Enterprise Innovation Consulting

News & Insights

The view from the system level

Company news and high-level perspective on AI transformation and the shift from tools to systems — written at company altitude, not portfolio deep-dives.

Insights

AI for Business Leaders Starts With the Leader's Own Work

AI leadership is running a business in which AI does part of the work. It covers two jobs at once. One is using AI in the leader's own work, to spend the time on decisions instead of routine. The other is setting the targets and conditions under which the company's teams put AI to work.

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Insights

AI Augmentation vs Automation and Why Augmentation Comes First

AI augmentation is the use of AI to extend what a person can do in their own work. The AI drafts, checks, calculates or suggests, and the person directs the work, makes the decisions and stays responsible for the result. In AI automation, the AI carries out the work itself.

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From our Medium publication

AI-Strategy

What Is an AI Agency?

A precise definition of the AI agency model — and why clear terminology improves alignment, decisions, and trust.

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Market Observation

Stop the Confusion: Use AI Terms Correctly

When we define AI terms intentionally, we sharpen thinking, collaboration, and strategy across the whole organization.

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AI-Strategy

The 5 Stages of AI Adoption

A clear path from manual labor to lights-off operations — and an honest read on where most companies actually sit today.

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AI-Strategy

From Barriers to Guides: Rethinking Guardrails for AI

Blend firm constraints with flexible guides to keep AI safe without making it useless.

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AI-Strategy

One Microservice a Day — Easy!

How a disciplined software factory ships a production-ready microservice every single day.

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AI-Strategy

Backward Chain Coding: The Smarter Way to Develop with AI

Start from the outcome and let AI work backward — a cleaner, more reliable way to build with AI.

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Market Observation

Why AI Makes Agile Obsolete

AI automates development, lifts quality, and compresses the decision loop past the cadence Agile was built for.

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AI-Strategy

When Is AI Good Enough? Calculating AI's Quality Threshold

A practical way to calculate the quality bar AI has to clear before you let it run unsupervised.

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AI-Strategy

Software Factory and AI Agency: Two Sides of the Same Coin

Combining software development and AI automation to cut cost and speed time-to-market.

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AI-Strategy

AI Agency Roadmap Explained

A clear framework that takes automation leaders from first idea to autonomous, governed operations.

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AI-Strategy

AI Agency Roadmap in Action

A walk-through of how we used the roadmap to automate content creation end to end.

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AI-Strategy

Agile Workshop vs. Software Factory

Which delivery model fits your team — the speed and flexibility of a workshop, or the scale of a factory.

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Market Observation

AI Programming: Just Another Way to Code

Vibe coding, reframed: AI programming as a disciplined way to develop software, not a shortcut around it.

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AI-Strategy

What Is a Software Factory, Really? The 4 Principles That Define It

The four principles that actually define a software factory — and separate it from a buzzword.

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Market Observation

Software Factory Is Not What You Think

Why fuzzy, conflicting definitions of the software factory are holding the whole industry back.

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AI-Strategy

Software Manufacturing Eras

From craft to factory — the manufacturing eras of software, and how to unlock the stage where it finally scales.

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AI-Strategy

The Easy Way to Score and Improve AI-Generated Content

A simple, repeatable loop to measure and steadily lift the quality of AI-generated content.

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AI-Strategy

The 5 Levels of AI Automation

A framework for leaders — from basic task automation to fully autonomous, governed systems.

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Market Observation

Everyone's Adopting AI. Few Are Actually Ready.

Most companies rush adoption without the structured data, processes, and infrastructure to scale it.

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AI-Strategy

From Hours to Insights

Turning hours of manual analysis into near-instant, trustworthy insight with the right AI pipeline.

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Read more on Medium

Editorial focus

What we write about — and what we don’t

Company-level and cross-portfolio only. Deep, single-direction material lives on the BPA, SDLC, and Software portfolio sites.

  • AI-StrategyFrameworks and perspective on turning AI into real operating capability.
  • Market ObservationWhat’s actually changing — and what’s noise — across AI and software.
  • Company NewsAnnouncements, programs, and milestones from EIC.

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