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Find out whether your content is built to power AI, intelligent publishing, personalization, and content reuse at scale.

Gartner predicted that through 2026, organizations would abandon 60% of AI projects that lacked AI-ready data and content. For learning and content providers, that is not a data-team problem happening somewhere else in the building. It is your catalog, your courses, your credentials, and the assets your business actually sells. When that content is not AI-ready, you do not just move slower than your competitors. You risk becoming invisible to the AI systems your learners, customers, and competitors already use to find, personalize, and deliver content.

The Content Intelligence Infrastructure Assessment was built for exactly this. It is an AI readiness assessment made specifically for content-driven organizations. Instead of measuring AI adoption on its own, it looks at whether your content infrastructure, and the way your teams operate, are ready to support AI at scale.

The survey takes about five minutes. Our content intelligence team then reviews your responses and, within two business days, you will receive a personalized report and consultation to walk through your results, show how you compare with peers in your segment, and point to the highest-impact moves for strengthening your AI readiness.

Select your industry segment

Choose your industry first. We’ll tailor the assessment questions to your segment.
Please select a segment.
Before You Begin There are no right or wrong answers. Choose the responses that reflect how your organization works today, not where you hope to be. Most organizations sit across several maturity levels, so pick the option that matches your most common practice.

What business goals are driving you?

Select your top 2 goals. We’ll translate these into the content infrastructure moves needed to support them.

Tell us about yourself

This helps us tailor the questions and recommendations to your world.
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Please enter your company name.
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Almost done Please provide your details so we can connect your assessment results to your organization and prepare your personalized recommendations.

Assessment Complete

Thank you for completing the Content Intelligence Infrastructure Assessment. A member of our team will reach out within two business days to schedule your personalized consultation and walk through your results.

Questions? Reach us at lauren.prisco@harbingergroup.com

Why Content Readiness Decides AI Success

AI is only as good as the content it can understand, trust, and reuse. Many organizations invest heavily in AI platforms while overlooking the content foundation those platforms depend on. Content that is unstructured, poorly governed, or disconnected quietly limits AI-driven search, personalization, automation, and intelligent publishing.

The Content Intelligence Infrastructure Assessment looks at that content layer directly. Built for digital learning providers and content-driven organizations, it measures both your content infrastructure and the day-to-day practices that keep it AI-ready. Using our four-engine framework, you will see where you stand, which constraint is doing the most to limit AI value, and where to focus next based on your own priorities.

What Our AI Readiness Assessment Measures

AI-ready content is not a single capability. It is the result of how content is built, delivered, owned, and assured over time. The assessment scores your organization across four engines, looking at both the technology and the practices behind it.

1. Content Engine

How well your content is structured, tagged, and prepared for reuse across courses, products, documentation, and channels. This is the raw material every AI workflow depends on.

2. Delivery Engine

Whether your delivery layer supports automation, personalization, omnichannel publishing, APIs, and AI-driven learner experiences, or whether your content stays trapped in formats and platforms AI cannot reach.

3. Stewardship Engine

How well governance, ownership, and editorial workflows keep your catalog AI-ready as it grows, so quality builds over time instead of decaying after the first project ships.

4. Assurance Engine

Your ability to monitor quality, manage compliance and accessibility, adapt to changing requirements, and keep improving, so AI readiness becomes a lasting capability rather than a one-time milestone.

Together, the four engines give you a clear, shareable read on your Content Intelligence Infrastructure and your real AI readiness.

What You'll Gain from the AI Readiness Assessment

The survey takes about five minutes. The report and your consultation provide insight you can take straight into a planning conversation:

  • Your AI readiness score for your Content Intelligence Infrastructure
  • Infrastructure vs. practice benchmarking, so you know whether the gap is technology, operations, or both
  • Your primary constraint, the bottleneck(s) limiting AI value most right now
  • A peer benchmark against publishers in your segment
  • Prioritized recommendations on where to invest first and what to defer
  • A clear view of what your current content can already power, so you stop underusing what you have built

Instead of an automated scorecard, you get expert insight tailored to where your organization is today and where it wants to go.

Built for the Leaders Who Own Content, Learning, and Growth

The assessment is made for executives and senior leaders in digital publishing, professional development, and workforce learning, the people accountable for turning content into product and AI ambition into delivery.

It is especially relevant for:

  • Chief Content Officers and Chief Product Officers
  • VPs and Directors of Content, Editorial, and Production Operations
  • Digital publishing and learning platform leaders
  • Certification, credentialing, and professional development leaders
  • L&D and learning-technology leaders modernizing legacy catalogs

If you are being asked where AI will create value across your content business and what it will take to get there, this assessment gives you a clear place to start.

See Where You Stand in Five Minutes

Find out whether your content is ready for the next wave of AI, and exactly where to focus first.

(Within two business days, our team will provide a detailed report and set up a personalized consultation to review your results and talk through the most impactful next steps for your organization.)