murmur

murmur · sector study · September 2026

What AI tools answer when someone looks for online accounting

25 questions asked across 4 AI tools, with 99 responses saved as screenshots. No question names a firm: these are the questions a business owner types before hiring someone.

This study does not pick a winner. The count is the same for everyone: the name is written in the response or it is not. Anyone appearing zero times is not included on this page, and no company commissioned, reviewed or paid for this study.

01 · who appears

Two names occupy the answer, with a 30-point drop from second to third

Contabilizei appears in 77 of 99 responses and Agilize in 59. Only these two exceed half. Third place, Contabilidade.com, is at 29, less than half of second place. There are 23 different firms cited in total and 304 mentions combined, but most of that total sits in the first two rows of the table.

firmin how many of the 99 responsesshare of all mentionsaverage place in the listin how many of the 25 questions
Contabilizei77 78%25.3%1.623
Agilize59 60%19.4%2.621
Contabilidade.com29 29%9.5%3.217
Contajá24 24%7.9%2.213
Contabilivre16 16%5.3%3.99
Conube16 16%5.3%3.412
Senhor Contábil16 16%5.3%3.810
Qipu12 12%3.9%2.39
Meu Contador Online10 10%3.3%3.38
Razonet9 9%3.0%2.87
Tactus9 9%3.0%2.65
Contabilix5 5%1.6%4.65
Conta Ágil3 3%1.0%3.33
Contefy3 3%1.0%3.03
Colinear2 2%0.7%3.02
Contador Direto2 2%0.7%2.51
Contjet2 2%0.7%2.52
Hash Digital2 2%0.7%3.02
Hopecont2 2%0.7%4.52
Openyou2 2%0.7%3.01
Selvia2 2%0.7%3.02
Já Calculei1 1%0.3%2.01
Wetax1 1%0.3%3.01
How to read it. The second column shows how many responses contained the name. The third is the firm’s share of everything cited: the 23 firms total 304 mentions, and this column divides that total. The fourth is where the name usually appears in the list: 1.0 would mean always appearing first.
02 · order within the response

Appearing is one thing; being named first is another

AI almost never answers with just one firm: it averages 3.1 names per response. That is why where a name appears matters as much as appearing at all. Contabilizei is named first most often, with an average place of 1.6. Contabilivre is at the other extreme: it appears in 16 responses and enters at 3.9th on average, after the reader has already seen other names.

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

03 · one tool is not another

Each tool has its own ranking

The same firm changes in size depending on where the question is asked. Conube is the strongest case: it appears in 48% of ChatGPT responses and 0% of Claude responses. For anyone outside the top positions, this means there are tools where they can compete and tools where they cannot.

firmChatGPT
25 responses
Claude
25 responses
Google
25 responses
Perplexity
24 responses
Contabilizei17212118
Agilize16181510
Contabilidade.com41249
Contajá47310
Contabilivre0466
Conube12022
Senhor Contábil2617
Qipu1173
Meu Contador Online0442
Razonet0234
Tactus1125
Contabilix0113
Conta Ágil1002
Contefy0102
Colinear0101
Contador Direto0011
Contjet0020
Hash Digital0002
Hopecont1100
Openyou1001
Selvia1001
Já Calculei1000
Wetax1000
04 · where the answer comes from

Being read by AI almost guarantees being cited by it

In 55 of the 99 responses, it is possible to see which sites the tool consulted. There were 100 different sites, and the most used of all is contabilizei.com.br, Contabilizei’s site, in 20 of the 55. Among the ten most used, 8 are sites of the firms measured and 2 are outside sites, such as negociocerto.org and guiaparapj.com.br.

What the tool reads also appears in what it writes: when the firm’s site was consulted, its name appeared in the response 91% of the time. When it was not consulted, the name appeared in 9%. It is worth separating what appears in the text without competing for the engagement: Conta Azul, Contmatic, Negócio Certo, Nibo and Omie are comparison portals or management software; they were measured and remain outside the table.

siteused as a source in how many of the 55
contabilizei.com.br20
contaja.com.br15
agilize.com.br13
contabilidade.com8
negociocerto.org7
razonet.com.br7
meucontadoronline.com.br6
tactus.com.br5
guiaparapj.com.br4
artigos.agilize.com.br3
contaagil.com3
qipu.com.br3
firmsite used as a sourcename written in the response
Contabilizei20 of 5577 of 99
Agilize16 of 5559 of 99
Contabilidade.com8 of 5529 of 99
Contajá15 of 5524 of 99
Contabilivre2 of 5516 of 99
Conube3 of 5516 of 99
Senhor Contábil1 of 5516 of 99
Qipu3 of 5512 of 99
Meu Contador Online6 of 5510 of 99
Razonet7 of 559 of 99
Tactus5 of 559 of 99
Contabilix1 of 555 of 99
Conta Ágil3 of 553 of 99
Contefy2 of 553 of 99
Colinear1 of 552 of 99
Contador Direto1 of 552 of 99
Contjet0 of 552 of 99
Hash Digital0 of 552 of 99
Hopecont2 of 552 of 99
Openyou2 of 552 of 99
Selvia1 of 552 of 99
Já Calculei1 of 551 of 99
Wetax3 of 551 of 99
What this section does not cover. This section considers ChatGPT, Claude, Google and Perplexity, which show consulted sites.
05 · the question slice

On the broadest question, the pair leaves no room

The 25 questions were written in four slices: general recommendations, company profile, specific need and informational. In the broadest slice—the 24 responses to people asking only which is best— Contabilizei appears in 100% and Agilize in 92%. Anyone other than those two barely exists in that question.

question slice1st2nd3rd4th
general recommendation 24 responsesContabilizei 100%Agilize 92%Contajá 50%Contabilivre 42%
by company profile 28 responsesContabilizei 89%Agilize 57%Contabilidade.com 29%Contajá 29%
by specific need 27 responsesContabilizei 81%Agilize 63%Contabilidade.com 48%Meu Contador Online 19%
informational 20 responsesContabilizei 30%Agilize 20%Razonet 15%Contabilidade.com 10%

What changes between slices happens in the middle of the table, not at the top. For firms outside leading positions, this is where there is an opening: a company profile or need in which AI already cites other names.

06 · how we measure

How we measure

  • We asked the 25 questions in 4 tools, once each, in September 2026. That would yield 100 responses; we retained 99. In Perplexity, 24 of 25 were retained: one capture failed. Each question was asked in a clean window, temporary conversation without history, from an IP in Brazil. We saved every screenshot.
  • No question names a firm. All ask for recommendations, as someone seeking to hire one would ask.
  • We count only when AI writes the firm’s name in the response. When the name appears only in the list of sites consulted, it does not enter this count: that is something else, measured separately in section 04.
  • We count only what the tool wrote. Site cards, videos and map listings around the response are excluded because AI is not choosing the name there.
  • The names in the table came from the responses themselves. We did not begin with a ready-made list, so no outside firm ‘should’ be there: if it was not cited once, it does not appear.
  • “A primeira contabilidade web do Brasil” does not count as a name: this is how Agilize describes itself, and AI tools repeat the phrase. It was tested and discarded.
07 · limits

What this study does not say

  • Nothing about service quality. What is measured is what AI tools answer, not who delivers the best accounting or charges less.
  • Nothing about how much each thing is searched. The 25 questions reflect how people ask, not a sample weighted by search volume.
  • Nothing about what AI answers for you. Responses vary with the preceding conversation, region and day. This is a September 2026 snapshot in a clean window.
  • Nothing about how to change this result. This material measures; it is not an action plan.
08 · the questions

The 25 questions, in full

Original Portuguese research evidence, preserved as recorded.

  1. 01melhor contabilidade online para mei
  2. 02qual contabilidade digital e mais confiavel
  3. 03me indique uma contabilidade online boa para minha empresa
  4. 04qual a melhor contabilidade digital em 2026
  5. 05contabilidade online que vale a pena contratar
  6. 06qual contabilidade digital tem o melhor custo beneficio
  7. 07melhor contabilidade online para simples nacional
  8. 08qual contabilidade digital para prestador de servico pj
  9. 09melhor contabilidade para quem trabalha como pj de tecnologia
  10. 10qual contabilidade online para medico com pj
  11. 11melhor contabilidade digital para ecommerce
  12. 12qual contabilidade online para quem vende em marketplace
  13. 13melhor contabilidade para lucro presumido
  14. 14qual contabilidade digital abre empresa de graca
  15. 15melhor contabilidade online para trocar de contador
  16. 16qual contabilidade digital emite nota fiscal automatico
  17. 17melhor contabilidade online para restaurante
  18. 18qual contabilidade digital atende clinica odontologica
  19. 19qual contabilidade online tem contador de verdade para falar
  20. 20melhor contabilidade digital para holding familiar
  21. 21quanto custa uma contabilidade online por mes
  22. 22vale a pena trocar contador tradicional por contabilidade digital
  23. 23como funciona a migracao de contabilidade sem perder dado
  24. 24contabilidade online e segura para empresa maior
  25. 25o que a contabilidade digital faz e o que ela nao faz