09/29/2026
The National Council just named the part of the AI conversation in behavioral health that keeps getting skipped: the back office.
Anjlee Joshi, Principal Consultant at the National Council for Mental Wellbeing, published Part 1 of a four-part series on Operational AI. It is worth reading in full.
The headlines go to AI therapists and chatbots. The actual near-term opportunity, per the article, sits in five places: revenue cycle, compliance and quality improvement, repetitive administrative work, administrative writing, and data-driven decision making.
Three things stood out to us.
The financial side is producing the fastest return. The article reports member organizations capturing 15% to 40% in additional revenue that was being lost to incorrect coding and denials.
Compliance moves from sampling to full population. Instead of manually reviewing a small sample of charts, the technology can examine documentation across the whole organization and surface trends worth a closer look.
And the point we would underline hardest: none of this replaces compliance staff or puts compliance on autopilot. It gives expert judgment more reach.
Here is what we would add.
Each of those five areas is usually sold as a separate tool. Five vendors, five contracts, five sets of rules to configure, and none of them know what the others know.
The more useful question for a leader is not which operational AI tool to buy first. It is whether the intelligence you are buying actually understands your organization: your programs, your payer mix, your state requirements, your documentation standards. Configure that once and it holds from the front door to reimbursement.
That is the work. The intelligent operating system for behavioral health. Human in the loop at every step. Glass box by design.
Link to the article in the comments.
