QUALITY INTELLIGENCE ACCELERATOR

Turn quality data into earlier signals, clearer actions, and accountable follow-through.

The Pragy Quality & CAPA Intelligence Accelerator helps quality-focused organizations improve how deviations, CAPAs, complaints, audit findings, recurrence signals, actions, and management-review information are structured, reviewed, and sustained.

Use process improvement, governed analytics, practical automation, and controlled AI assistance while keeping final quality decisions with authorized people.

Request the Quality Accelerator View a Sample Quality Intelligence Pack

Start with the Quality Intelligence Blueprint
Discuss a Regulated or Validated Scope

Quality-process discipline

CAPA and action visibility

Governed analytics

Human review and approval

THE QUALITY-INFORMATION GAP

Quality teams often have the records—but not a clear operating view.

The accelerator connects controlled definitions, reliable data, review signals, quality decisions and accountable action around one defined quality outcome.

Fragmented quality information

Quality events, CAPAs, complaints, audit findings and actions live across systems, extracts and spreadsheets.

Inconsistent classification

Categories and definitions vary, making trend and recurrence review difficult to trust.

CAPA aging without escalation clarity

Due dates are visible but ownership, thresholds and required responses are not consistently defined.

Recurrence found too late

Similar records are difficult to compare and candidate signals do not reach accountable reviewers early enough.

Manual management-review preparation

Teams repeatedly reconcile data, rebuild slides and chase actions before each review.

Automation without quality controls

Technology is proposed before taxonomy, evidence, approvals, exception handling and fallback are clear.

WHAT QUALITY INTELLIGENCE MEANS

Quality intelligence connects records, definitions, signals, decisions, and follow-through.

A signal supports review. It does not prove root cause, CAPA effectiveness, compliance, or product suitability.

WHAT THE CLIENT RECEIVES

A controlled quality-workflow package with measures, evidence, ownership, and sustainment.

Current-state quality workflow

Quality taxonomy and data model

Metric dictionary

Aging and escalation framework

Recurrence and trend design

Dashboard or controlled pilot

Human-review and approval controls

Test and reconciliation package

SOP, training, and handover

Sustainment and management-review plan

QUALITY EVENT TO ACTION

Connect intake, evidence, review, action, escalation, and closure.

Classification may be assisted but requires review. Root cause requires evidence. Effectiveness requires evidence and authorized assessment. Closure remains a client decision.

CONTROLLED AI ASSISTANCE

Use AI to prepare a review signal—not the final quality decision.

AI may assist with

Draft classification
Controlled summarization
Similar-record retrieval
Trend preparation
Recurrence-candidate identification
Management-review narrative drafts
Completeness prompts
Routing suggestions

AI must not independently

Determine final root cause
Approve an investigation
Approve or close a CAPA
Determine effectiveness
Release a batch or product
Make a regulatory conclusion
Create missing evidence
Override the quality unit
Make an autonomous safety decision

REPRESENTATIVE USE CASES

Focus on a quality process with a named owner and reviewable evidence.

Deviation and nonconformance triage

CAPA aging and escalation

Recurrence and trend preparation

Complaint classification and routing

Audit finding follow-through

Effectiveness-check visibility

Quality management review

Approved quality-knowledge retrieval

These examples illustrate possible engagement shapes. They are not named client results, regulatory conclusions, or guaranteed outcomes.

DATA READINESS AND TRACEABILITY

Make the source, definition, transformation, owner, and limitation visible.

Source record and unique ID
Event date and status history
Controlled categories
Owner and due dates
Approvals and action linkage
Effectiveness evidence
Product, process, site, or context
Data-quality status
Transformation logic and reconciliation

A sophisticated dashboard cannot repair missing ownership, inconsistent definitions, or unreliable source data by itself.

QUALITY METRICS

Define each measure before using it to drive action.

For each measure, define purpose, formula, owner, source, frequency, threshold, required response, data-quality status, and limitations. Metrics and thresholds are organization-specific.

Open quality events

Event aging

Investigation cycle time

CAPA aging

Overdue action rate

Recurrence-candidate rate

Effectiveness-check status

Complaint trend

Audit action closure

Data-quality exceptions

HOW IT WORKS

From scope confirmation to controlled sustainment.

1Fit and quality-scope confirmation
2Current-state discovery
3Taxonomy, metric, and data review
4Future-state and control design
5Configure blueprint, pilot, or system
6Reconcile data and test
7Train and transfer ownership
8Sustain and improve

Production use depends on approved access, security, quality oversight, validation decisions, user acceptance, and the client’s change-control process.

COMMERCIAL PATHWAYS

Choose a blueprint, a bounded workflow accelerator, or a quality operating system.

Every pathway is inquiry-first and scope-confirmed. No checkout, payment link, record upload, regulated deployment, or formal validation is active.

Quality Intelligence Blueprint

CAD $4,500

Approximately 2–3 weeks

For a quality leader who needs a controlled scope, taxonomy, metric dictionary, recurrence approach, workflow requirements, wireframe and 90-day roadmap.

Excludes production dashboard, automation, AI, integration, migration, eQMS modification, formal validation, regulatory interpretation, approval, travel and licenses.

Request the Blueprint

Focused implementation pathway

CAPA & Quality Workflow Accelerator

Starting at CAD $12,500

Approximately 6–8 weeks

Redesign, configure, test and transfer one bounded quality workflow or decision-support pilot with taxonomy, rules, human approvals, reconciliation, UAT, SOP, training and a 45-day sustainment review.

Production deployment is included only when explicitly approved. Regulated or validated use, custom integration and migration require custom scope.

Request the Workflow Accelerator

Quality Intelligence Operating System

Starting at CAD $18,500

Approximately 8–12 weeks

Connect up to 15 measures, approved sources, trend and recurrence views, CAPA aging, action tracking, management-review preparation, human-approved narrative, training and a 45-day stabilization review.

Excludes enterprise warehouse, eQMS replacement, formal validation, release decisions, regulatory submission, unlimited sources, multiple sites and custom AI models.

Request the Operating System

Regulated, Validated, Multi-Site, or Enterprise

Custom scope

Required for GxP or validated deployment, multiple sites or domains, eQMS/ERP/MES/API work, large migration, sensitive data, release or safety-critical decisions, regulatory submissions, enterprise platforms or specialist review.

Scope, client quality owner, data handling, security, validation, licensing, production access, specialist review, acceptance criteria, price and timeline require separate approval.

Discuss a Regulated or Enterprise Quality Scope

SCOPE CONTROL

One accelerator focuses on one defined quality workflow or operating system.

A standard bounded workflow generally includes one trigger, one accountable process owner, one quality domain, one site or unit, limited roles, defined rules and approvals, defined exceptions, a measurable outcome, and a small number of approved tools or sources.

Bounded examples

Deviation intake through triage and assignment
CAPA actions through escalation and closure evidence
Complaint classification through review and routing
Audit finding through action follow-through
Effectiveness-check scheduling and overdue escalation
Monthly quality-review preparation

Custom-scope examples

Replace the eQMS
Automate all quality processes
Integrate every quality and manufacturing system
Validate an enterprise platform
Make automated disposition decisions
Build a global quality data lake
Transform all sites
Generate regulatory conclusions autonomously

FIT AND CUSTOM-SCOPE TRIGGERS

The strongest accelerator starts with one domain and accountable quality ownership.

Strong fit

One domain can be named
Process owner and quality owner are available
Representative non-sensitive information can be discussed
Systems and definitions are known at a high level
Outcome can be measured
Users support testing
Human approvals can be defined
Deployment pathway exists

Custom scope or pause

Multiple domains or sites
No quality owner
Source data unavailable
eQMS replacement
Formal validation
Product-release decisions
Patient or sensitive data
Custom API or large migration
Autonomous quality decision expected
Confidential records expected through the public form
No client testing or approval resources

ILLUSTRATIVE SAMPLE

Preview the complete fictional quality intelligence pack.

The 14-page NovaCura Manufacturing sample uses synthetic data to show scope, taxonomy, data readiness, measures, recurrence candidates, CAPA aging, controlled AI assistance, testing, management review and a 90-day roadmap.

View the Sample Quality Intelligence Pack

NovaCura Manufacturing — fictional illustrative organization

RELATED PRAGY PATHWAYS

Assess the use case, establish controls, improve the quality workflow, and sustain performance.

Quality AI fluency

Help leaders understand AI boundaries before quality workflows are scoped.

Pragy AI Fluency for Operations Leaders can prepare quality and operations sponsors to distinguish AI assistance from accountable quality decisions, identify specialist-review triggers, and understand why human review, evidence and manual fallback matter.

Explore AI Fluency for Operations Leaders

WHY PRAGY CONSULTING

Quality-process discipline connected with analytics and implementation.

Pragy Consulting combines Lean Six Sigma, operational excellence, Power BI, process automation, change management, project governance, and practical AI-in-operations thinking.

Delivered by the Pragy Consulting Founding Team

Book a Quality Accelerator Fit Call

FAQ

Scope, technology, validation, data, and accountable quality decisions

Is this an eQMS replacement?

No. The accelerator improves one bounded quality workflow or performance system. It does not replace an eQMS, QMS, ERP, MES, enterprise data platform, or the client quality unit.

Does it include formal validation?

No. Standard packages include ordinary implementation testing and reconciliation, not formal computer-system validation. The client determines validation applicability; validated deployment is custom scope under the client's approved system.

Can AI determine root cause?

No. AI may help prepare classifications, summaries, retrieval results or recurrence candidates, but final root cause requires evidence and an authorized client investigation and approval process.

Can AI close a deviation or CAPA?

No. AI must not independently approve or close a deviation, CAPA, complaint, audit finding, investigation, effectiveness check, product disposition or release decision.

Can it be used in regulated environments?

Potentially, but regulated, validated, safety-critical, quality-critical or sensitive-data use requires custom scoping, client quality oversight, a validation decision, security review and appropriate specialist approval.

Which quality processes can be included?

A standard scope may focus on a deviation or nonconformance, CAPA, complaint, audit finding, effectiveness-check, quality-management-review, or quality-metrics workflow.

What counts as one bounded workflow?

One bounded workflow has a defined trigger, accountable process owner, quality domain, site or unit, limited roles, rules, approvals, exceptions, measurable outcome and a small number of approved tools or sources.

Which technologies are used?

The tools depend on the approved environment and operating need. A scope may use existing quality systems, Power BI, Power Platform, SharePoint, approved forms, standard connectors, conventional automation or approved AI services. No tool is mandatory.

Is Power BI required?

No. Power BI may be suitable for a governed quality-performance view, but the reporting layer depends on the client environment, data and approved scope.

What data is needed?

The work normally needs high-level process context, controlled definitions, representative non-sensitive structures, source identifiers, dates, status history, owners, due dates, approvals, action links, data-quality status and approved access arrangements.

Should records be submitted through the website?

No. Do not submit passwords, credentials, patient information, personal data, batch records, investigation records, complaint records, regulated records, confidential production data or sensitive quality information through the public form.

Are software licenses included?

No. Platform, connector, hosting, AI-service, eQMS or other third-party license fees are excluded unless explicitly included in an approved scope.

Does it guarantee inspection readiness or compliance?

No. The accelerator does not certify compliance, inspection readiness, validation, regulatory approval, CAPA effectiveness, product quality, root cause, or any guaranteed operating result.

What happens after the accelerator?

The client may sustain the workflow internally, complete additional validation, stabilize or scale the system, expand to a separately scoped workflow, or connect it to a broader operations-review pathway.

Are outcomes guaranteed?

No. Outcomes depend on process conditions, definitions, data, participation, systems, security, validation, adoption, controls and client decisions. No financial, compliance or operating improvement is guaranteed.

ACCOUNTABLE QUALITY CONTROL

Build clearer quality signals without giving up accountable quality control.

info@pragyconsulting.com · +1 (514) 404-5435

Request the Quality Accelerator View the Sample Quality Intelligence Pack Book a Quality Accelerator Fit Call Discuss a Regulated or Validated Scope