The Mahlum Blog

No-fluff perspectives on AI strategy, machine learning, and building technology that actually moves the needle.

Introducing AxiomCMO: AI Visibility, Now Always-On

Category: Product | Author: Colter Mahlum | Published: 2026-04-22

Today we are launching AxiomCMO, the always-on subscription that turns one-time AI visibility audits into a continuous growth engine for your brand.

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The Hidden Costs of AI Implementation (And How to Budget Accurately)

Category: AI Strategy | Author: Colter Mahlum | Published: 2026-03-20

The sticker price of an AI project rarely tells the full story. Learn about the 6 hidden costs that derail AI budgets — and how to plan for them from the start.

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Why 73% of AI Projects Fail (And How to Be in the 27%)

Category: AI Strategy | Author: Colter Mahlum | Published: 2026-03-19

Gartner reports that nearly three-quarters of AI initiatives never reach production. Here are the five root causes — and the structured approach that flips the odds.

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AI Strategy for Budget-Conscious Mid-Market Companies

Category: AI Strategy | Author: Colter Mahlum | Published: 2026-03-18

You don't need a Fortune 500 budget to implement AI that delivers real ROI. Here's how mid-market companies (200–1,000 employees) can compete with enterprises using smart, focused AI strategy.

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AI Consulting for Small Businesses in 2026: What It Actually Costs and Whether It's Worth It

Category: AI Strategy | Author: Colter Mahlum | Published: 2026-03-17

AI consulting costs range from $1,500 for an assessment to $100,000+ for full implementation. Here's an honest breakdown of pricing, ROI timelines, and how to tell a good firm from a bad one.

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Generative AI vs. Predictive AI: Which Should You Implement First?

Category: AI Strategy | Author: Colter Mahlum | Published: 2026-03-15

Generative AI gets the headlines, but predictive AI often delivers faster ROI. Here's a framework for deciding which type of AI to implement first based on your business goals.

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Innovation Management Framework: How to Build a Systematic Approach to Corporate Innovation

Category: Innovation | Author: Colter Mahlum | Published: 2026-03-14

Companies with formal innovation processes are 2.4x more likely to achieve above-average growth. Here's how to build the framework that turns random creativity into consistent business value.

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What Is Innovation Management Software? A Complete Buyer's Guide

Category: Innovation | Author: Colter Mahlum | Published: 2026-03-11

Digital innovation platforms deliver 3-5x higher participation than traditional suggestion boxes. Here's what to look for, what it costs, and how to measure ROI.

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How to Choose the Right AI Consulting Firm (Without Burning $500K)

Category: AI Strategy | Author: Colter Mahlum | Published: 2026-03-10

The AI consulting market is flooded with hype merchants. Here's the battle-tested framework we use to help executives cut through the noise and find partners who actually ship production AI.

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How to Build a Culture of Innovation in Manufacturing Companies

Category: Innovation | Author: Colter Mahlum | Published: 2026-03-08

78% of manufacturing executives consider innovation a top priority, yet only 42% feel their organizations effectively foster it. Here's how to close that gap from the factory floor to the executive suite.

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How to Build an Innovation Culture: 7 Proven Strategies from Industry Leaders

Category: Innovation | Author: Colter Mahlum | Published: 2026-03-05

94% of executives are dissatisfied with their company's innovation performance. These seven strategies from Pixar, Toyota, and Spotify show how to build a culture where new ideas actually survive.

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What Does AI Strategy Actually Cost in 2026? (Real Numbers, No Fluff)

Category: AI Strategy | Author: Colter Mahlum | Published: 2026-03-05

We're pulling back the curtain on AI consulting pricing — from $15K assessments to $500K+ enterprise deployments. Here's exactly what drives the cost and where most companies waste money.

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5 Signs Your Business Is Ready for Machine Learning (And 3 Signs It's Definitely Not)

Category: Machine Learning | Author: Jordan Reeves | Published: 2026-02-28

Machine learning isn't for everyone — at least not yet. Here's an honest diagnostic framework from our engineering team to determine if you'll get ROI or just burn runway.

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Responsible AI for SMBs: The No-BS Guide to Ethics, Bias, and Not Getting Sued

Category: Industry Insights | Author: Avery Chen | Published: 2026-02-20

The EU AI Act doesn't care that you're a small business. Here's the practical, jargon-free framework for building AI that's powerful, ethical, and regulation-proof — without hiring a 10-person compliance team.

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