What is the beneAI AI Change Management Assessment?

The beneAI AI Change Management Assessment is a seven-domain framework that evaluates an organization's AI readiness across governance, talent, strategy, data, workflows, technology, and evaluation and impact. Each domain is scored across five maturity levels from Nascent to Pioneering. The assessment establishes a baseline that directly informs strategic planning, helping organizations understand where they stand today and where to focus their efforts.

What is the difference between the AI Playbook and the full AI Strategic Plan?

The AI Playbook is a focused two-page document that translates assessment findings into a prioritized 6- to 12- month action plan with clear next steps and quick wins. The full AI Strategic Plan is a comprehensive 18- to 24- month planning and implementation process that includes phased adoption, governance development, capacity building, and ongoing adaptation. Both are grounded in the same seven-domain assessment framework. The right choice depends on your organization's complexity, timeline, and depth of ambition.

How does beneAI's AI strategy account for changing AI regulations and policies?

Both strategic approaches include horizon scanning for evolving AI tools, skills, and public policies at the state and federal levels. AI regulations are changing rapidly, and any strategy that treats the landscape as static will be outdated quickly. beneAI builds adaptability into every plan, with review checkpoints and policy monitoring built into the roadmap so organizations can adjust as new statutes, regulations, and best practices emerge.

What are the seven domains of the AI Change Management Assessment?

The seven domains are: (1) Governance, covering policy, ethics, operational oversight, board engagement, risk assessment, and vendor procurement. (2) Talent, covering AI literacy, learning and development, culture, job design, equal access, and recruitment. (3) Strategy, covering strategic planning, theory of change, leadership buy-in, investment alignment, and horizon scanning. (4) Data, covering data hygiene, consent and rights, ownership, bias mitigation, and knowledge management. (5) Workflows, covering process diagnostics, task audits, workflow redesign, human-AI handoffs, and monitoring. (6) Technology, covering prompt management, integration architecture, workflow orchestration, agentic capabilities, and tool selection. (7) Evaluation and Impact, covering measuring value, explainability, quality assurance, harm auditing, environmental ethics, and sector sharing.

Who is beneAI's AI strategy service for?

beneAI's AI strategy services are designed for mission-driven organizations including nonprofits, foundations, government agencies, trade associations, and other organizations serving the public good. The assessment and both strategic approaches are tailored to the unique considerations these organizations face: mission alignment, responsible AI, fiduciary obligations, public trust, and the evolving regulatory landscape.

Does beneAI offer AI strategy services in Denver and Colorado?

Yes. beneAI is based in Denver, Colorado and delivers AI strategy services locally and virtually nationwide. For Colorado-based organizations, in-person workshops, assessment facilitation, and strategy sessions are available. All services are also available virtually for organizations outside Colorado.

How does the AI Change Management Assessment inform strategic planning?

The assessment scores each of the seven domains across five maturity levels, creating a detailed picture of where an organization stands today. These findings directly inform the strategic plan by identifying which domains need the most attention, which are ready for acceleration, and where quick wins can build early momentum. Both the Playbook and the full Strategic Plan are built from assessment data, ensuring every recommendation is grounded in your organization's actual readiness rather than generic best practices.

Can an organization start with the Playbook and move to a full Strategic Plan later?

Yes. Many organizations start with the AI Playbook to establish initial direction and build early wins over 6- to 12- months, then move into the full 18- to 24- month Strategic Plan as their capacity and ambition grow. The assessment findings carry forward, so the transition is seamless. beneAI recommends the approach that matches your organization's current readiness and resources.

Strategy — beneAI

The Framework

Good strategy starts with an honest assessment.

Developed by beneAI, the AI Change Management Assessment is a capability maturity model built on leading best practices in maturity model development. Content was developed through primary and secondary research on current and emerging practices of AI adoption across nonprofit, for-profit, and government organizations. The assessment evaluates your organization across seven domains, each scored on a five-level maturity scale from Nascent to Pioneering. The results establish a baseline that directly informs every strategic recommendation. The assessment also reveals what more advanced levels of AI maturity can look like for mission-driven organizations and offers immediate, actionable recommendations based on your current state.

01Governance

Policy, ethics, operational oversight, board engagement, risk assessment, and vendor procurement.

02Talent

AI literacy, learning and development, culture and change management, job design, equal access, and recruitment.

03Strategy

Strategic planning, theory of change, leadership buy-in, investment alignment, and horizon scanning.

04Data

Data hygiene and quality, consent and rights, ownership and portability, bias mitigation, and knowledge management.

05Workflows

Process diagnostics, task audits, workflow redesign, human-AI handoffs and oversight, and monitoring and iteration.

06Technology

Prompt management, integration architecture, workflow orchestration, agentic capabilities, and tool selection.

07Evaluation & Impact

Measuring value, explainability, quality assurance, harm auditing, environmental ethics, and sector sharing.

The AI Change Management Assessment is available as a free self-assessment. Complete it on your own or work with beneAI to facilitate the process across your team and leadership.

Take the Assessment

Two Approaches

Choose the depth that fits your organization.

6- to 12- months

The AI Playbook

A focused, two-page strategic playbook that translates your assessment findings into a prioritized action plan. Clear direction, quick wins, and a realistic timeline for organizations that want to move forward with confidence. Ideal for organizations early in their AI journey or those that need a starting point before committing to a deeper engagement.

Includes: Assessment analysis and synthesis. Prioritized recommendations by domain. 6- to 12- month action plan. Quick-win identification. Policy and regulatory considerations. Review checkpoints built in.

18- to 24- months

The AI Strategic Plan

A comprehensive strategic planning and implementation process for organizations ready to invest in AI adoption at scale. Includes phased implementation, governance development, capacity building, stakeholder engagement, and ongoing adaptation as the AI landscape evolves. Designed for organizations with more complexity, more stakeholders, or more ambitious goals.

Includes: Deep assessment facilitation. Multi-stakeholder engagement. Phased implementation roadmap. Governance framework development. Capacity building plan. Regulatory monitoring and adaptation. Ongoing review and course correction.

How We Work

Strategy that stays relevant.

AI tools, skills, and regulations are changing faster than most planning cycles can keep up with. We help leaders and organizations develop a strategic compass that guides decision-making as trends emerge and tools and skillsets evolve.

Assessment-driven, not assumption-driven.

Every recommendation is grounded in your organization's actual readiness across all seven domains. No generic playbooks. No borrowed frameworks. Your data, your strategy.

Built for a moving landscape.

State and federal AI policies are evolving rapidly. New tools and capabilities emerge constantly. Both strategic approaches include horizon scanning and review checkpoints so your plan adapts as the landscape shifts.

Responsible AI throughout.

Human-in-the-loop design, data privacy, equity, and transparency are woven into every phase of the strategy. Responsible AI is not a separate workstream. It is the foundation.

Start where you are.

Organizations at every maturity level can benefit. Start with the Playbook and grow into the Strategic Plan, or go deep from the beginning. The assessment meets you where you are.