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Denoting a case (especially in Latin) of nouns and pronouns indicating agency, instrument, or source, expressed by "by", "with", or "from" in English.
The means by which organizations transform. Working with your team, not imposing on them. Starting from where you actually are.
Also: protective armor used by federation starships to absorb the energy of impact
While 88% of organizations use AI, only 7% achieve full deployment. The gap isn't technology—it's approach.
Zero measurable ROI despite significant investment
→ Many pilots, no production deployment
Transformative impact with measurable EBIT gains
→ Full-scale deployment with sustained impact
The difference isn't technology. It's methodology.
We help you implement the practices that separate the 5% from the 95%
Foundational principles that separate the 5% who transform from the 95% who fail
Respect for people, their expertise, time, and dignity. AI implementations that work don't surveil, deskill, or undermine human judgment. They value knowledge and build on it.
Ethical and practical—the foundation for authentic engagement and sustained change.
Human-AI collaboration where both contribute what they do best. Not replacement, not just assistance—co-production at every level. Treating AI as a skilled team member.
Working with people where they are, not imposing one-size-fits-all solutions.
Evidence-based rigor with responsive iteration. Assess before planning, pilot before scaling, measure outcomes systematically. Make decisions based on what actually works.
What separates the 5% achieving impact from the 95% achieving zero return.
Invest in what creates value: people's skills, workflow redesign, learning systems, and capability to innovate. Not window dressing or tools for tools' sake.
Build capability that compounds over time, not extract short-term savings.
These aren't generic consultant values—they're operational principles that drive results.
See How We Apply ThemOur methodology isn't guesswork. It's synthesized from peer-reviewed frameworks and the latest enterprise AI research.
AI Index Report 2024
State of AI 2025
The GenAI Divide
Framework for GenAI Adoption
Enterprise agentic AI benchmarking shows off-the-shelf MCP servers underwhelm in production. Maximizing performance requires customized toolsets.
FAIGMOE framework explicitly identifies the gap between small business and enterprise frameworks. Midsize orgs need specialized approaches.
The "learning gap"—systems that don't retain feedback or adapt to context—is the primary barrier to scaling AI implementations.
High performers pursue growth, innovation, AND efficiency simultaneously—not single-dimensional cost reduction or automation.
"Midsize organizations focus on targeted, high-impact applications with clear ROI and minimal integration complexity. The lack of in-house AI expertise represents a significant barrier."
— FAIGMOE Framework, arXiv:2510.19997 (October 2025)
Explore Our Research FoundationEvery successful AI initiative advances across four interconnected dimensions through structured phases
Alignment and value creation. Multi-objective focus on growth, innovation, and efficiency—not just cost-cutting.
Change management and capability building. Formalize productive patterns, reduce competence penalty, build communities.
Architecture and implementation. Workflow-native, context-aware systems with learning capability.
Risk management and accountability. Federated structures with centralized standards and distributed execution.
Evaluate readiness across all dimensions
Design approach aligned to context
Implement with workflow focus
Scale and sustain capability
Foundation building. Establish shared understanding, normalize AI use, and build role-relevant competence.
Learn MoreProven value. Execute 1-2 pilots demonstrating measured ROI through workflow redesign and systematic measurement.
Learn MoreEnterprise-wide scaling. Build platform capabilities, operating models, and achieve 3-5%+ EBIT impact.
Learn More Stop experimenting. Start transforming.
Let's build AI capability that compounds over time.
Not sure where to start?
Download our free capability model framework