characteristic

Most drawing extraction tools dump surface finish into a notes block and call it done. Here is why per balloon surface finish extraction matters for inspection plans, and what it takes to parse Ra, Rz, lay direction, and machining allowance into structured data the way ASME Y14.36 and ISO 1302 actually intend.

May 10, 2026

AS9100 Internal Audit Checklist: What Aerospace Quality Teams Need to Cover

A practical AS9100D internal audit checklist for aerospace quality engineers. Covers all clauses, the aerospace-specific adders to ISO 9001, common Rev D findings, and how AS9100 differs from AS9102 and NADCAP.

May 6, 2026

PFMEA Software vs Templates: When Spreadsheets Stop Working

Excel-based PFMEA templates work for one program at a time. They break the moment Action Priority ratings need to propagate to a Control Plan, a process step revision lands mid-program, or three engineers edit the same workbook. PFMEA software solves the propagation problem the AIAG-VDA 2019 handbook now expects you to solve.

April 29, 2026

PPAP Software: How Purpose-Built Tools Reduce Submission Rework

PPAP submissions get kicked back for the same handful of reasons: missing elements, inconsistent revisions, mismatched characteristics. PPAP software solves the rework problem by enforcing structure across the 18 elements before the package leaves your hands.

April 26, 2026

APQP Software vs Spreadsheets: Where Excel-Based Programs Break Down

Managing APQP in Excel works for one program. At three or more simultaneous launches, spreadsheet-based APQP creates version control chaos, missed milestones, and disconnected documents that collapse at phase gate reviews.

April 22, 2026

8D vs CAPA: What's the Difference and When to Use Each

8D and CAPA are not the same thing. 8D is a problem-solving methodology. CAPA is a quality system requirement under IATF 16949. Conflating them causes audit findings and customer rejections.

April 19, 2026

Gauge R&R Acceptance Criteria: %GRR, NDC, and What AIAG MSA Requires

A Gauge R&R study passes when %GRR is under 10% and NDC is at least 5. Between 10% and 30% is conditional. This guide covers the AIAG MSA thresholds, what %GRR and NDC mean, which values trigger rejection, and what to do when a measurement system does not pass.

April 15, 2026

Control Plan in Manufacturing: What Goes in It and How to Build One

A column-by-column breakdown of the manufacturing control plan: what each field requires, how it connects to your PFMEA, and what auditors actually check under IATF 16949 Clause 8.5.1.

April 12, 2026

Cpk vs Ppk: Which Process Capability Index to Use for PPAP

Cpk and Ppk measure process capability differently and are not interchangeable on a PPAP submission. Here is what each one measures, which sigma each uses, and what PPAP Element 11 actually requires.

April 12, 2026

Process FMEA (PFMEA): A Practical Guide for Automotive Quality Engineers

How to build a Process FMEA that holds up under customer review and IATF 16949 audit scrutiny — including the AIAG-VDA 2019 shift from RPN to Action Priority.

April 5, 2026

Blueprint Intelligence Just Got a Major Upgrade: Deep GD&T, Thread Parsing, Weld Symbols, and More

Blueprint Intelligence now classifies drawings by manufacturing domain, parses GD&T feature control frames, extracts thread callouts and welding symbols, and recommends measurement methods automatically.

April 2, 2026

IATF 16949 Internal Audit Checklist: What Every Quality Engineer Needs to Know

A practical IATF 16949 internal audit checklist covering all major clauses, common findings, and tips for running audits that actually prepare you for certification.

March 26, 2026

What is APQP? Advanced Product Quality Planning Explained

A comprehensive guide to Advanced Product Quality Planning (APQP) — the 5 phases, key deliverables, how it connects to PPAP, and why it's the backbone of automotive supplier quality.

March 9, 2026

What is PPAP? A Complete Guide for Quality Engineers

Everything quality engineers need to know about PPAP, definition, the 18 elements, submission levels, common mistakes, and how AI is changing the process.

March 8, 2026