AI to deliver better recommendations
AI is just beginning to play a role in streamlining the matchmaking process. The ADAPT team is developing algorithms that will allow the Advisor to make better, faster recommendations. By “training” the algorithm to integrate your feedback on potential matches, the platform will learn what is really important to you and adjust the recommendations accordingly. The resulting feedback loop will only get stronger with more input. This is just like the AI you may have encountered in your day-to-day life as your Netflix or Amazon recommendations improve over time.
ADAPT’s focus on philosophy of care means that many of the matching attributes are more gray than black or white. For example, every dentist talks about patient relationships being important, but some characterize relationships as more personal (“I know about their family and their interests”), whereas others keep them clinical (“I know everything about their oral condition and how to improve it”). It’s a matter of where dentists put their energy and emphasis, and that requires more nuance than simple filters can discern.
At ADAPT, we have found efficient ways to characterize some of these gray areas in ways that allow us to be more predictive about the success of long-term matches. Doing so requires asking more than simple yes/no questions.
AI is just beginning to play a role in streamlining the matchmaking process.Imagine you’re preparing to buy a practice, but you’re not quite sure exactly what you want. AI could help you articulate your dental practice “style” before you even begin to formally view actual practices. For example, interactive quizzes could ask your input on different options, showing you images of different types of operatories, asking how you would handle various cases, and gauging your preferred work style. None of these questions has a right or wrong answer, but, taken together, the AI can begin to narrow the focus and serve up practices or candidates that better fit your style.
This would work much like Stitch Fix, the clothing site that shows you multiple outfits to determine your personal style. With each outfit you react to, the technology learns your preferred colors, cuts, fabrics, and so on.
Making better recommendations will allow our ADAPT experts to focus on coaching and educating our members, helping dentists better understand the process and prepare for what comes after we have found them the perfect match!
Growing the pool to fuel even better matches
ADAPT is what the start-up world calls a “network product.” That means that growth drives success. In other words, each new participant exponentially increases the potential connections. The bigger the network, the better, more useful, and more efficient the solution becomes for its participants. The classic example is the telephone. One telephone is essentially worthless, but as more people have them, each is more valuable because you can connect with everyone in the network.
As the volume of ADAPT participants grows, the more effective and efficient the machine learning becomes, the more matches ADAPT creates and the better we become at identifying factors that lead to good matches.
AI’s role after the match: streamlining the entire transaction process
AI’s role does not have to end when a match is made. Rather, AI can then use the same inputs that drove the recommendations to steer the transaction, from the LOI and due diligence through closing and beyond.
For example, your “style” inputs and other data could help deliver tailored financing options and customized next steps. We already offer extensive resources as part of our platform, but AI could help us bundle up exactly what you need for your unique transition process.
Similarly, sellers who input their practice details could receive an AI-generated evaluation that accounts for everything from the practice’s finances and equipment to the location, hygiene schedules, treatment style, and community demographic and economic conditions. With the right inputs, the technology could then provide a comprehensive current valuation to help you better understand your situation and serve as a starting point in negotiations.
Using data collected throughout the process, a buyer could receive access to practice management systems that could help them get up to speed more quickly. Meanwhile, automated surveys could assess how patients are responding to the transition, guiding changes to ensure patient retention.
Keeping the human in the transition
Even as AI begins to streamline the process, we believe that personal interaction always has value, even as it happens on a virtual platform. When a dentist articulates their philosophy of care, the ADA Advisor reads their words. The technology can then identify patterns and preferences to sort and group and order; however, the recommendation itself comes from the ADA Advisor. Our Advisors are the experts who have experience in what makes a good match between dentists, and they can pick up on nuances that a machine cannot.
Going forward, we will continue to rely on our expert Advisors to refine and provide the vast majority of this guidance. However, we’re excited about how AI may enhance this in the future. We will continue to ensure that the human element is never lost. Our goal is for AI to complement, not replace, our Advisors.
Let’s free up our Advisors to do what they do best: advising individual doctors by answering their unique questions, offering reassurance, and bringing a human touch to a complicated process.
Download a pdf of this article
References