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AI methodology and governance

How to assess, prioritize, and govern AI projects in midsize companies: roadmaps, committees, policies, change management, and compliance.

Two executives debating in a meeting
METHODOLOGY · AUG 2026

5 signs your company isn’t ready for AI

Without a business case, accessible data, or a project owner, AI fails. The 5 warning signs, the risk of each, and how to address them in weeks.

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Leader presenting a project to their team in a meeting room
METHODOLOGY · AUG 2026

From pilot to production: why 80% of AI pilots die

MIT measured that 95% of AI pilots have no impact on results. The real causes, the difference between a demo and production, and how to design pilots that actually scale.

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Executive reviewing a data dashboard on a laptop at night
METHODOLOGY · JUN 2026

How to tell if ChatGPT recommends your brand (a 5-step method)

Practical method for auditing your citations in AI engines: define 10-15 prompts the way your customer would, run them in ChatGPT, Perplexity, Gemini, Claude, and AI Overviews, record mentions and competitors, and repeat

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Data flow in motion on a dark background
METHODOLOGY · JUN 2026

SEO vs. GEO vs. AEO vs. AIO: Differences and When to Use Each

SEO ranks in search results; AEO optimizes for direct answers; AIO targets Google AI Overviews; GEO seeks citations in ChatGPT, Perplexity, and Gemini. They aren’t alternatives: they’re layers of the same system, and the

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Team reviews permissions, data classification, and controls for a corporate artificial intelligence use policy
METHODOLOGY · APR 2026

Generative AI Policy: A Prescriptive Guide for Businesses

How to draft an actionable generative AI use policy. Five required sections, sample language, LFPDPPP, NIST AI RMF, and an audit for the Mexican mid-market.

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A multidisciplinary committee reviews artificial intelligence risks, decisions, and responsibilities at a company
METHODOLOGY · APR 2026

How to Build an AI Committee: Roles, Composition, and Governance

Practical guide to establishing an effective AI committee: 5 non-negotiable roles, profiles to exclude, a minimum charter, and operating routines for the Mexican mid-market.

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Leadership team organizes opportunities, dependencies, and decision gates in an enterprise artificial intelligence roadmap
METHODOLOGY · APR 2026

What is an AI roadmap for a company

An AI roadmap is a decision-making system under uncertainty that balances value, technical feasibility, and organizational maturity. How to structure it by horizon.

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Business team assesses the problem, process, data, people, technology, and governance before implementing artificial intelligence
METHODOLOGY · APR 2026

How do you know if your company is ready for AI?

Assessment across 5 dimensions: data, processes, leadership, and culture. Identify whether your company needs AI or prior enablement work.

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