Streamline quality processes with AI prompts for Six Sigma, SOP creation, audit preparation, defect analysis, CAPA management, and continuous improvement.
Create a Six Sigma DMAIC project charter for reducing [specific defect/issue] in our [process name]. Include: project title, business case with financial impact estimate, problem statement using measurable terms, goal statement with target metrics, project scope (in-scope and out-of-scope), timeline with phase milestones, team roles (Champion, Black Belt, Green Belt, team members), and preliminary risk assessment.
Guide me through a process capability analysis for our [process name]. Current specifications: USL = [value], LSL = [value], Target = [value]. Recent measurement data: [paste data or describe]. Calculate Cp, Cpk, Pp, and Ppk indices. Interpret the results, identify whether the process is capable and centered, and recommend specific improvements if capability indices are below 1.33.
Help me document a value stream map for our [product/service] from [start point] to [end point]. For each process step, I need to capture: cycle time, changeover time, uptime percentage, batch size, number of operators, inventory levels between steps, and information flow. Identify the 3 biggest wastes (muda) and suggest kaizen improvement opportunities with estimated impact.
Develop an SPC (Statistical Process Control) plan for monitoring [critical quality parameter] in our [process]. Include: which control chart type to use (X-bar/R, X-bar/S, p-chart, etc.) and why, sampling frequency and size, control limit calculation methodology, reaction plan for out-of-control signals (Western Electric rules), escalation procedures, and data recording requirements.
Create a comprehensive Lean waste identification checklist for our [department/process area]. For each of the 8 wastes (TIMWOODS: Transportation, Inventory, Motion, Waiting, Overproduction, Over-processing, Defects, Skills underutilization), provide: 5 specific questions to ask during the gemba walk, observable indicators to look for, measurement methods, and quick-win improvement suggestions.
Plan a 5-day Kaizen event to improve [specific process/metric]. Day 1: Current state mapping and problem definition. Day 2: Root cause analysis and solution brainstorming. Day 3: Solution design and pilot planning. Day 4: Implementation and testing. Day 5: Standardization and sustainability plan. For each day, list: activities, deliverables, materials needed, and team assignments.
Create a comprehensive internal audit checklist for ISO 9001:2015 compliance covering clauses 4 through 10. For each clause, include: 3-5 specific audit questions, evidence to look for, common non-conformities found in [our industry], and guidance on classifying findings as major non-conformity, minor non-conformity, or observation. Format as a table with columns for clause, question, evidence required, finding, and notes.
Draft a corrective action plan for this quality issue: [describe the non-conformance]. Structure: 1) Non-conformance description with date, location, and impact, 2) Immediate containment actions taken, 3) Root cause analysis using 5 Whys method, 4) Corrective actions with responsible persons and due dates, 5) Preventive actions to avoid recurrence, 6) Effectiveness verification criteria and timeline, 7) Documentation and closure requirements.
Prepare a comprehensive management review meeting agenda aligned with ISO 9001:2015 clause 9.3. Include these required inputs: internal/external audit results, customer feedback analysis, process performance metrics, non-conformity and corrective action status, previous management review actions, changes affecting the QMS, resource adequacy assessment, and improvement opportunities. For each item, suggest the data to present and key questions for leadership discussion.
Develop a supplier quality audit protocol for evaluating [supplier type] against our quality requirements. Include: pre-audit questionnaire (20 questions covering QMS, processes, training, testing), on-site audit checklist organized by area (receiving, production, testing, storage, shipping), scoring criteria (1-5 scale with descriptions), critical vs. major vs. minor finding definitions, and post-audit report template with supplier improvement requirements.
Write a document control procedure that meets ISO 9001:2015 clause 7.5 requirements for our [company type]. Cover: document creation and approval workflow, version control methodology, distribution and access control, revision and change management process, obsolete document handling, retention schedule by document type, electronic vs. physical document requirements, and roles and responsibilities for document control.
Conduct a gap analysis between our current quality system and [specific regulation/standard] requirements. For each requirement section, provide: the requirement summary, our current state (compliant/partial/non-compliant), specific gaps identified, recommended remediation actions with priority (high/medium/low), estimated effort to close each gap, and suggested timeline. Focus on the most critical gaps that pose the highest risk.
Write a detailed SOP for [process name] following our documentation standards. Include: document header (title, SOP number, revision, effective date, author, approver), purpose and scope, definitions and abbreviations, safety precautions and PPE requirements, required materials and equipment, step-by-step procedure with decision points and quality checkpoints, acceptance criteria, troubleshooting guide for common issues, and reference documents.
Create a work instruction for [specific task] that a new operator could follow independently. Write each step as a clear action verb instruction (e.g., 'Position the component...'). Include: prerequisite checks before starting, step sequence with critical parameters highlighted, visual aid descriptions (photos/diagrams needed at each step), quality verification points with accept/reject criteria, and common mistakes to avoid.
Develop an incoming/in-process/final inspection procedure for [product]. Include: inspection type and frequency, sampling plan (AQL-based or 100% inspection with justification), measurement methods and equipment required (with calibration requirements), dimensional and visual acceptance criteria with tolerances, defect classification (critical/major/minor), recording and reporting requirements, and disposition procedures for non-conforming material.
Create a training matrix for the [department] quality team. List all required competencies organized by: technical skills (testing methods, equipment operation, data analysis), system knowledge (QMS procedures, regulatory requirements), and soft skills (problem-solving, communication). For each competency, define: proficiency levels (1-4), assessment methods, training resources, requalification frequency, and the minimum competency level required for each role.
Draft the [specific section] of our quality manual for a [industry type] company. This section should cover: policy statement aligned with company vision, scope of application, process description with inputs/outputs/controls, key performance indicators with targets, roles and responsibilities, interaction with other QMS processes, and applicable documents and records. Align with ISO 9001:2015 structure.
Write a change control procedure for managing changes to [products/processes/documents] in our quality system. Include: change request initiation form fields, impact assessment criteria (quality, regulatory, customer, cost, timeline), risk evaluation using FMEA approach, approval authority matrix based on change classification (minor/major/critical), implementation planning requirements, verification and validation steps, and post-implementation review process.
Guide me through a structured 5 Whys analysis for this quality problem: [describe the defect/failure]. For each 'Why' level: state the question clearly, provide the answer based on evidence (not assumption), identify whether verification data exists, and flag if the answer is a guess that needs investigation. Continue until we reach the true root cause (something we can directly act on). Then recommend 3 corrective actions addressing the root cause.
Create a comprehensive Ishikawa (fishbone) diagram analysis for the problem: [describe quality issue]. Analyze all 6M categories: Man (people/skills), Machine (equipment), Method (process), Material (inputs), Measurement (inspection), and Mother Nature (environment). For each category, identify 3-5 potential causes. Then prioritize the top 5 most likely root causes based on frequency, detectability, and severity. Suggest data collection plans to verify each.
Conduct a Process FMEA for [process/product name]. For each process step, identify: potential failure modes, potential effects of each failure (local, next-level, end-effect), severity rating (1-10), potential causes, occurrence rating (1-10), current detection controls, detection rating (1-10), and calculate RPN (Risk Priority Number). For all items with RPN above 100, recommend specific actions to reduce risk. Format as a standard FMEA table.
Analyze this defect data and create a Pareto analysis:\n\n[List defect types and their frequencies]\n\nProvide: sorted defect list by frequency (descending), cumulative percentage for each defect type, identification of the vital few (80/20 rule), recommended investigation priority, estimated cost impact for each defect category if possible, and an action plan focusing on the top 3 defect types that represent 80% of all issues.
Complete an 8D problem-solving report for this quality issue: [describe the problem]. D1: Team formation (suggest roles needed). D2: Problem description using IS/IS NOT analysis. D3: Interim containment actions. D4: Root cause analysis with verification. D5: Permanent corrective actions. D6: Implementation and validation plan. D7: Preventive actions and systemic improvements. D8: Congratulate the team and document lessons learned.
Analyze this quality data for trends and patterns:\n\n[Paste defect data with dates, types, locations, shifts, operators, etc.]\n\nIdentify: temporal patterns (time of day, day of week, seasonal), correlation with specific variables (operator, machine, material lot, environmental conditions), any deteriorating trends that suggest impending failures, and statistical significance of observed patterns. Provide control chart interpretation and recommend monitoring thresholds.
Design a quality management KPI dashboard for our [industry type] organization. Include these categories: Customer Quality (complaint rate, returns, CSAT), Internal Quality (first pass yield, scrap rate, rework hours), Supplier Quality (incoming reject rate, on-time delivery, supplier scores), Process Quality (Cpk indices, SPC alerts, OEE), and System Quality (audit findings, CAPA closure rate, training compliance). For each KPI, define: calculation formula, data source, target, frequency, and visual display type.
Help me calculate and analyze the Cost of Quality (CoQ) for our [business/product line]. Categorize costs into: Prevention costs (training, quality planning, process validation, supplier evaluation), Appraisal costs (inspection, testing, calibration, audits), Internal failure costs (scrap, rework, re-inspection, downtime), and External failure costs (warranty, returns, complaints, recalls). Estimate each cost category, calculate CoQ as percentage of revenue, and identify the optimal balance between prevention/appraisal investment and failure cost reduction.
Generate a monthly quality review report template for [month/department]. Include sections: Executive summary (3 key highlights and 2 areas of concern), KPI performance vs. targets (with trend arrows), customer complaint analysis (new, resolved, aging), internal non-conformance summary by category, CAPA status (open, overdue, closed this month, effectiveness verified), supplier quality performance, upcoming audit schedule, and recommended management actions with owners and due dates.
Create a continuous improvement project tracking system for our quality department. For each project, track: project name and ID, improvement methodology (DMAIC, PDCA, A3, Kaizen), current phase, problem statement, target metric and current baseline, projected savings/benefit, team lead and members, start date, target completion date, percent complete, current status (on-track/at-risk/delayed), next milestone, and blockers. Include a summary view showing total projects by phase and projected annual savings.
Design a 25-question quality culture assessment survey for our organization. Cover these dimensions: Leadership commitment to quality (5 questions), Employee engagement in quality (5 questions), Communication and transparency about quality issues (5 questions), Problem-solving and learning from failures (5 questions), and Customer focus and quality ownership (5 questions). Use a 5-point Likert scale. Include 3 open-ended questions. Provide scoring methodology and benchmark interpretation guide.
Help me develop annual quality objectives for [year] aligned with our strategic goals. For each objective: write a SMART goal statement, define 2-3 supporting KPIs with targets, identify required resources and budget, list key initiatives/projects to achieve the objective, assign an owner, set quarterly milestones, and define how success will be measured. Include objectives across all quality dimensions: product quality, process efficiency, customer satisfaction, regulatory compliance, and team development.