---
title: "AI Strategy Insights: Frameworks, Roadmaps & Governance"
url: https://alicelabs.ai/en/insights/ai-strategy
description: "Practical AI strategy guides for enterprises — frameworks, roadmaps, governance, ROI models, and case-study-backed playbooks for 2026."
lang: en
---

Alice Labs (https://alicelabs.ai/en/)

Services

What we do (https://alicelabs.ai/#welcome)About Alice (https://alicelabs.ai/#who-we-are)Case (https://alicelabs.ai/en/case)Insights (https://alicelabs.ai/en/insights)Contact (https://alicelabs.ai/#email-form)

01

## Frameworks & Roadmaps

14 articles

How-To

### Enterprise AI Strategy: 6-Step Framework for 2026

A practical 6-step framework to build an enterprise AI strategy in 2026. Covers readiness, use case prioritization, governance, pilots, scale & ROI - with EU AI Act alignment.

Apr 2026
https://alicelabs.ai/en/insights/enterprise-ai-strategy-framework

Comparison

### Build vs Buy AI: Decision Framework for 2026

Build custom AI or buy API/SaaS? Side-by-side comparison across 12 dimensions - cost, time, IP, privacy, moat - with a practical decision framework.

Apr 2026
https://alicelabs.ai/en/insights/build-vs-buy-ai

How-To

### AI Readiness Assessment: 15-Question Scorecard (5 Dimensions)

Assess your AI readiness across Strategy, Data, Talent, Technology, Governance. The Alice Labs 15-question scorecard plus a 30/60/90-day plan from score to action.

May 2026
https://alicelabs.ai/en/insights/ai-readiness-assessment

Deep Dive

### AI Maturity Model: The 5 Alice Labs Levels (Experiment → AI-Native)

AI maturity model with 5 levels: Experimentation → Validation → Operationalization → Scaling → AI-Native. Where Nordic enterprises sit, timeline + investment per level.

May 2026
https://alicelabs.ai/en/insights/ai-maturity-model

Deep Dive

### How to Get Board Buy-In for AI Investment: 5-Slide Briefing

C-suite AI investment briefing: 5-slide structure, ROI proof from real Alice Labs cases, RAND's #1 failure cause, EU AI Act board obligations, 30-day path to approval.

May 2026
https://alicelabs.ai/en/insights/how-to-get-board-buy-in-for-ai

How-To

### AI Strategy Roadmap: 30/60/90 Day Plan (Alice Labs Methodology)

From AI Readiness Assessment to first measurable ROI in 90 days. The Alice Labs 30/60/90 methodology - median 14 weeks pilot-to-production from 100+ Nordic engagements.

May 2026
https://alicelabs.ai/en/insights/ai-strategy-roadmap-30-60-90

Data & Research

### AI Strategy Template: The 10-Section Alice Labs Roadmap (2026)

Walkthrough of the 10-section Alice Labs AI Strategy Template, refined across 100+ Nordic enterprise engagements. 14-week median pilot-to-production benchmark.

May 2026
https://alicelabs.ai/en/insights/ai-strategy-template

Deep Dive

### AI Change Management: Leading Your Organization Through AI Adoption

AI change management determines whether your AI adoption succeeds or stalls. Learn the 5-step framework used in 100+ enterprise implementations.

May 2026
https://alicelabs.ai/en/insights/ai-change-management

How-To

### AI Center of Excellence: 2026 Guide, Structure & Governance

AI Center of Excellence guide: 5 operating models, 12 core functions, 4-phase roadmap, KPIs and EU AI Act governance. Updated August 2026.

May 2026
https://alicelabs.ai/en/insights/ai-center-of-excellence

How-To

### AI Use Case Prioritization: How to Pick the Projects That Matter

Learn how to prioritize AI use cases using a proven scoring framework. Pick projects that deliver real business value - not just technical novelty.

May 2026
https://alicelabs.ai/en/insights/ai-use-case-prioritization

How-To

### How to Build an AI Business Case: Template & Executive Presentation

Learn how to build an AI business case in 6 steps - with a proven template, ROI framework, and executive presentation structure that gets board approval.

May 2026
https://alicelabs.ai/en/insights/build-ai-business-case

How-To

### AI Vendor Selection Framework: Evaluate, Score & Choose Confidently

A proven AI vendor selection framework: 7 steps to define requirements, score vendors, run RFPs, and choose confidently. Avoid costly mistakes from day one.

May 2026
https://alicelabs.ai/en/insights/ai-vendor-selection-framework

Deep Dive

### Scaling AI Across the Enterprise: From Pilot to 100+ Use Cases

Most enterprises stall at 1-3 AI pilots. Learn the proven framework for scaling AI enterprise-wide to 100+ use cases - with governance, data, and ROI built in.

May 2026
https://alicelabs.ai/en/insights/ai-scaling-framework

How-To

### From AI Pilot to Production: Why 70% Get Stuck & How to Move Fast

70% of AI pilots never reach production. Learn the 6-step framework to move your AI POC to production fast - with real enterprise examples from Alice Labs.

May 2026
https://alicelabs.ai/en/insights/ai-pilot-to-production

02

## By Company Size

4 articles

Deep Dive

### Enterprise AI Strategy: Fortune 500 Playbook for 2026

Enterprise AI strategy at scale: federated AI CoE, multi-region governance, EU AI Act Annex III, 5 pitfalls per RAND, Alice Labs Implementation Index methodology.

May 2026
https://alicelabs.ai/en/insights/ai-strategy-for-enterprise

Deep Dive

### AI Strategy for SMEs: Practical Guide Under €100K (2026)

AI strategy for small and mid-market companies: 3-use-case approach, buy-vs-build for SMEs, Eurostat 3-4× SMB gap, EU AI Act, Ljusgårda 2.5M SEK proof case.

May 2026
https://alicelabs.ai/en/insights/ai-strategy-for-smes

Deep Dive

### AI Strategy for Startups: Move Fast, Build Smart & Stay Lean

Discover how to craft an AI strategy for startups that moves fast, builds smart, and stays lean. Learn key steps and insights.

May 2026
https://alicelabs.ai/en/insights/ai-strategy-for-startups

Deep Dive

### AI Strategy for Mid-Market Companies: Practical Guide for 2026

AI strategy for mid-market companies in 2026: 80% of midsize firms plan to increase AI investment. Get a practical roadmap for 50–500 employee organizations.

May 2026
https://alicelabs.ai/en/insights/ai-strategy-mid-market

03

## By Industry

9 articles

Deep Dive

### AI Strategy for Financial Services: Risk, Compliance & Growth (2026)

AI strategy for banks, insurance, asset management. EU AI Act Annex III for credit + insurance, DORA from Jan 2025, NIST AI RMF, top 6 use cases.

May 2026
https://alicelabs.ai/en/insights/ai-strategy-for-financial-services

Deep Dive

### AI Strategy for Retail: Personalization, Inventory & Customer Experience

Build a winning AI strategy for retail: personalization, inventory optimization & CX. Backed by McKinsey & Deloitte data. Practical roadmap inside.

May 2026
https://alicelabs.ai/en/insights/ai-strategy-for-retail

Deep Dive

### AI Strategy for Public Sector: Government & Municipal AI Adoption

Build an effective AI strategy for public sector organizations. Frameworks, governance models, and real implementation lessons from government AI adoption.

May 2026
https://alicelabs.ai/en/insights/ai-strategy-for-public-sector

Deep Dive

### AI Strategy for Energy & Utilities: Grid, Operations & Sustainability

Build a winning AI strategy for the energy sector. Grid optimization, predictive maintenance, renewable forecasting - backed by IEA, DOE & Deloitte data.

May 2026
https://alicelabs.ai/en/insights/ai-strategy-for-energy

Deep Dive

### AI Strategy for Healthcare: Regulation, Use Cases & Implementation

Build a compliant AI strategy for healthcare: regulation, proven use cases, and a step-by-step roadmap for hospitals and health systems. Updated 2025.

May 2026
https://alicelabs.ai/en/insights/ai-strategy-for-healthcare

Deep Dive

### AI Strategy for Manufacturing: Smart Factory & Operations Roadmap

Build a winning AI strategy for manufacturing in 2025. Roadmap covering smart factory use cases, ROI priorities, and Industry 4.0 implementation steps.

May 2026
https://alicelabs.ai/en/insights/ai-strategy-for-manufacturing

Deep Dive

### AI Strategy for Law Firms: Productivity, Research & Client Service

Build a winning AI strategy for your law firm. Learn how 70% of legal professionals now use AI—and how to turn that into a competitive roadmap. Updated 2026.

May 2026
https://alicelabs.ai/en/insights/ai-strategy-for-legal

Deep Dive

### AI Strategy for Logistics: Route Optimization, Forecasting & Last Mile

Build a winning AI strategy for logistics: route optimization, demand forecasting, last-mile delivery & supply chain resilience. Practical roadmap inside.

May 2026
https://alicelabs.ai/en/insights/ai-strategy-for-logistics

Deep Dive

### AI Strategy for Media Companies: Content, Audience & Monetization

AI strategy for media companies: how to use AI across content production, audience personalization, and ad revenue. Data-backed framework for publishers.

May 2026
https://alicelabs.ai/en/insights/ai-strategy-for-media

04

## Key Concepts

9 articles

Definition

### What Is AI Strategy? Definition, Components & 6-Step Framework

AI strategy is a multi-year plan aligning AI investment with business outcomes. 6 components, the Alice Labs 6-step framework, and why 74% of GenAI value doesn't land.

May 2026
https://alicelabs.ai/en/insights/what-is-ai-strategy

Definition

### What Is AI Governance? Frameworks & Compliance (2026)

AI governance covers policy, process, and tooling for responsible AI. EU AI Act, NIST AI RMF, ISO 42001, OECD principles compared - with Alice Labs methodology.

May 2026
https://alicelabs.ai/en/insights/what-is-ai-governance

Definition

### What Is Shadow AI? Risks, Examples & How to Manage It

Shadow AI = unsanctioned AI use bypassing IT and governance. 5 risk categories, Samsung 2023 incident, EU AI Act + GDPR implications, audit methodology.

May 2026
https://alicelabs.ai/en/insights/what-is-shadow-ai

Definition

### What Is AI ROI? How to Measure Return on AI Investment (2026)

AI ROI = (net benefit / total cost) × 100. Cost vs benefit components, the 74% BCG/MIT value gap, real Alice Labs ROI cases (Ljusgårda 83%, Media +2,092%).

May 2026
https://alicelabs.ai/en/insights/what-is-ai-roi

Deep Dive

### AI Operating Model: How to Structure Your Organization for AI at Scale

Learn how to build an AI operating model that scales. Covers org structures, team design, governance, and the 3 proven models enterprises use in 2025.

May 2026
https://alicelabs.ai/en/insights/ai-operating-model

Comparison

### AI Transformation vs Digital Transformation: What's the Difference?

AI transformation vs digital transformation: key differences explained. Learn which approach fits your business stage, goals, and maturity level in 2025.

May 2026
https://alicelabs.ai/en/insights/ai-transformation-vs-digital-transformation

Definition

### AI Product Strategy: Framework, Roadmap & Examples 2026

AI product strategy: how to build AI products, sequence a roadmap, decide platform vs feature, and pick moats. 2025 Stanford AI Index data updated.

May 2026
https://alicelabs.ai/en/insights/what-is-ai-product-strategy

Deep Dive

### AI Data Strategy: Build the Data Foundation That AI Requires

An AI data strategy defines how enterprises collect, govern, and activate data for AI. Learn the 5 pillars that separate AI leaders from laggards in 2025.

May 2026
https://alicelabs.ai/en/insights/ai-data-strategy

Deep Dive

### AI Communications Strategy: How to Talk to Employees, Customers & Press

Build an AI communications strategy that works for employees, customers, and press. Frameworks, message maps, and templates from 100+ enterprise AI rollouts.

May 2026
https://alicelabs.ai/en/insights/ai-communications-strategy

05

## business case

1 article

Deep Dive

### Business Case for AI Strategy Consulting 2026: ROI Framework

Board-defensible AI strategy consulting business case for 2026: TCO, NPV, IRR, EU AI Act line items, payback benchmarks, and the 12-month milestone CFOs demand.

Aug 2026
https://alicelabs.ai/en/insights/business-case-ai-strategy-consulting-2026

06

## startups

1 article

Deep Dive

### AI Strategy Consulting for Startups 2026 | Alice Labs

Startup-grade AI strategy consulting: 90-day roadmaps, fractional AI advisors, EU AI Act-native. 100+ implementations. Stockholm, works globally.

Aug 2026
https://alicelabs.ai/en/insights/ai-strategy-consulting-for-startups

07

## enterprise

1 article

Deep Dive

### Enterprise AI Roadmap Consulting 2026 | Alice Labs

Executable 18-36 month enterprise AI roadmaps: portfolio prioritization, EU AI Act sequencing, foundations, lighthouses, and quarterly re-planning tied to P&L.

Aug 2026
https://alicelabs.ai/en/insights/enterprise-ai-roadmap-consulting

MORE

## More from AI Strategy

Recently published or updated in this cluster.

Deep Dive

Deep Dive

Deep Dive

Deep Dive

From research to results

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AI Strategy Consulting: https://alicelabs.ai/en/ai-strategy

Boka möte: https://alicelabs.ai/en#contact

Operator authored

Written by founders and practitioners who implement AI work daily — 100+ implementations since 2023.

90-day reviews

Each article is reviewed every 90 days and updated when the underlying evidence changes.

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