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Integration Standards Library — Engagement Deployment Roadmap

Version: 2.0 Author: Keven Markham, VP Enterprise Transformation — DMTSP Date: February 6, 2026 Status: Active — deployed globally Related Documents:


1. Executive Summary

The Integration Standards Library (ACC-03) is a reusable collection of 6 pre-built standards modules that accelerate Phase 4 (Standards Definition) of Enterprise Data Architecture engagements. Rather than building governance artifacts from scratch at each client, engagement teams adapt proven templates — reducing per-engagement standards effort by 30–57% (200–400 hours) and improving cross-portfolio consistency.

This roadmap defines the standard engagement deployment sequence for the Integration Standards Library accelerator. Engagement teams follow this phased approach during Phase 4 (Standards Definition) to deploy pre-built standards modules, adapt them to client-specific requirements, and validate compliance alignment. The deployment sequence is organized by dependency and standalone value: accelerator setup and client assessment first (Phase 0), then foundation standards (naming conventions, data classification), then core governance standards (API governance, data quality), then advanced frameworks (metadata/lineage, integration patterns, manufacturing overlays), and finally cross-module validation and client handoff.

Scope

Module ID Engagement Deployment Hours Phase
Accelerator Setup & Assessment ~40 Phase 0
Naming Convention Standards ISL-03 ~30 Phase 1
Data Classification Framework ISL-04 ~30 Phase 1
API Governance Standards ISL-01 ~35 Phase 2
Data Quality Standards ISL-06 ~35 Phase 2
Metadata & Data Lineage Framework ISL-02 ~35 Phase 3
Integration Pattern Library ISL-05 ~35 Phase 3
Manufacturing Overlays ~20 Phase 3
Validation & Handoff ~40 Phase 4
Total ~300 5 phases

Hours Impact (Per Engagement)

Metric Baseline (Without ISL) Accelerated (With ISL) Savings
Phase 0: Accelerator Setup & Assessment 40–60 hrs ~40 hrs 0–20 hrs
Phase 1: Foundation Standards Deployment 90–150 hrs ~60 hrs 30–90 hrs
Phase 2: Core Standards Deployment 130–200 hrs ~70 hrs 60–130 hrs
Phase 3: Advanced Standards Deployment 160–240 hrs ~90 hrs 70–150 hrs
Phase 4: Validation & Handoff 60–80 hrs ~40 hrs 20–40 hrs
Total Phase 4 (Standards Definition) 500–700 hrs ~300 hrs 200–400 hrs
Reduction 30–57%

2. Scope & Module Inventory

2.1 Module Breakdown

# Module ID Templates Examples Engagement Deployment Hrs Baseline Hrs Reduction
1 Naming Conventions ISL-03 7 2 ~15 20–32 hrs 55–65%
2 Data Classification ISL-04 6 3 ~20 35–60 hrs 50–60%
3 API Governance ISL-01 6 2 ~25 60–85 hrs 55–70%
4 Data Quality ISL-06 6 3 ~20 30–45 hrs 50–60%
5 Metadata & Lineage ISL-02 6 3 ~30 70–110 hrs 60–70%
6 Integration Patterns ISL-05 8 patterns 3 diagrams ~30 60–90 hrs 35–45%
Total 39 templates 16 examples ~140 275–422 hrs ~50%

Note: Engagement Deployment Hours reflect the engagement team's effort to adapt ISL templates to the client's context. Baseline Hours reflect the effort required to build equivalent standards from scratch. The difference is the direct time savings the accelerator delivers per engagement.

2.2 Out of Scope

The following are related accelerators but are not deployed as part of the ISL engagement sequence:

  • Manufacturing Data Architecture Blueprints — ACC-01
  • RFP Discovery Questionnaire Tool — ACC-02
  • Governance Maturity Assessment Framework — ACC-04
  • Microsoft Fabric Migration Toolkit — ACC-05
  • Synapse-to-Fabric Migration Accelerators — Separate repository

2.3 Engagement Deployment Dependency Map

Modules must be deployed in dependency order — downstream modules reference upstream conventions. Deploy in this sequence at each engagement:

Phase 0: Accelerator Setup & Assessment
  │
  └──► Phase 1: Foundation Standards Deployment
        │
        ├── ISL-03: Naming Conventions
        │     │
        │     └──► ISL-04: Data Classification
        │
        └──► Phase 2: Core Standards Deployment
              │
              ├── ISL-01: API Governance ◄── ISL-03, ISL-04
              │
              ├── ISL-06: Data Quality ◄── ISL-03, ISL-04
              │
              └──► Phase 3: Advanced Standards Deployment
                    │
                    ├── ISL-02: Metadata & Lineage ◄── ISL-03, ISL-04, ISL-06
                    │
                    ├── ISL-05: Integration Patterns ◄── ISL-03, ISL-01, ISL-06
                    │
                    ├── Manufacturing Overlays ◄── All modules
                    │
                    └──► Phase 4: Validation & Handoff ◄── All modules

ISL-03 (Naming Conventions) is the foundational module — every other module references it. ISL-04 (Data Classification) is the second dependency — security tiers are referenced by API governance, quality SLAs, and metadata attributes. This sequence ensures each module has its upstream dependencies in place before adaptation begins.


3. Engagement Prerequisites

3.1 Client Environment Access

  • Client Microsoft Fabric workspace access provisioned — engagement team has Contributor or higher permissions
  • Client Azure tenant access confirmed — Entra ID, Purview, and relevant Azure services accessible
  • Client data landscape inventory available — source systems, data domains, integration points documented
  • Client existing governance artifacts collected — any current naming conventions, data dictionaries, or standards documents
  • Client security and compliance requirements documented — regulatory landscape (SOX, GDPR, ITAR, HIPAA, etc.)

3.2 Stakeholder Alignment

  • Executive sponsor identified — client-side authority for standards adoption and enforcement
  • Data Governance stakeholder identified — authority over classification, metadata, and quality standards
  • Enterprise Architecture stakeholder identified — authority over API governance and integration patterns
  • Security/Compliance stakeholder identified — authority over classification tiers and regulatory alignment
  • Review and approval cadence agreed — weekly or bi-weekly checkpoint schedule confirmed with client

3.3 Engagement Team Assigned

  • Engagement Lead assigned — owns delivery timeline, client communication, and escalation path
  • Standards Architect assigned — standards design authority, cross-module consistency review
  • Data Governance Consultant assigned — classification, metadata, quality module adaptation
  • Integration Architect assigned — API governance, integration patterns, technical validation
  • Client SMEs identified — 2–3 subject matter experts from client side for domain validation

3.4 Reference Materials

  • Microsoft Purview documentation — sensitivity labels, metadata schema, lineage capabilities
  • Microsoft Fabric documentation — naming conventions, workspace RBAC, OneLake taxonomy
  • Azure Cloud Adoption Framework — resource naming, tagging, governance best practices
  • OWASP API Security Top 10 (2023) — API governance alignment
  • Industry compliance frameworks — SOX, GDPR, ITAR, HIPAA control requirements applicable to client

3.5 Tooling

  • ISL repository cloned — engagement team has local copy of the Integration Standards Library
  • Markdown authoring environment — VS Code + Markdown Preview
  • Diagram tooling — Mermaid, draw.io, or Lucidchart for architecture diagrams
  • Collaboration platform — SharePoint, Teams, or GitHub for client review and feedback

3.6 Engagement Team Allocation

Role Allocation Weekly Capacity Primary Modules
Engagement Lead 40% 16 hrs/week All — delivery management, client liaison, design authority
Standards Architect 75% 30 hrs/week All — cross-module consistency, technical review
Data Governance Consultant 75% 30 hrs/week ISL-02, ISL-04, ISL-06 — classification, metadata, quality
Integration Architect 75% 30 hrs/week ISL-01, ISL-03, ISL-05 — API governance, naming, patterns
Client SMEs 25% 10 hrs/week All — domain validation, acceptance review
Total ~116 hrs/week

3.7 External Dependencies

  • ACC-04 (Governance Maturity Assessment) — maturity tier definitions inform module adaptation depth (recommended, not blocking)
  • ACC-02 (RFP Discovery Questionnaire) — discovery responses Q18–Q22 provide client context for adaptation (recommended, not blocking)

4. Phase 0: Accelerator Setup & Assessment

Duration: 1 week | Engagement Deployment Hours: ~40 Baseline Equivalent: 40–60 hrs

4.1 Deploy Accelerator Repository

Clone and configure the ISL repository for the engagement:

  • Clone ISL repository into engagement workspace (Git or SharePoint)
  • Create client-specific branch for adaptation tracking
  • Configure folder structure for client deliverables
  • Verify all 39 templates and 16 examples are intact and current version
  • Set up review workflow (PR-based or document review, depending on client tooling)

4.2 Run Governance Maturity Assessment

Assess the client's current governance maturity to inform module adaptation depth:

  • Conduct governance maturity assessment using ACC-04 framework (or lightweight alternative)
  • Score client across governance maturity dimensions (policy, process, technology, organization, metrics)
  • Classify client maturity tier: Foundational / Developing / Defined / Managed / Optimizing
  • Document current-state governance artifacts already in place at the client
  • Identify gaps between current state and target state

4.3 Score Client & Select Modules

Based on maturity assessment, determine deployment scope:

  • Assign maturity score (1–5) per governance dimension
  • Confirm which of the 6 ISL modules are in scope for this engagement
  • Determine adaptation depth per module: light (score 3–4), moderate (score 2–3), or heavy (score 1–2)
  • Flag any client-specific requirements not covered by ISL templates (custom extensions)
  • Review client's existing standards — identify conflicts, overlaps, and gaps

4.4 Build Engagement Deployment Plan

  • Finalize phase schedule with client stakeholders
  • Confirm module selection and adaptation depth
  • Identify industry-specific overlays needed (manufacturing, healthcare, financial services, etc.)
  • Establish review cadence and approval gates with client
  • Build adaptation checklist per module (what to keep as-is, what to modify, what to add)
  • Phase 0 Complete — Engagement deployment scope locked, client aligned

5. Phase 1: Foundation Standards Deployment

Duration: 2 weeks | Engagement Deployment Hours: ~60 Baseline Equivalent: 90–150 hrs | Savings: 30–90 hrs

Foundation modules are deployed first because every subsequent module depends on them. ISL-03 (Naming Conventions) establishes the vocabulary the client will use across all standards. ISL-04 (Data Classification) establishes the security framework that governs access controls, API security tiers, and quality SLAs. Adapting these pre-built modules to the client context replaces the baseline effort of building them from scratch.

5.1 ISL-03: Naming Convention Standards

Accelerated: ~30 hrs | Baseline: 40–65 hrs | Savings: 10–35 hrs

Deliverable Description Engagement Hrs
7 naming templates adapted Database/schema, table/view, column, pipeline, API, infrastructure, abbreviation dictionary — adapted to client naming context 12–16
2 client-specific examples Client Fabric naming reference, client domain-specific naming examples 4–6
Enforcement guidance adapted Azure Policy definitions, linting rules, pre-commit hooks — configured for client environment 4–6
Client review & approval Walk through standards with client SMEs, incorporate feedback, obtain sign-off 3–5
Subtotal ~30
  • All 7 templates adapted to client naming conventions and terminology
  • Client-specific abbreviation dictionary extended with client domain terms
  • Fabric naming patterns validated against client's Fabric workspace configuration
  • Enforcement rules configured for client's Azure environment
  • Client stakeholder review and approval obtained

5.2 ISL-04: Data Classification Framework

Accelerated: ~30 hrs | Baseline: 50–85 hrs | Savings: 20–55 hrs

Deliverable Description Engagement Hrs
6 classification templates adapted Tier definitions, labeling, handling, access control, compliance mapping, decision tree — mapped to client regulatory requirements 12–16
3 client-specific examples Client industry classification, Fabric security model for client, Purview label configuration 6–8
Compliance mapping adapted Client-specific regulatory requirements mapped to classification tiers (SOX, GDPR, ITAR, HIPAA, etc.) 5–7
Client review & approval Present classification framework to governance and compliance stakeholders, obtain sign-off 3–5
Subtotal ~30
  • 4-tier classification model (Public/Internal/Confidential/Restricted) adapted to client data landscape
  • Microsoft Purview label taxonomy configured for client's sensitivity labels
  • Compliance mapping matrix covers all regulations applicable to the client
  • Industry overlay applied if applicable (manufacturing ITAR/EAR, healthcare HIPAA, etc.)
  • Client stakeholder review and approval obtained
  • Phase 1 Complete — Foundation standards deployed and approved by client

6. Phase 2: Core Standards Deployment

Duration: 2 weeks | Engagement Deployment Hours: ~70 Baseline Equivalent: 130–200 hrs | Savings: 60–130 hrs

Core modules build on the foundation and cover the two most universally applicable governance domains: API management and data quality. These modules reference the naming conventions (ISL-03) and classification tiers (ISL-04) deployed in Phase 1.

6.1 ISL-01: API Governance Standards

Accelerated: ~35 hrs | Baseline: 65–100 hrs | Savings: 30–65 hrs

Deliverable Description Engagement Hrs
6 API templates adapted Design standards, versioning, security, lifecycle, catalog, rate limiting — customized to client API landscape 14–18
2 client-specific examples Client-specific API standards, Fabric-native API patterns for client environment 5–7
OWASP alignment verified Cross-reference each template against OWASP API Top 10 for client context 3–4
Security patterns adapted OAuth 2.0/OIDC patterns configured for client's Azure AD/Entra ID setup 3–4
Client review & approval Present API governance standards to integration and security stakeholders 3–4
Subtotal ~35
  • RESTful design standards adapted to client's existing API conventions and tooling
  • OAuth 2.0/OIDC security patterns configured for client's Azure AD/Entra ID tenant
  • API lifecycle governance aligned with client's existing SDLC and change management process
  • OWASP API Security Top 10 cross-reference validated for client's threat landscape
  • Client stakeholder review and approval obtained

6.2 ISL-06: Data Quality Standards

Accelerated: ~35 hrs | Baseline: 65–100 hrs | Savings: 30–65 hrs

Deliverable Description Engagement Hrs
6 quality templates adapted Dimensions, SLA framework, rule library, monitoring, remediation, scorecard — tailored to client data domains 14–18
3 client-specific examples Client-specific quality rules, Fabric quality implementation, dashboard spec 5–7
Quality rule library adapted Pre-built rules selected and customized for client's critical data domains from 50+ rule library 5–7
Client review & approval Present data quality framework to data governance and business stakeholders 3–4
Subtotal ~35
  • 6 quality dimensions defined with measurement formulas relevant to client's data domains
  • SLA thresholds configured per data criticality tier (referencing client-adapted ISL-04 classification)
  • Quality rules selected and customized for client's most critical data assets
  • Quality scorecard template configured with client-specific KPIs and reporting cadence
  • Client stakeholder review and approval obtained
  • Phase 2 Complete — Core governance standards deployed and approved by client

7. Phase 3: Advanced Standards Deployment

Duration: 3 weeks | Engagement Deployment Hours: ~90 Baseline Equivalent: 160–240 hrs | Savings: 70–150 hrs

Advanced modules are the most complex and deliver the deepest per-engagement savings. These modules have the most upstream dependencies (ISL-03, ISL-04, ISL-06, ISL-01) and require the most client-specific adaptation. Phase 3 runs for 3 weeks to accommodate the higher adaptation effort and the inclusion of industry-specific manufacturing overlays.

7.1 ISL-02: Metadata & Data Lineage Framework

Accelerated: ~35 hrs | Baseline: 55–85 hrs | Savings: 20–50 hrs

Deliverable Description Engagement Hrs
6 metadata templates adapted Business glossary, technical metadata schema, lineage requirements, catalog governance, metadata integration, lineage visualization — mapped to client metadata landscape 16–20
3 client-specific examples Client metadata model, Fabric OneLake metadata for client, Purview configuration guide 6–8
Industry overlay applied Client-specific industry metadata extensions (IoT/OT, ERP mapping, product data management) 4–6
Client review & approval Present metadata and lineage framework to data architecture and governance stakeholders 3–4
Subtotal ~35
  • Technical metadata schema aligned to client's Microsoft Purview and Fabric OneLake configuration
  • Business glossary standards adapted with client's domain terminology and ownership model
  • Data lineage requirements configured for client's column-level, table-level, and pipeline-level traceability needs
  • Industry-specific metadata extensions applied (e.g., IoT sensor registries, ERP cross-references, BOM lineage for manufacturing)
  • Client stakeholder review and approval obtained

7.2 ISL-05: Integration Pattern Library

Accelerated: ~35 hrs | Baseline: 55–85 hrs | Savings: 20–50 hrs

Deliverable Description Engagement Hrs
8 integration patterns adapted ERP extract, IoT ingestion, API gateway, event-driven, MDM sync, file-based, medallion, reverse ETL — selected and adapted for client architecture 16–20
3 architecture diagrams adapted Client landscape overview, Fabric integration architecture for client, pattern decision tree 6–8
Decision framework configured Pattern selection criteria calibrated to client's source systems, latency, volume, and security requirements 4–6
Client review & approval Present integration patterns to integration and architecture stakeholders 3–4
Subtotal ~35
  • Applicable patterns selected and adapted based on client's source systems and integration requirements
  • Each deployed pattern includes client-specific Fabric implementation guidance and architecture diagrams
  • Decision framework calibrated to client's technology stack and integration priorities
  • Medallion architecture pattern cross-references client-adapted ISL-03 (naming) and ISL-06 (quality gates)
  • Client stakeholder review and approval obtained

7.3 Manufacturing Overlays (If Applicable)

Consolidate and finalize industry-specific extensions across all modules:

  • ITAR/EAR compliance overlay finalized (ISL-04)
  • IoT/OT metadata standards finalized (ISL-02)
  • ERP integration patterns finalized (ISL-05)
  • Manufacturing quality rules validated (ISL-06)
  • Welding/process data classification completed (ISL-04)
  • All overlays reviewed with client manufacturing SMEs

Subtotal: ~20 hrs (included in Phase 3 total)

  • Phase 3 Complete — All advanced standards modules deployed, industry overlays applied

8. Phase 4: Validation & Handoff

Duration: 1 week | Engagement Deployment Hours: ~40 Baseline Equivalent: 60–80 hrs | Savings: 20–40 hrs

8.1 Cross-Module Review

Validate consistency and completeness across all deployed modules:

  • Cross-module naming consistency audit — ISL-03 naming conventions applied uniformly across all adapted modules
  • Cross-references validated — classification tiers, quality dimensions, and metadata attributes aligned correctly
  • Terminology consistency — client-specific terms used uniformly throughout all deliverables
  • Gap analysis — confirm no regulatory or governance gaps in the adapted standards suite
  • No orphan references — every cross-module reference resolves correctly in the client context

8.2 Compliance Audit

Verify standards alignment with applicable regulatory and industry frameworks:

  • OWASP API Security Top 10 alignment verified (ISL-01)
  • Data classification controls verified against client's applicable regulations (SOX, GDPR, ITAR, HIPAA, etc.)
  • NIST 800-53 / ISO 27001 alignment confirmed where applicable
  • DAMA DMBOK alignment verified for metadata and quality standards
  • All compliance findings documented and resolved

8.3 Client Presentation & Sign-Off

Deliver the complete standards library to client stakeholders:

  • Executive summary presentation prepared — scope, standards deployed, adoption roadmap
  • Module-by-module walkthrough with client governance and technical teams
  • Client feedback incorporated — final round of revisions
  • Formal sign-off obtained from client executive sponsor and governance stakeholders
  • Standards adoption plan agreed — how the client will operationalize the standards

8.4 Handoff & Knowledge Transfer

Transfer ownership of the adapted standards to the client's governance and implementation teams:

  • All adapted standards documents delivered to client environment (SharePoint, Teams, Git, or client-preferred platform)
  • Adoption roadmap provided — phased enforcement plan with milestones
  • Enforcement guidance delivered — Azure Policy definitions, linting rules, Purview configurations
  • Knowledge transfer session conducted with client governance team
  • Standards maintenance guide provided — how to update, extend, and version standards over time
  • Implementation team briefed on how to apply standards during Phase 5+ execution
  • Engagement retrospective completed — hours tracked, lessons learned documented
  • Lessons learned fed back into ISL master repository for continuous improvement
  • Phase 4 Complete — Standards library deployed, client handoff complete

9. Engagement Delivery Risk Register

ID Risk Probability Impact Mitigation Phase
R1 Client delays — stakeholder availability or review cycle delays push timeline High Medium Build 2–3 day buffer per phase; establish review cadence in Phase 0; escalate early through Engagement Lead Phase 1–4
R2 Scope creep — client requests standards beyond ISL module scope High Medium Define scope boundaries in Phase 0; defer out-of-scope requests to follow-on engagement; document change requests formally; additional modules require SOW amendment Phase 1–3
R3 Existing standards conflicts — client has partial standards that conflict with ISL templates Medium High Run conflict analysis in Phase 0; adapt ISL modules to align with or supersede existing client standards; document reconciliation decisions Phase 0–1
R4 Technology drift — Fabric/Purview features change during deployment Low Medium Use current GA features only; document feature dependencies; plan for post-deployment refresh if needed Phase 1–3
R5 Adoption resistance — client teams resist new standards enforcement Medium High Engage client SMEs throughout deployment; demonstrate value with concrete examples; align enforcement with client incentive structures; include change management in handoff Phase 2–4
R6 Engagement team availability — key team members pulled to other engagements Medium High Protect 75% allocation through Phase 3; ensure cross-training so no single point of failure; escalate resource conflicts immediately Phase 1–3
R7 Regulatory gaps — missing client-specific regulatory requirements in compliance mapping Low High Conduct thorough regulatory landscape assessment in Phase 0; involve client legal/compliance team in ISL-04 review; validate with external compliance frameworks Phase 1–2
R8 Cross-module inconsistency — terminology drift between adapted modules Medium Medium ISL-03 naming conventions deployed first and enforced across all subsequent modules; Standards Architect reviews every module before client presentation Phase 1–3
R9 Client data landscape complexity — more data domains or integration points than anticipated Medium Medium Scope assessment in Phase 0 captures data landscape; prioritize highest-value domains first; defer edge cases to adoption roadmap Phase 0–2
R10 Insufficient client SME engagement — client resources not available for domain validation Medium High Confirm SME availability and allocation in Phase 0 prerequisites; schedule validation sessions 2 weeks in advance; provide asynchronous review options Phase 1–3

10. Success Criteria

10.1 Client Outcomes

  • Standards adopted — client governance team formally adopts deployed standards for ongoing enforcement
  • Module completeness — all selected ISL modules adapted, reviewed, and approved by client stakeholders
  • Compliance alignment — zero unresolved gaps identified in compliance audit against applicable regulatory frameworks
  • Adoption roadmap delivered — client has a clear, phased plan for standards enforcement post-engagement
  • Client satisfaction — engagement NPS score of 8/10 or higher, or satisfaction rating of 4/5 or higher

10.2 Engagement Efficiency

  • Hours saved vs. baseline — engagement deployment hours at least 30% below baseline estimate (minimum 200 hours saved)
  • Phase 4 completion within budget — actual hours within 15% of ~300 hour accelerated estimate
  • Timeline adherence — deployment completed within 9-week phase schedule (plus or minus 1 week)
  • Rework minimized — fewer than 2 major revision cycles per module after initial client review

10.3 Quality & Consistency

  • Cross-module consistency — naming conventions from ISL-03 applied uniformly across all deployed modules
  • Compliance coverage — zero gaps identified in Phase 4 compliance audit
  • Adaptation workflow validated — engagement team confirms ISL templates reduced adaptation effort vs. building from scratch
  • Client-specific extensions documented — any custom additions are structured for potential backport to the ISL master repository
  • Knowledge transfer effective — client governance team can independently maintain and extend the deployed standards

11. Reference Standards & Frameworks

# Standard Relevance Module
1 Microsoft REST API Guidelines API design standards baseline ISL-01
2 OWASP API Security Top 10 (2023) API security standards ISL-01
3 Azure Cloud Adoption Framework Resource naming, governance ISL-03
4 Microsoft Purview Documentation Metadata schema, sensitivity labels, lineage ISL-02, ISL-04
5 Microsoft Fabric Documentation Naming, RBAC, OneLake taxonomy ISL-03, ISL-05
6 DAMA DMBOK Data management body of knowledge ISL-02, ISL-06
7 ISO 27001 / NIST 800-53 Data classification controls ISL-04
8 ITAR/EAR Regulations Export control data classification ISL-04
9 Great Expectations Documentation Data quality rule implementation ISL-06
10 AsyncAPI Specification Event-driven API standards ISL-01, ISL-05

This roadmap defines the standard engagement deployment sequence for the Integration Standards Library Accelerator. Engagement teams follow this phased approach during Phase 4 (Standards Definition) to deploy pre-built standards modules and reduce standards definition effort by 200–400 hours (30–57%) per engagement. Re-baseline module selection and adaptation estimates at Phase 0 exit gate based on client-specific assessment results.