Dental Offices Said Yes to AI for Paperwork, No to AI for Patients

survey · Scientific reports · la publicación, 9 ago 2026 · gratis

Lo que frenó a 163 dueños de clínicas dentales ante la IA: el costo, la carga de trabajo y la falta de contacto

En un estado alemán poco poblado, más de la mitad de los encuestados venía de zonas rurales. Pero midieron opiniones, no resultados.

Versión breve · la versión detallada sigue, unos 6 min

El estudio, de un vistazo
Quiénes: Dueños de clínicas dentales
Cuántos: 163
Dónde: Mecklenburg-Pomerania Occidental, Alemania
Cuándo: Marzo de 2025 (registro de clínicas); encuesta en 2025
Tipo de estudio: Encuesta
Quién lo hizo: Universidad de Medicina de Rostock
El límite que importa: No comparó clínicas rurales y urbanas; cuestionario sin validación formal; todo autodeclarado.

Ver · 0:51

En Mecklenburg-Pomerania Occidental, un estado alemán de baja densidad de población, 778 clínicas dentales estaban registradas en marzo de 2025. De ellas, 163 dueños respondieron una encuesta sobre herramientas digitales e inteligencia artificial. Más de la mitad, el 55%, trabajaba en zonas rurales. Un equipo de la Universidad de Medicina de Rostock quería oír también a los dueños menos digitalizados, esos que casi nunca aparecen en las encuestas hechas solo por internet.

Por eso enviaron por correo postal un cuestionario de dos páginas y aceptaron respuestas en papel, por fax, por correo electrónico o en línea. Los resultados, publicados en *Scientific Reports*, describen lo que opinan esos 163 dueños, no lo que ocurre en su mercado.

La base digital ya estaba puesta: 104 de las clínicas usaban solo expedientes y agendas digitales, y 19 seguían completamente en papel. Las herramientas más avanzadas aparecían de forma desigual: 147 usaban rayos X digitales, pero solo 57 tenían escáneres intraorales. Y apenas una minoría había incorporado alguna aplicación de IA, para tareas administrativas, documentación y evaluación de radiografías. El 68% no había tenido ningún contacto con la IA en su consulta.

Los frenos que más se repitieron fueron el costo adicional percibido (57%), el miedo a una carga extra de trabajo, como el mantenimiento (43%), y no haber tenido contacto con la IA (37%). Es decir, el obstáculo suele ser la familiaridad y el dinero, no la tecnología en sí.

La encuesta no comparó por separado a las clínicas rurales y las urbanas, y el cuestionario nunca pasó por una validación formal. Tampoco se midieron costos, ahorros ni fracasos reales: todo son respuestas de los propios dueños. Así que úsela para anticipar objeciones, no para calcular su propio retorno. Es un estudio de una sola región y de opiniones.

Los dueños sí querían delegar lo administrativo: documentación (36%), evaluación de radiografías (29%) y gestión de citas (21%). En cambio, rechazaban la IA en el trato directo con el paciente, la comunicación con el médico y el tratamiento. La aceptación aparece donde la herramienta quita trabajo repetitivo sin tocar la relación con quien se sienta en el sillón.

¿Qué tarea repetitiva de su negocio podría preguntar primero?

Qué significa para usted

Si usted no tiene personal técnico, ese 57% que teme el costo adicional y ese 43% que teme más trabajo de mantenimiento le hablan de lo mismo: nadie le va a decir cuánto cuesta de verdad antes de probarlo. Pregúntele a sus proveedores qué pasa cuando usted quiere irse de la herramienta, y no concluya todavía que eso reduce gastos o mejora la atención, porque este sondeo midió opiniones en una sola región.

Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8

Quién pagó: El estudio no recibió financiación adicional y fue financiado con recursos propios de los autores, con financiación de acceso abierto proporcionada por Projekt DEAL; el artículo declara que no existen intereses en competencia y no menciona proveedores de equipos o software.

No tome esto como consejo médico profesional.

Versión detalladaLos pasajes copiados del artículo, las ilustraciones y cada fuente con cuánto leímos de ella · 1218 palabras · unos 6 minLeerla →Cerrar

Lo que frena la IA en los consultorios no es la tecnología: es la cuenta

Una encuesta en un estado alemán preguntó a 163 dueños de clínicas dentales por qué no adoptan inteligencia artificial. Las respuestas suenan a cualquier pequeña empresa.

Así podría verse · ilustración generada por weeklyAI.watch, no es una fotografía

Antes de mirar los frenos, conviene ver qué se intenta resolver. Las tareas administrativas consumen buena parte de la jornada en odontología y recortan el tiempo de atención directa al paciente; la inteligencia artificial podría aliviar esa carga y mejorar la eficiencia del consultorio, pero su integración en la práctica diaria sigue siendo limitada¹. El artículo describe un estudio en el que los médicos llegan a dedicar hasta cuatro horas de cada día de trabajo a tareas administrativas, y ese peso reduce de forma significativa el tiempo disponible para atender a las personas². No es un problema de tecnología disponible: es un problema de horas.

¿Qué hace exactamente esa tecnología? El artículo describe un estudio en el que los sistemas de IA pueden predecir tiempos de espera en horarios de consulta abierta, apoyar la gestión de inventario o mejorar los flujos de documentos dentro de una organización³. El artículo describe un estudio en el que pueden apoyar el análisis histopatológico de cortes de tejido o facilitar un análisis más rápido de tomografías en el diagnóstico agudo de accidentes cerebrovasculares⁴. Es decir: casi nada de esto reemplaza a un profesional; casi todo ordena, clasifica y acelera papeleo y lectura de imágenes.

El artículo describe estudios anteriores que se concentraron en aplicaciones concretas de IA o midieron la actitud de los profesionales mediante encuestas hechas sobre todo por internet⁵. El artículo describe que ese diseño tiende a favorecer a los participantes con afinidad digital y a los que trabajan en ciudades⁵. El artículo describe que, para corregir ese sesgo, esta encuesta ofreció varios canales de respuesta y así incluyó a consultorios menos digitalizados, que suelen quedar fuera de las encuestas solo online⁶. Esa decisión metodológica es la que hace interesante el ejercicio: no preguntaron a los convencidos.

Los resultados. La mayoría de los consultorios reportó historia clínica y agenda de citas exclusivamente digitales, mientras el uso de herramientas digitales más avanzadas variaba; una minoría ya había implementado aplicaciones de IA, con apoyo en tareas administrativas y diagnósticas, documentación y evaluación radiográfica⁷. Las barreras más frecuentes fueron el costo adicional percibido, la preocupación por una mayor carga de trabajo y la familiaridad limitada con las aplicaciones de IA⁸. En números: 91 encuestados señalaron el costo adicional y 68 el miedo a más trabajo, por ejemplo de mantenimiento; podían marcar varias razones⁹. Traducido: no es que desconfíen de la máquina, es que no quieren pagar más ni trabajar más por ella.

¿Qué estarían dispuestos a delegar? Cuarenta y cinco mencionaron la documentación, 36 la evaluación de radiografías y 27 la gestión de citas, mientras diez no delegarían ninguna tarea¹⁰. Y al revés, se mostraron reacios a delegar lo que implica contacto directo con el paciente: información al paciente (27), tratamiento (26) y gestión de citas en recepción o teléfono (23), aunque ocho no pusieron ninguna restricción¹¹. El patrón es claro: aceptan IA en lo que no toca al paciente.

El artículo describe que la lectura económica se impuso como la barrera más reportada; los autores sugieren que la reticencia se asocia a riesgo financiero percibido, esfuerzo de implementación e incertidumbre sobre la madurez tecnológica, más que a un escepticismo de fondo¹². Y hay un matiz importante: varias barreras percibidas, sobre todo las dudas sobre la madurez de la tecnología y la disponibilidad de herramientas adecuadas, podrían indicar desconocimiento de las aplicaciones que ya existen en el mercado, no carencias técnicas reales¹³. Dicho de otro modo: parte del freno es no saber qué hay.

Qué haría falta. El artículo describe que la información limitada sobre las aplicaciones disponibles puede alimentar el riesgo financiero percibido y la reticencia, lo que pone la educación y la comunicación transparente como habilitadores económicos clave, junto con incentivos financieros¹⁴. El artículo describe que los hallazgos apuntan a financiamiento focalizado, información transparente y formación orientada a la práctica como los habilitadores centrales¹⁵. Nada de esto es un producto que se compra: es información, plata y capacitación.

Los límites, en serio. La tasa de respuesta fue del 21 por ciento, comparable a encuestas postales similares, pero no garantiza representatividad; por eso los hallazgos deben leerse como una evaluación exploratoria regional y no son directamente generalizables a todos los consultorios¹⁶. El propio estudio reconoce varias limitaciones: el cuestionario no tuvo validación formal, no hubo análisis por subgrupos que comparara consultorios rurales y urbanos, todas las respuestas fueron autodeclaradas, no se calculó tamaño de muestra, el análisis fue descriptivo sin inferencia causal, y la codificación cualitativa la hizo un solo autor sin segunda codificación independiente ni evaluación de confiabilidad entre evaluadores. Los totales varían entre preguntas porque se incluyeron cuestionarios incompletos. Si usted quiere saber qué costó la IA o qué entregó, este estudio no se lo puede decir.

Así lo leemos nosotros. El patrón que aparece aquí no es nuevo ni exclusivo de la odontología: cuando una empresa automatiza primero lo repetitivo y lo de registro, la información se captura cerca de donde nace y el trabajo administrativo se vuelve más rápido y más barato. Por eso esperaríamos que un consultorio o una clínica pequeña que ya tiene historia clínica y agenda digitales esté en mejor posición para probar una herramienta administrativa que uno que sigue en papel, y que el primer beneficio visible sea tiempo, no dinero. Sabríamos que nos equivocamos si vemos consultorios ya digitalizados que no adoptan nada, o si el tiempo administrativo no baja, o si los que trabajan en papel adoptan con la misma facilidad.

Lo segundo que nos llama la atención es de dónde sale la familiaridad. En negocios pequeños sin personal técnico, la gente aprende a usar herramientas digitales probando y equivocándose, no en cursos. Esperaríamos entonces que la comodidad con la IA dependa más de la curiosidad personal que de la formación formal, y que quien ya usa rayos X digitales o escáneres sea más propenso a experimentar, aunque no sepa bien qué existe. Nos equivocaríamos si la familiaridad no cambia entre quien usa herramientas avanzadas y quien no.

Y hay un punto que el estudio no toca pero que a usted le conviene tener presente: quien provee la infraestructura concentra poder sobre quien la usa. En un consultorio sin equipo técnico propio, adoptar IA puede terminar atándolo a un solo proveedor de software o de equipo. Antes de firmar, pregunte quién es dueño de los datos, cuánto cuesta exportarlos y qué pasa si cambia de proveedor. Pida por escrito las condiciones de salida y de seguridad, y compare al menos dos opciones. Ninguna de estas barreras es técnica: son de contrato.

¿Qué puede hacer usted esta semana? Mire qué tareas de su negocio ya están digitalizadas y cuente cuántas horas semanales le come el registro manual. Si la base digital existe, pida una prueba acotada de una herramienta administrativa y mida el tiempo antes y después. Y pregunte a colegas qué probaron y qué les falló, en lugar de esperar un curso que quizá nunca llegue. La pregunta que este estudio deja abierta no es si la IA funciona: es si usted sabe cuánto le cuesta la tarea que quiere delegar.

De dónde sale cada dato de contexto, y cuánto leímos de cada documento

Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - el artículo del que trata esta nota — el artículo completo — el pasaje: "Administrative tasks substantially limit the time available for direct patient care in dentistry. The use of artificial intelligence (AI) can reduce administrative workload and improve practice efficiency, however its integration into routine dental practice remains limited."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - el artículo del que trata esta nota — el artículo completo — el pasaje: "Physicians currently spend up to four hours per working day on administrative tasks 1 . This substantial administrative workload significantly reduces the time available for direct patient care."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - el artículo del que trata esta nota — el artículo completo — el pasaje: "Within healthcare administration, AI technologies can predict waiting times during open consultation hours 2 , support with inventory management 3 , or enhancing document workflows within the hospital organisation 4 ."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - el artículo del que trata esta nota — el artículo completo — el pasaje: "In the field of patient treatments, AI can support histopathological analysis of tissue sections 5 or facilitate faster analysis of CT scans in acute stroke diagnostics 6 ."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - el artículo del que trata esta nota — el artículo completo — el pasaje: "Previous studies have primarily focused on specific AI applications or assessed practitioners’ attitudes through predominantly web-based surveys 16 – 19 . These designs may inherently favour digitally engaged and urban-based participants 20 ."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - el artículo del que trata esta nota — el artículo completo — el pasaje: "By offering multiple response channels to the participants the study deliberately included less digitally affine practices that are typically underrepresented in online-only surveys 16 , 20 ."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - el artículo del que trata esta nota — el artículo completo — el pasaje: "Most practices reported exclusively digital patient records and appointment management, while the use of advanced digital tools varied. A minority had already implemented AI applications, which included support for administrative and diagnostic tasks, documentation, and radiographic evaluation."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - el artículo del que trata esta nota — el artículo completo — el pasaje: "The most frequent reported barriers to AI adoption were perceived additional costs, concerns about increased workload, and limited familiarity with AI applications."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - el artículo del que trata esta nota — el artículo completo — el pasaje: "Regarding barriers to AI implementation, respondents could select multiple reasons. The main factors were additional costs ( n = 91) and fear of additional workload (e.g., maintenance) ( n = 68)."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - el artículo del que trata esta nota — el artículo completo — el pasaje: "When asked which tasks they could imagine delegating to an AI, 45 considered documentation, 36 X-ray evaluationand, 27 appointment management suitable, while ten participants would not delegate any tasks."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - el artículo del que trata esta nota — el artículo completo — el pasaje: "Conversely, participants were generally reluctant to delegate tasks involving direct patient contact, such as patient information ( n = 27), treatment ( n = 26), and appointment management (e.g. at the reception or telephone) ( n = 23), whereas eight indicated no restrictions."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - el artículo del que trata esta nota — el artículo completo — el pasaje: "Economic considerations emerged as the most frequently reported barriers to AI adoption. These findings may indicate that reluctance toward AI is associated with perceived financial risk, implementation effort, and uncertainty about technological maturity rather than fundamental scepticism."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - el artículo del que trata esta nota — el artículo completo — el pasaje: "Notably, several perceived barriers, particularly concerns regarding technological maturity and the availability of suitable tools, may indicate limited awareness of currently available AI applications rather than actual technical shortcomings."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - el artículo del que trata esta nota — el artículo completo — el pasaje: "Limited information regarding available AI applications may contribute to perceived financial risk and hesitancy toward adoption, emphasizing education and transparent communication as key economic enablers alongside financial incentives 35 , 50 ."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - el artículo del que trata esta nota — el artículo completo — el pasaje: "The findings highlight several implications for policy and practice with targeted funding, transparent information, and practice-oriented education emerging as key enablers for AI adoption in our cross-sectional study."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - el artículo del que trata esta nota — el artículo completo — el pasaje: "The response rate of 21% is comparable to similar postal surveys but does not ensure representativeness. Consequently, the findings should be interpreted primarily as an exploratory regional assessment and may not be directly generalizable to all dental practice settings."

No tome esto como consejo médico profesional.

Los hallazgos de otros estudios que aquí se mencionan los conocemos por este documento, que fue el que leímos; no abrimos cada uno de esos estudios.

survey · Scientific reports · the paper, 9 Aug 2026 · free

Dental Offices Said Yes to AI for Paperwork, No to AI for Patients

The main obstacles were cost, extra workload and unfamiliarity, a small survey of 163 practice owners in one German region found.

Short version · the longer version follows, about 7 min

The study at a glance
Who: dental practice owners
How many: 163
Where: Mecklenburg-Western Pomerania, Germany
When: 2025
Kind of study: survey
Who did it: Medical University of Rostock
The limit that matters: One German region, self-reported, never formally validated, no rural-urban comparison.

What owners said stopped them adopting AI

Additional cost91people

Fear of extra workload68people

Number of dental practice owners naming each barrier; respondents could pick more than one reason, so the figures do not add to a total.

Tasks owners would hand to AI vs tasks they would not

DocumentationagainstTreatment

45 would delegate documentation; 26 refused treatment

X-ray evaluationagainstPatient information

36 would delegate X-ray evaluation; 27 refused patient information

Appointment managementagainstAppointment management at reception or telephone

27 would delegate appointment management; 23 refused it when it involves reception or telephone

The owners in this survey are not describing a technology they have judged and rejected.
weeklyAI's reading

Watch · 0:52

In Mecklenburg-Western Pomerania, a low-density state in eastern Germany, 163 dental practice owners answered a survey about the digital tools in their offices. More than half came from rural areas.

Researchers at the Medical University of Rostock mailed a two-page questionnaire to practices listed in the state dental association's database, which had 778 registered practices; 773 letters were successfully delivered. Owners could reply on paper, by fax, by e-mail or online. The team chose this mix on purpose, to hear from owners who are not especially digitally active and who tend to sit out online-only surveys. After 15 weeks, 21 percent had answered.

Most practices already had the basics. About two-thirds kept patient files and appointment calendars only in digital form, and 12 percent still worked entirely on paper. Advanced tools were less common: 35 percent used intraoral scanners, which take digital impressions inside the mouth. Only a minority used any AI, for tasks including administrative work, documentation and X-ray evaluation.

The barriers owners named were mostly about money and habits. Fifty-seven percent cited perceived additional costs. Forty-three percent feared extra workload, such as maintenance. Thirty-seven percent said they had simply never had contact with AI. Fewer worried about data security, and 13 percent said they did not trust the technology.

The picture comes from one German state, so these percentages describe those 163 owners, not your market. Treat them as a checklist of objections you may hear, not a forecast. The questionnaire was also never formally validated, and the team did not compare rural and urban answers separately, so you cannot assume country and city businesses face the same obstacles. And because every answer was self-reported, the study measured opinions, not money. It never tracked what any tool cost or delivered.

The researchers asked what tasks owners would delegate to AI. They welcomed AI for documentation, X-ray evaluation and appointment management, though they were reluctant to delegate appointment management when it involves the reception or telephone. They rejected it for anything touching patients face to face: communication, treatment, the reception desk and phone. Documentation drew the most support, with 45 of the 126 owners who answered that question considering it suitable for AI.

For a small firm without technical staff, that is a practical starting point. Ask vendors for real cost and maintenance figures before committing, and begin with the paperwork your staff already dislike. Then ask yourself: what would this tool actually take off my team's plate, and what would it add?

What this means for you

If you run a small or medium business without technical staff, watch the paperwork your team already dislikes, and ask vendors for real cost and maintenance figures before committing, since the owners in this one German region named those as their main worries. This survey measured opinions, not results, so it tells you what other owners feared, not what these tools will save you or cost you.

Who paid: The study received no additional funding and was funded by the authors' own resources, with open access funding provided by Projekt DEAL; the article declares no competing interests and names no equipment or software lenders.

Do not take this as professional medical advice.

The longer versionThe passages copied from the paper, the pictures, and every source with how much of it we read · 1351 words · about 7 minRead it →Close

Dental Owners Were Asked Why They Won't Touch AI. The Answers Were Money, Time and Not Knowing It.

163 practice owners in one German region, reached by paper as well as screen, name the same three obstacles.

How it could look · illustration generated by weeklyAI.watch, not a photograph

The study comes from a team at the Medical University of Rostock — Merle Retzlaff, Hannes Hollborn, Maisa Omara and Oliver Schierz — and it was paid for out of the university's own resources, with the open-access fee covered by a German national arrangement. It surveyed every registered dental practice owner in Mecklenburg-Western Pomerania, a low population-density federal state: 778 practices on the official list, 773 letters delivered, a reminder email to the 293 with a known address, and a QR code in the local dental association's newsletter. After fifteen weeks they had 163 completed questionnaires — a 21 percent response rate — and every one was included, incomplete ones too, so the totals differ from question to question.¹

What the owners said was blunt. The single most common barrier was extra cost, chosen by 91 of them; next came fear of extra workload, such as maintaining the thing, chosen by 68; then having had no contact with AI at all, 59; then the technology being immature, 57; then no suitable equipment, 53; then data security, 45; and only 21 said they simply didn't trust it.² Asked what they would hand over to a machine, 45 named documentation, 36 X-ray evaluation, 27 appointment management — and ten said nothing at all.³ Asked what they would not hand over, the answers flipped: 27 refused patient communication, 26 refused treatment, 23 refused appointment handling at the reception desk or on the phone.⁴ The authors read the whole pattern as reluctance driven by perceived financial risk, implementation effort and doubt about whether the tools are ready — rather than by fundamental scepticism.⁵

On the ground, the basics are largely in place. Most practices reported fully digital patient records and appointment calendars, and 147 of them already use digital X-rays; but only 57 use intraoral scanners, and only a minority had put any AI to work — for administration, diagnosis, documentation or reading radiographs.⁶ The authors note that several of the objections, especially about maturity and the availability of suitable tools, may reflect owners not knowing what is already on the market rather than real technical gaps.⁷

It is worth being precise about what was measured, because it was not money. Every answer was self-reported, no costs or savings were tracked, no practice was followed over time, and the questionnaire was written for this study and pretested for clarity but never formally validated.¹ The authors also did no comparison between the rural and the urban practices in their own sample, which means the survey cannot tell you whether a village practice and a city practice face the same obstacles.¹ And a 21 percent response rate, even one typical of postal surveys, does not guarantee the 163 resemble the 778.¹

The administrative burden this is all meant to relieve is not small. The article describes a study in which physicians currently spend up to four hours per working day on administrative tasks, time taken directly from patients.⁸ The article describes a study in which, in healthcare administration generally, AI is already used to predict waiting times during open consultation hours, to support inventory management and to improve document workflows inside hospital organisations; on the treatment side it helps analyse tissue sections and speeds up CT reading in acute stroke cases.⁹¹⁰ In dentistry specifically, the authors point to tools that detect early decay on bitewing X-rays in children, design smiles, find landmarks in orthodontics and estimate age for forensic purposes.¹¹

Earlier surveys of this subject were mostly run online, which the authors say tends to attract the digitally engaged and the urban — leaving the less digitalised practices out of the picture.¹² This one deliberately offered several ways back: paper by post, fax, email, or direct entry into the online survey platform, and a general QR code was published in the dental association's newsletter.¹³ The sample included a substantial proportion from rural regions, most practices had no social media presence, and most owners were non-specialised.⁶

Two things are worth setting side by side. Surveys of dental students — the people who will inherit these practices — report largely positive attitudes, with 72 to 80 percent expecting AI to substantially advance or transform dental practice and 64 to 65 percent supporting AI-based diagnostic systems; at the same time nearly half report ethical concerns and about 50 percent reject the idea that AI could replace dentists.¹¹ The owners in this survey, by contrast, were generally reluctant to delegate tasks involving direct patient contact: 36 considered X-ray evaluation suitable to delegate to AI, while 26 refused treatment.³⁴ The gap between the classroom and the practice is one of the more striking things in the paper.

The authors' own reading of what would move the needle is unglamorous: targeted funding, transparent information, and education oriented to practice rather than to theory, with limited information about what is actually available feeding the perception of financial risk.¹⁴¹⁵ They also note that the German national electronic health record rollout has shown digital readiness cannot simply be assumed across the board.¹¹

Here is how we read it. The owners in this survey are not describing a technology they have judged and rejected. They are describing a bill they cannot see the bottom of, a maintenance job nobody has offered to staff, and a market they have not been shown. That is a purchasing problem, not a belief problem — and it is the same shape of problem a small clinic, a law office or a workshop faces when a supplier arrives with a subscription and no local reference.

If that is right, then the practice that eventually says yes will be the one where somebody sat down and costed the thing honestly, including the hours spent learning it, and where a peer down the road had already run it for a year. You will know we are wrong if the owners who do adopt turn out to have adopted on a vendor's demonstration alone, with no reference from a colleague and no manual fallback, and report no extra effort afterwards.

There is a second pattern worth watching, and it is about who gets asked. When a tool is pushed into a business from outside, the people who must live with it are rarely offered a real chance to decline — they are expected to adapt. A practice owner can say no. Their receptionist, who will be the one feeding the scanner and chasing its errors, often cannot. That is a question you can put this week, before any purchase: who inside the business actually decides, and can the person who has to use it stop using it without being punished for it?

And a third: sort your own work into paperwork and craft. Owners here would hand over documentation and clear off X-rays, and would not let anything near a patient's mouth or a patient's question. Expect the strongest resistance where a tool looks like it is taking over judgement rather than typing — and expect that resistance to come from your most experienced people, not your least.

What you can do with this, concretely. Before you sign anything, ask a colleague in your own field what happened after they bought, not what the seller says happens. Keep a paper path for whatever you hand to a machine, so a failed tool or a vanished supplier costs you a day rather than a week. Treat the first purchase from an unknown vendor as a trial with an end date, not a partnership. And when someone tells you the technology is not ready, ask them which part — because in this survey, a good share of the "not ready" was really "never seen it."

The next time a supplier tells you their tool will save your practice time, ask them who is going to maintain it — and what happens to your clinic on the day it stops working.

Where each piece of context comes from, and how much of it we read

Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - the article this story is about — the whole article — the passage: "The response rate of 21% is comparable to similar postal surveys but does not ensure representativeness. Consequently, the findings should be interpreted primarily as an exploratory regional assessment and may not be directly generalizable to all dental practice settings."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - the article this story is about — the whole article — the passage: "Regarding barriers to AI implementation, respondents could select multiple reasons. The main factors were additional costs ( n = 91) and fear of additional workload (e.g., maintenance) ( n = 68)."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - the article this story is about — the whole article — the passage: "When asked which tasks they could imagine delegating to an AI, 45 considered documentation, 36 X-ray evaluationand, 27 appointment management suitable, while ten participants would not delegate any tasks."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - the article this story is about — the whole article — the passage: "Conversely, participants were generally reluctant to delegate tasks involving direct patient contact, such as patient information ( n = 27), treatment ( n = 26), and appointment management (e.g. at the reception or telephone) ( n = 23), whereas eight indicated no restrictions."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - the article this story is about — the whole article — the passage: "Economic considerations emerged as the most frequently reported barriers to AI adoption. These findings may indicate that reluctance toward AI is associated with perceived financial risk, implementation effort, and uncertainty about technological maturity rather than fundamental scepticism."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - the article this story is about — the whole article — the passage: "Most practices reported exclusively digital patient records and appointment management, while the use of advanced digital tools varied. A minority had already implemented AI applications, which included support for administrative and diagnostic tasks, documentation, and radiographic evaluation."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - the article this story is about — the whole article — the passage: "Notably, several perceived barriers, particularly concerns regarding technological maturity and the availability of suitable tools, may indicate limited awareness of currently available AI applications rather than actual technical shortcomings."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - the article this story is about — the whole article — the passage: "Physicians currently spend up to four hours per working day on administrative tasks 1 . This substantial administrative workload significantly reduces the time available for direct patient care."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - the article this story is about — the whole article — the passage: "Within healthcare administration, AI technologies can predict waiting times during open consultation hours 2 , support with inventory management 3 , or enhancing document workflows within the hospital organisation 4 ."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - the article this story is about — the whole article — the passage: "In the field of patient treatments, AI can support histopathological analysis of tissue sections 5 or facilitate faster analysis of CT scans in acute stroke diagnostics 6 ."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - the article this story is about — the whole article — the passage: "Administrative tasks substantially limit the time available for direct patient care in dentistry. The use of artificial intelligence (AI) can reduce administrative workload and improve practice efficiency, however its integration into routine dental practice remains limited."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - the article this story is about — the whole article — the passage: "Previous studies have primarily focused on specific AI applications or assessed practitioners’ attitudes through predominantly web-based surveys 16 – 19 . These designs may inherently favour digitally engaged and urban-based participants 20 ."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - the article this story is about — the whole article — the passage: "By offering multiple response channels to the participants the study deliberately included less digitally affine practices that are typically underrepresented in online-only surveys 16 , 20 ."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - the article this story is about — the whole article — the passage: "Limited information regarding available AI applications may contribute to perceived financial risk and hesitancy toward adoption, emphasizing education and transparent communication as key economic enablers alongside financial incentives 35 , 50 ."
Retzlaff, M., Hollborn, H., Omara, M. et al. (2026). An exploratory survey of barriers and enablers of AI adoption in rural and urban dental practices in Mecklenburg-Western Pomerania, Germany. Scientific Reports. https://doi.org/10.1038/s41598-026-59505-8 - the article this story is about — the whole article — the passage: "The findings highlight several implications for policy and practice with targeted funding, transparent information, and practice-oriented education emerging as key enablers for AI adoption in our cross-sectional study."

Do not take this as professional medical advice.

The findings of other studies mentioned here are known to us through this document, which is the one we read; we did not open each of those studies.