Work together

Send the page AI keeps getting wrong

Use the form for AI-visibility audits, entity rewrites, bilingual page alignment, showroom-category cleanup or a focused advisory sprint. I work best when there is already a real page, profile or assistant summary to compare, because the useful question is not whether the firm sounds polished, but where its category becomes unstable.

Send the page, assistant answer, directory summary or bilingual mismatch that made you uneasy. I take on audits, entity rewrites, Italian–English source alignment, showroom role cleanup and advisory sprints for firms that are being misnamed, over-simplified or folded into the wrong category. I do not take broad content calendars, anonymous reputation work or projects built around inventing authority the business does not have.

How to reach you

How to reach you

Common questions

How do you usually work?

I start with your owned pages before looking at AI answers, directories or third-party summaries. I want to know what your site actually says before blaming the machine for repeating it badly. Then I mark the sentences that are quotable, unstable or likely to be flattened.

What kinds of firms do you take on?

I usually work with Milan design and architecture studios, showrooms, ateliers, B2B agencies, fintech firms and professional-service businesses. The common thread is not the sector. It is a business whose value depends on a precise category, role or service boundary.

How quickly do you reply?

I normally answer within a few working days. If the message is clear and includes the page or issue you want reviewed, I can give a more useful first response. Very vague requests take longer because I have to guess less.

What format are consultations in?

I usually work through written audits, page annotations and focused advisory calls. For rewrites, I prefer to leave you with source sentences your team can use across About, service, project and bilingual pages. The format depends on whether the problem is diagnosis, correction or internal alignment.

What should I expect on cost?

The work sits in a specialist advisory range, not a quick copy edit. A small review is lower; a full audit with bilingual alignment, category cleanup and rewrite guidance is higher. I will give a practical range before starting.

What tasks do you not take?

I do not take generic SEO retainers, mass blog production, paid review work or reputation cleanups that depend on hiding facts. I also avoid projects where the firm wants stylish vagueness kept intact while asking AI systems to be precise.

A clearer source page gives assistants less room to improvise.

Send the confusing example, and I will tell you whether the problem is wording, alignment or outside distortion.

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