The moments that trigger the question
The moments are thresholds: the freelancer whose taxes stopped being simple, the small business hiring its first employee, the audit notice, the exit that needs planning, the books that no longer close. Askers include entity type, industry and mess level, and assistants match against practitioners whose evidence speaks to exactly that.
The sources the answers lean on
For accountant recommendations, assistants verify license and credential records, directory profiles, reviews, and practice sites that answer real questions plainly: what this notice means, what the first employee changes, what a clean-up engagement involves. Credential verification matters, CPA and specialty claims get cross-checked, and educational content that answers the frightening letter is the most quoted asset in the category.
Why the same accountants keep winning
The practices that keep appearing publish answers to the questions clients are afraid to ask, hold verifiable credentials stated consistently, and carry reviews describing responsiveness and clarity. Small firms beat national chains for specific-situation asks constantly, because the evidence match, this industry, this entity type, this mess, is theirs.
Run the test yourself, and what accountants can do about it
The test costs nothing: ask ChatGPT, Gemini, Claude and Perplexity the questions above, phrased the way a real person would say them, and write down who gets named and what sources appear. Run each question twice on different days, since answers vary and patterns matter more than single runs.
For practitioners, the fixes: one honest page per threshold moment, credentials stated identically everywhere, and review cultivation that mentions the situations you want more of. For accountants that want the systematic version, the free Aethon audit runs your real buyer questions across all four assistants with screenshots, and the professional services playbook turns the gaps into a work plan.