Operational AI, Part 3: Beyond Asking AI About AI: How Behavioral Health Leaders Find AI Solutions

The AI market is moving quickly. New companies launch, existing vendors add AI features, and nearly every product now claims to be “AI-powered.” For behavioral health leaders, the challenge is not simply finding options. It is narrowing a crowded field to a manageable shortlist of solutions that could address a clearly defined operational problem. Fortunately, there are other ways to evaluate the AI market besides asking AI about itself.

Welcome to Part 3 of our four-part series on operational AI:

1. The Biggest AI Opportunity Is in Your Back Office: How Operational AI Solutions Can Drive Performance
2. The DSM of Operational AI: A Practical Way to Organize the Operational AI Landscape
3. Beyond Asking AI About AI: How Behavioral Health Leaders Find AI Solutions
4. What the Demo Won’t Tell You: How to Evaluate Operational AI Vendors (coming soon!)

The six approaches below form a practical discovery process. Start with the technology and relationships you already have, scan the broader market, and then use trusted associations, conferences, and peers to test what you find. At this stage, the goal is simply to identify a few credible candidates for closer evaluation.

A simple path through the search
Define the problem → Check what you own → Explore compatible partners → Scan the market → Consult trusted intermediaries → Validate with peers

1. Define the Problem Before You Search

A clear problem statement keeps the search focused on outcomes rather than attractive features. Before looking at vendors, identify the process you want to improve, the people affected, and the result you need.

What to do: Write a one-sentence problem statement and list the capabilities that would meaningfully address it. Use that statement as the filter for every resource and conversation that follows.

What to watch for: Do not let a compelling demo redefine the problem around what a product happens to do.

2. Use Market Maps to Understand the Landscape

Market maps group companies by the problems they solve, making it easier to understand the competitive landscape. They enable you to see categories, compare approaches, and discover options you may not find through a general web search.

A market map is a snapshot of the companies and products in a particular market, organized into categories based on the benefits they offer or the needs they address.

What to do: Search for market maps that match your problem area, then record a small set of vendors that appear in the most relevant categories. Useful starting points include these market maps:

• Elion
• AI Health Index
• HealthStack
• CB Insights (paywall)

What to watch for: A market map is a discovery tool, not an endorsement. Use it to explore the options, then apply your own requirements to narrow the field.

3. Start With the Technology You Already Own

Electronic health record, practice management, revenue cycle management, and other technology vendors are adding AI capabilities rapidly. Some features may already be included in your subscription, giving your organization a lower-friction way to test whether AI can address the problem you’ve identified.

What to do: Ask each relevant vendor what AI capabilities are available now, what is on the near-term roadmap, what data the features use, and whether they require additional fees or implementation work. Compare those answers with your problem statement and required capabilities.

What to watch for: Convenience is not the same as fit. While it may be tempting to use an existing feature that feels easier to activate, higher-impact solution could be worth the additional cost or implementation time.

4. Explore Integrated and API Partners

Many technology companies maintain marketplaces or partner directories for products that integrate well with their systems. These options can be a great place to start because the integration path is already established or better understood. It doesn’t guarantee a better product, but it reduces implementation complexity and signals that a solution has been designed to work within existing behavioral health workflows.

What to do: Ask your account representative for the vendor’s marketplace, application programming interface (API) partner directory, or formally integrated solutions. For each option, confirm what “integrated” means, how data moves between systems, and who supports the connection.

What to watch for: A partner marketplace is a narrower search field that is shaped partly by business relationships. Treat integration as one decision factor, not proof that a product is the best fit.

5. Use Trusted Associations and Industry Events

The mental health and substance use treatment field has an advantage that many industries lack: strong national and state associations. Organizations such as the National Council for Mental Wellbeing, state and Medicaid associations, and specialty groups can help leaders look beyond vendor marketing. They may offer webinars, case studies, peer discussions, demonstrations, or other resources grounded in behavioral health operations. Conferences provide another efficient way to see emerging products and compare how vendors describe similar problems.

What to do: Ask associations for relevant resource collections, member examples, and upcoming learning opportunities. For conferences, review more than the exhibit hall. Newsletters, exhibitor and sponsor lists, innovation showcases, speaker rosters, startup competitions, and award finalists can all surface new options, even if you can’t attend.

Events to consider include NatCon, Behavioral Health Tech, HLTH USA, mhca, NASMHPD, ViVE, and HIMSS. Behavioral health-focused events may provide more direct peer relevance, while broader health technology events can offer a wider view of the market.

What to watch for: Association visibility, conference sponsorships, and awards can help you discover a product, but nothing substitutes for evaluating evidence, fit, security, implementation requirements, and value for your specific organization and needs.

6. Learn From Peer Organizations

Behavioral health remains a highly collaborative field, and some of the best insights come from organizations that are already using these technologies. The goal isn’t to copy another organization, but to shorten your learning curve by using their insights.

What to do: Ask peers:

• What problem were you trying to solve?
• Which vendors did you evaluate, and why did you choose this one?
• What surprised you during implementation?
• What evidence shows that the solution is working?
• Would you buy the product again?
• What would you do differently?

National Council resource tip: The Member Success Stories page includes examples and conversations about solutions used by member organizations.

What to watch for: Peer experience is context, not a universal answer. Compare the peer organization’s size, workflow, technology environment, staffing, and goals with your own.

Turn Discovery Into a Shortlist

As you use these six approaches, capture the same information for every candidate:

• The operational problem the product claims to solve
• How you discovered the product
• The capabilities that match your requirements
• Compatibility with your existing technology
• Evidence from peers, associations, or other trusted sources
• Open questions that require deeper evaluation

Use that information to narrow the field to a small group of top candidates for formal evaluation. This process will clarify why each option deserves the time and scrutiny.

What’s Next: From Discovery to Evaluation

Discovery is only the first step. Once you’ve identified a shortlist of strong candidates, the challenge is evaluating them to determine which ones are secure, effective, well-integrated, and capable of delivering measurable value for your organization.

Coming up in Part 4, we’ll explore the key questions every behavioral health organization should ask before selecting an operational AI vendor.