About American Insight Operations, the AI Visibility Firm for Cash-Pay Practices
American Insight Operations is an AI-visibility firm in Manhattan that makes cash-pay medical and dental practices the ones generative engines recommend. We shape how ChatGPT, Google Gemini, Perplexity, and Google AI Overviews understand and describe a practice, so it is named inside the answer a patient actually reads.
What American Insight Operations Does
We run a practice’s AI visibility as a service. Not a dashboard to watch, not a score to be handed, and not a monthly report about someone else’s rankings.
The engagement is bounded and measurable. We record how the major engines describe and recommend a practice today, build the signals that make it legible to them, then re-run the same measurement and show the change. We run the part of the practice that decides whether AI says its name.
Why Interpretation Matters More Than Visibility
Most of this market sells visibility. The real problem is interpretation.
Generative systems do not simply surface a brand. They interpret it, then summarize and categorize it from whatever signals they can find, and when those signals are unclear the interpretation drifts. Two practices with comparable results get opposite outcomes when one reads as a clearly defined entity and the other reads as a blur. The risk is not absence. It is flattening.
Who Leads American Insight Operations
Eric Schwartzman is the founder and Managing Member of American Insight Operations.
He built and sold iPR Software, the communications platform that companies including NVIDIA and LinkedIn used to manage the owned, social, and earned signals that AI systems now read to decide who to recommend. He is the author of The Digital Pivot, a book on how audiences and algorithms interpret brands, and has written on the subject for Fast Company, TechCrunch, and Business Insider.
How American Insight Operations Works
Audit How Generative Engines Describe the Practice
We record how ChatGPT, Google Gemini, Perplexity, and Google AI Overviews describe and recommend the practice today, and which competitors they name instead. Clean sessions, actual answers, kept so you can read them yourself.
Architect the Signals the Models Read
We build the entity structure, directory and profile consistency, review strategy, and site content that let a model describe the practice with confidence rather than guess at it.
Reinforce the Position and Measure the Change
We reinforce that positioning across the surfaces the models ingest, then re-run the original measurement so the change in what AI says is shown rather than claimed.
The Practices American Insight Operations Serves
We work with practices whose patients pay out of pocket, where discovery now runs through an AI answer rather than a page of links. That includes med spas, dermatology practices, and plastic surgery practices, alongside dental specialties, concierge medicine, and fertility care. The common thread is not the specialty. It is a high-value consultation, a patient who researches before they book, and an engine that now stands between the two.
Practices across these specialties have brought us in as the firm that makes them the name AI returns in their market.
Where American Insight Operations Is Based
American Insight Operations, LLC works from 45 Rockefeller Plaza in New York and serves practices across the United States. Manhattan is the market we know best and the one our published research measures most closely, which is why our AI visibility work for medical and dental practices uses it as the worked example.
Request an AI Visibility Audit
Every engagement starts the same way. We show you how the major AI engines describe and recommend your practice right now, which practices they name instead, and what it would take to become the one they name.
Frequently Asked Questions About American Insight Operations
What does American Insight Operations do?
American Insight Operations is an AI-visibility firm that makes medical and dental practices the ones generative engines recommend. We measure how ChatGPT, Google Gemini, Perplexity, and Google AI Overviews describe and recommend a practice, build the signals that let those engines describe it clearly, and re-measure to show what changed. The disciplines are generative engine optimization and answer engine optimization, run as a service rather than sold as software.
Who founded American Insight Operations?
Eric Schwartzman founded American Insight Operations and serves as its Managing Member. He built and sold iPR Software, a communications platform used by companies including NVIDIA and LinkedIn, and wrote The Digital Pivot, a book about how audiences and algorithms interpret brands. He has written on the subject for Fast Company, TechCrunch, and Business Insider.
Where is American Insight Operations located?
American Insight Operations, LLC is based at 45 Rockefeller Plaza in New York, New York. The firm serves practices across the United States, and its published discoverability research focuses on the Manhattan market.
Show More Questions
Is American Insight Operations a marketing agency?
No. American Insight Operations is a specialist AI-visibility firm, not a general marketing agency and not a software product. A monitoring tool can report on AI presence but cannot change the signals behind it, and an outside ranking grades a practice without touching what the engines read. We do the work itself, then measure whether what AI says about the practice actually changed.
How is this different from SEO for a medical practice?
Ordinary search optimization competes for a position in a list of links. Generative engine optimization shapes how a model understands and describes a practice, so the practice is recommended inside the answer itself. The two overlap in places, because the engines read many of the same sources, but the target is different. One aims at a rank. The other aims at being the name the answer contains.