The Framework

Two paths to every task.

Organizations decompose work through hierarchy (who does it) and process (how it flows). Both paths converge at the task, the atomic unit where AI classification happens.

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Dual Decomposition

Every organization decomposes through two paths

The People Path maps who does what. The Process Path maps how work flows. Both converge at the Task, the atomic unit where AI classification happens.

The People Path (who)
Organization
Structure, strategy
Department
Functional ownership
Job / Role
Accountability, skills
The Process Path (how)
Organization
Value chain, APQC
Workflow
Cross-department
Task
Both paths converge here
Automate
Augment
Human-Only
234,755
workflow tasks mapped
7,113
business processes
36,107
roles across both paths

Every organization answers two questions: who does the work and how does the work flow. The People Path captures the first. The Process Path captures the second. If you only see one, you optimize for half the picture. Task intelligence sees both.

Example: Procure-to-Pay crosses four departments

Finance
Approve purchase orders
Procurement
Evaluate supplier bids
Legal
Review contract terms
Operations
Confirm goods receipt

Each task has a different automation profile, but they share a single workflow. Change one, and the others must adapt.

The People Path

Task Intelligence Audit

We assess which roles are ready for AI deployment, which need transition support, and what the gaps are. You get a clear picture before committing budget.

1
Identify roles with the highest volume of agent-ready work
2
Set competency targets for humans who will supervise agents
3
Build role-specific readiness plans that match the new work split
4
Define validation standards tied to real task performance

Ready to analyze your workforce?

Readiness Scorecard

Your workforce is scored across five dimensions. You see exactly where AI deployment will succeed, where it will stall, and what to fix first.

50%
Average Readiness
Moderate Readiness
45%
AI Literacy
55%
Tool Proficiency
38%
Workflow Integration
62%
Critical Thinking
48%
Adaptability

Get a detailed assessment of your organization's AI readiness

The Process Path
Process Path: Workflow Level

Workflows cross departments

A single workflow touches multiple departments. Each task has its own automation profile, but they share a process. Change one step, and the others must adapt.

Procure-to-Pay

APQC: APQC 8.0 — Manage Financial Resources
50% automate17% augment33% human
Departments involved
FinanceProcurementLegalOperations
Sample tasks
Generate purchase requisitions from inventory signals
automate
Evaluate and score supplier bids against criteria
augment
Review contract terms and negotiate exceptions
human-only
Match invoices to purchase orders and receipts
automate
Approve payments above threshold limits
human-only
Reconcile vendor statements with ledger entries
automate
Convergence: The Task

Task Level

Tasks are the leaf nodes. AI automates some, augments others. Validation happens here.

15
Fully Automate
6
AI Augmented
6
Human Only
73.75h
Time Saved/Week

Fully Automate

AI handles end-to-end

Invoice Processing
Finance Manager - 4h → 0.5h
Expense Categorization
Finance Manager - 3h → 0.25h
Resume Screening
Talent Specialist - 6h → 0.5h
Code Review
Software Engineer - 4h → 0.5h
Tier-1 Support
CS Manager - 8h → 1h
Content Drafting
Marketing Manager - 5h → 1h
Test Generation
Software Engineer - 3h → 0.5h
Onboarding Checklist
HR Manager - 3h → 0.25h
Benefits FAQ
HR Manager - 4h → 0.5h
Account Health Scoring
CS Manager - 4h → 0.5h
Knowledge Base Maintenance
CS Manager - 3h → 0.5h
Regulatory Monitoring
Legal Associate - 4h → 0.5h
Compliance Checklist
Legal Associate - 3h → 0.25h
SEO Analysis
Marketing Manager - 4h → 0.5h
Campaign Reporting
Marketing Manager - 5h → 0.5h

AI Augmented

AI assists, human decides

Cash Flow Forecasting
Finance Manager - 5h → 2h
Contract Review
Legal Associate - 6h → 2h
Compliance Document Generation
HR Manager - 5h → 1.5h
Churn Intervention
CS Manager - 5h → 2h
NDA Drafting
Legal Associate - 3h → 1h
Complex Debugging
Software Engineer - 5h → 2h

Human Only

Requires human judgment

Strategic Planning
Finance Manager - 8h → 8h
Architecture Decisions
Software Engineer - 6h → 6h
Brand Strategy
Marketing Manager - 8h → 8h
Performance Coaching
HR Manager - 6h → 6h
Enterprise Relationship Management
CS Manager - 8h → 8h
Litigation Strategy
Legal Associate - 8h → 8h
74%
Avg Proficiency
27
Tasks to Validate
8
Need Improvement
Invoice Processing
Finance Manager85%
Expense Categorization
Finance Manager78%
Strategic Planning
Finance Manager90%
Cash Flow Forecasting
Finance Manager82%
Resume Screening
Talent Specialist72%
Code Review
Software Engineer88%
Architecture Decisions
Software Engineer92%
Tier-1 Support
CS Manager65%
Contract Review
Legal Associate45%
Content Drafting
Marketing Manager75%
Test Generation
Software Engineer85%
Brand Strategy
Marketing Manager88%
Onboarding Checklist
HR Manager68%
Performance Coaching
HR Manager80%
Benefits FAQ
HR Manager65%
Compliance Document Generation
HR Manager72%
Account Health Scoring
CS Manager72%
Churn Intervention
CS Manager70%
Enterprise Relationship Management
CS Manager75%
Knowledge Base Maintenance
CS Manager68%
Regulatory Monitoring
Legal Associate52%
NDA Drafting
Legal Associate60%
Litigation Strategy
Legal Associate85%
Compliance Checklist
Legal Associate55%
SEO Analysis
Marketing Manager72%
Campaign Reporting
Marketing Manager70%
Complex Debugging
Software Engineer90%

This is what task intelligence looks like for sample data. See it for your organization.

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A century of work decomposition

The idea that work should be understood at the task level is not new. What is new is the ability to classify every task for AI at scale. Click any thinker to read the summary.

How Nuvepro Gets You There

Three phases to transform your workforce: Capture your people's context, design Readiness Bundles around it, and prepare your teams across three tracks.

Phase 01Week 1–2

Map the Work

We interview the people doing the work for one chosen job role in your target department. Every task for that role is mapped and classified: automate (agents own it), augment (agents assist, humans decide), or human-only (requires expertise agents can't replicate). You get a clear picture of the impact before committing further.

  • Complete task map for the chosen job role
  • Classification of every task: automate, augment, or human-only
  • Hours saved and cost reduction projections for the role
  • Readiness gaps identified with specific remediation steps
Phase 02Week 2–3

Design the Split

Your leadership reviews the classification and signs off on the division of work. Nuvepro designs the readiness plan: GenAI Sandboxes, workflow simulations, and competency validation for each role's new responsibilities.

  • Leadership-approved task classification
  • Prioritized deployment plan by impact and risk
  • Readiness plan designed for each role's new responsibilities
  • Action plan with owners and deadlines
Phase 03Week 3–4

Deploy and Measure

The new operating model goes live for the chosen role. Your people work in GenAI Sandboxes to build agents, supervise agents on shared tasks, and execute the expertise that stays human. Results are measured for that role. Once proven, you expand to the next role, then the next department.

  • Project-ready workforce for the chosen job role
  • Validated competency for the new operating model
  • Defined handoff protocols between agents and humans
  • Measured outcomes: time saved, cost reduced, quality improved