The moments that trigger the question
Consulting moments are inflection points: the growth that broke the org chart, the system implementation nobody owns, the market entry that needs a guide, the turnaround, the compliance deadline. Askers describe industry, size and the specific mess, and assistants match narrowly, generalist positioning loses to specific evidence in almost every phrasing.
The sources the answers lean on
For consultant recommendations, assistants lean on published thinking they can read, case-shaped content describing problems actually solved, directories and review platforms where they exist, press and speaking footprints, and communities where practitioners get named by others. In a category with few structured review sources, your published work carries unusual weight: the writing is the audit trail.
Why the same consultants keep winning
The consultants who keep appearing wrote it down: specific problems, named industries, honest method, visible outcomes where clients allow. Add third-party corroboration, being cited, quoted, recommended in threads, and a boutique outranks a famous firm for the specific problem asked, because the assistant matched evidence to mess, not brand to brand.
Run the test yourself, and what consultants 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 consultants, the play: publish the problems you actually solve in the language clients use, accumulate corroboration through guest work and communities, and keep entity facts consistent across profiles. For consultants that want the systematic version, the free Aethon audit runs your real buyer questions across all four assistants with screenshots, and the consulting playbook turns the gaps into a work plan.