murmur

murmur · sector study · September 2026

What AI tools answer when a doctor looks for a residency prep course

25 questions asked across 4 AI tools, with 99 responses saved as screenshots. No question names a school: these are the questions a candidate types before deciding where to go.

This study does not pick a winner. The count is the same for every school: the name is written in the response or it is not. Any school that appeared zero times is not included on this page, and no school commissioned, reviewed or paid for this study.

01 · who appears

Two schools take up almost all the space

Estratégia MED appears in 88 of the 99 responses, and Medway in 82. Both were cited in all 25 questions, without exception: there is no question category, specialty or examining board in which either one is absent. From fourth place down, each school appears in fewer than half of the responses.

schoolin how many of the 99 responsesshare of all mentionsaverage position in the listin how many of the 25 questions
Estratégia MED88 89%21.6%2.125
Medway82 83%20.1%2.025
Grupo MedCof64 65%15.7%3.024
MedGrupo / MedCurso51 52%12.5%3.123
Medcel41 41%10.1%3.721
Sanar29 29%7.1%4.117
Eu Médico Residente17 17%4.2%4.111
MedBrain14 14%3.4%2.911
Aristo7 7%1.7%4.97
Einstein Prepara5 5%1.2%1.62
Hardwork Medicina4 4%1.0%6.24
Revisamed4 4%1.0%4.04
MedYou1 1%0.2%2.01
How to read it. The second column shows how many responses contained the name. The third is the school’s share of everything cited: the 13 schools add up to 407 mentions, and this column divides that total. The fourth shows the name’s usual position in the list, counting schools only: 1.0 would mean it was always first. Jaleko and Cetrus were measured and never appeared, so they are not in the table.

02 · order within the response

Appearing is one thing; being the first name is another

AI tools almost never answer with just one school: there are 4.1 schools per response on average. That is why where a name enters the list matters as much as whether it appears. Medway is the school that most often opens the list, with an average position of 2.0. Sanar is at the other extreme: it appears in 29 responses and enters at an average position of 4.1, meaning the reader passes three or four names before reaching it.

For a school in the middle of the table, this is where the difference lies between being considered and merely mentioned. A list has a beginning, and a name near its end competes with the names the reader has already seen.

03 · one tool is not another

Each tool has its own ranking

The same school changes in scale depending on where it is asked about. Grupo MedCof is the strongest case: it appears in 88% of Google’s responses and 36% of Claude’s. For anyone outside the top positions, that means there is a tool where they can compete and a tool where they cannot.

schoolChatGPT
25 responses
Claude
25 responses
Google
25 responses
Perplexity
24 responses
Estratégia MED23212420
Medway20212219
Grupo MedCof1492219
MedGrupo / MedCurso11121711
Medcel7131011
Sanar89012
Eu Médico Residente3725
MedBrain4631
Aristo0412
Einstein Prepara1112
Hardwork Medicina1201
Revisamed0013
MedYou0100
04 · where the response comes from

When the AI tool reads a school’s site, it almost always writes that school’s name

In 61 of the 99 responses, it is possible to see which sites the tool consulted. Putting those two things together produces a direct result: when the school’s site was consulted, its name appeared in the response 96% of the time. When it was not consulted, the name appeared in 23%.

There were 64 different sites, and the most used of all was medway.com.br , Medway’s site, in 35 of the 61. Among the ten most-used sites, 6 belong to the schools measured and 4 are outside sources, such as reddit.com, drfinancas.com and youtube.com.

siteused as a source in how many of the 61
medway.com.br35
med.estrategia.com24
reddit.com13
grupomedcof.com.br11
drfinancas.com9
medcel.com.br7
eumedicoresidente.com.br6
youtube.com6
clevermed.com.br4
ensino.einstein.br4
grupomedreview.com.br3
mkt.estrategia.com3
schoolsite used as a sourcename written in the response
Estratégia MED27 of 6164 of 74
Medway35 of 6160 of 74
Grupo MedCof13 of 6142 of 74
MedGrupo / MedCurso4 of 6134 of 74
Medcel7 of 6131 of 74
Sanar2 of 6129 of 74
Eu Médico Residente7 of 6115 of 74
MedBrain0 of 6111 of 74
Aristo1 of 616 of 74
Einstein Prepara4 of 614 of 74
Hardwork Medicina0 of 614 of 74
Revisamed0 of 613 of 74
MedYou0 of 611 of 74
What this section does not cover. This section looks only at ChatGPT, Claude and Perplexity, which show the list of sites consulted. Google does not show that list in the responses we captured, so it is excluded from this count, and only this one.
05 · asking more specifically

Narrowing the question barely changes the answer

The 25 questions were written across five categories: general recommendation, specialty, examining board, course format, and entry examinations with prerequisites. The top three names are virtually the same in every category.

question category1st2nd3rd4th
general recommendation 27 responsesEstratégia MED 96%Medway 96%Grupo MedCof 81%MedGrupo / MedCurso 74%
by specialty 16 responsesEstratégia MED 94%Grupo MedCof 62%Medway 62%Sanar 56%
by examining board 20 responsesEstratégia MED 90%Medway 85%Grupo MedCof 50%MedGrupo / MedCurso 50%
by product format 20 responsesEstratégia MED 90%Medway 85%Grupo MedCof 65%MedGrupo / MedCurso 40%
R+ and second stage 16 responsesMedway 75%Estratégia MED 69%Grupo MedCof 56%MedGrupo / MedCurso 31%

Two changes appear in the middle of the table, and they matter more to schools outside the top than to the top itself: a school that does not enter the list for the general question does not enter the list for the specific question either. There is no shortcut through a niche.

06 · how we measure

How we measure

  • We asked the 25 questions in 4 tools, once each, in September 2026. That would make 100 responses; we retained 99. Perplexity produced 24 of the 25: one capture failed. Each question was asked in a clean window, in a temporary conversation with no history, from an IP in Brazil. We saved a screenshot of every one.
  • No question includes a school name. All ask for a recommendation, the way a candidate asks.
  • We count only when the AI tool writes the school’s name in the response. When the name appears only in the list of sites consulted, it does not enter this count: that is a different thing, measured separately in section 04.
  • The table’s names came from the responses themselves. We did not start with a ready-made list, so there is no outside school that "should" be there: if it was never cited, it does not appear.
  • Two companies with two active names count as one because AI tools themselves write them together: MedGrupo and MedCurso on the same line, and CRMedway within Medway.
07 · limits

What this study does not say

  • Nothing about teaching quality or admission results. What is measured is what AI tools answer, not who teaches better or who gets more students admitted.
  • Nothing about how much each thing is searched for. The 25 questions represent how a candidate asks, not a sample weighted by search volume.
  • Nothing about what the AI tool answers for you. Responses vary with the previous conversation, region and day. This is a September 2026 snapshot from a clean window.
  • Nothing about how to change this result. This material measures; it is not an action plan.
08 · the questions

All 25 questions, in full

Original Portuguese research evidence, preserved as recorded.

  1. 01melhor curso para passar na residencia medica
  2. 02melhores cursinhos para residencia medica
  3. 03qual cursinho de residencia medica mais aprova
  4. 04onde estudar para a prova de residencia medica em 2026
  5. 05qual o melhor curso online para residencia medica
  6. 06me indique um cursinho para residencia medica
  7. 07qual cursinho de residencia medica vale a pena contratar
  8. 08melhor curso para passar em residencia medica de ortopedia
  9. 09melhor cursinho para quem quer dermatologia na residencia
  10. 10qual curso indicar para quem vai prestar oftalmologia na residencia
  11. 11melhor preparatorio para residencia medica de pediatria
  12. 12melhor curso preparatorio para o enare
  13. 13qual cursinho prepara melhor para a prova de residencia da usp
  14. 14melhor curso para a residencia medica do sus-sp
  15. 15qual curso preparatorio indicar para o amrigs
  16. 16melhor cursinho para a residencia medica do einstein
  17. 17melhor curso extensivo para residencia medica
  18. 18melhor intensivo de residencia medica para quem esta no ultimo ano da faculdade
  19. 19qual o melhor banco de questoes para residencia medica
  20. 20melhor curso presencial de residencia medica em sao paulo
  21. 21qual plataforma de questoes comentadas para residencia medica vale a pena assinar
  22. 22melhor curso para a prova de r+ de cardiologia
  23. 23melhor preparatorio para r+ de endocrinologia
  24. 24qual cursinho indicar para quem vai prestar r+ depois da clinica medica
  25. 25qual curso prepara para a prova pratica e a segunda fase da residencia medica