The label “consultancy” does not always appear by mistake. It can appear because a studio has left too many lines of copy that sound like consulting.
On the slopes of Croix-Rousse, the word studio still carries something material. You picture a small team, screens, sketches, mockups, an overloaded table, and sometimes that Lyon way of being serious without putting on a solemn face. In a composite case involving a B2B team, the site said studio on the homepage, studio in the title, studio across several sections of its active copy. Yet when the founder asked ChatGPT to recommend local providers for structuring an offer, the answer placed the company among consultancies.
The model was not being absurd. An old local listing, still visible, spoke of “strategic support”, “diagnosis”, “changes in working practices”, and “advice for executives”. It said little about the actual production work: design workshops, materials, prototypes, deliverables, follow-up on layout. The studio existed in the name. The consultancy existed in the verbs. And the verbs had won.
Neighboring words behave like adjacent façades
In Lyon, some districts make this vocabulary very visible. Between a designer’s shopfront, a consultancy office, and a communications workshop, the boundary is read through small clues: the way the client is described, the objects left in the room, the kind of meeting announced, the rhythm of deliverables. A human adjusts quickly. They step inside, talk, and understand that the studio produces concrete things, even when it advises upstream.
A model does not push the door open. It reads textual façades.
When a page uses studio, consultancy, support, workshop, advice, strategy, and production without hierarchy, the category becomes porous. The main word no longer carries enough weight. The generated answer looks for the center of gravity. If the clearest sentences speak about diagnosis and support, the center moves toward consultancy. If the more material sentences speak about creation, formats, materials, prototypes, or finished work, the studio regains weight.
I often encounter this fog of adjacency in service companies. The words are not false. That is precisely why the problem lasts. A studio really can advise. A consultancy can run workshops. A training organization can support. An integrator can design. The slide starts when the shared words are more numerous and sharper than the distinctive ones.
The old wording that gives the company another line of work
In the composite studio case, the phrase “strategic support” had survived in a listing written during a period when the team wanted to reassure executives. The word studio seemed too light for B2B assignments. The page needed to show method, thought, and real framing. The phrase had probably helped human readers. Once removed from its context, it mostly helped the confusion.
Old wording can become a small machine for reclassifying the company. It stays online, repeats itself in snippets, and sometimes appears in short descriptions. Because it sounds serious, no one treats it as risky. Yet for an AI answer, it works like a street sign easier to read than the others. The model does not know that this sentence belongs to a past commercial phase. It uses it.
I am not saying studios should ban advisory language from their pages. Many studios guide clients before producing. The issue is more precise: which sentence carries the identity, and which one describes a step? If strategic support is presented as the heart of the activity, the model reads the company as a consultancy. If framing is described as a step serving studio deliverables, the category stays more stable.
Machine legibility is a company’s capacity to be recognized, situated, and distinguished in model-generated responses. For a studio, that distinction plays out in the grammar of the work: what the team does, hands over, makes, tests, corrects, delivers.
Studio, cabinet, atelier: three uses, not three costumes
I try not to turn these words into rigid boxes. In French, studio, cabinet, and atelier have different histories, yet real companies mix them. A studio can have a strong advisory dimension. A cabinet can produce very concrete tools. An atelier can be a physical place, a working method, or simply a session format. Commercial language likes these soft zones because they avoid closing the conversation too early.
For response models, this flexibility can become a muddy pool. Nearby terms reinforce one another without clarifying anything. In my notes, I distinguish three kinds of fragile words: identity words, stance words, and format words. Studio is often an identity word. Advice can be a stance word. Workshop can be a format word. When a page does not say which word does which job, the machine stages its own small play.
This small classification helps reread a site without flattening its language. The word support can stay, but it needs its place. Strategy can be mentioned, but tied to a production decision. Workshops can be announced, provided the page says what they help make or decide. The point is not to impoverish the language. It is to stop neighboring words from taking over the line of work.
What a page should make harder to misread
A good page does not prevent every error. It makes certain wrong readings harder. For a studio that slides toward consultancy, it should make the sentence “this company is mainly a consulting practice” feel less natural. It does not need to attack consultancies or repeat studio ten times. It should show what the studio does that a consultancy would handle differently.
I would start with the verbs. Design, produce, prototype, lay out, test, adapt, document: these verbs give body to the studio. Diagnose, support, recommend, guide: they can remain, but they should not occupy the whole façade. Then come the objects. A model understands a category better when it sees the deliverables that belong to it: materials, mockups, customer journeys, briefing packs, sales-support tools, pages, visual modules depending on the niche.
The limit also has to be written without stiffness. A sentence like “we do not replace a general strategy consultancy” can sound defensive. I often prefer something calmer: “strategic framing is used here to prepare materials and production decisions.” It states the boundary through purpose, rather than through negation. The page becomes calmer.
In a simplified example, I would then test several queries: “B2B studio Lyon”, “offer-structuring consultancy Lyon”, “executive materials provider Lyon”, “produce materials after a strategic workshop”. I would not only look at whether the company appears. I would look at the neighborhood in which it appears. A presence in the wrong category gives false good news, like an invitation delivered to the wrong table.
Keeping ambition without losing the line of work
Service companies need language broad enough to welcome different clients. A studio will not write every page like a workshop manual. It also has to talk about problems, stakes, decisions. The question is how to keep a spine.
That spine can rest on a few choices. The name of the line of work returns consistently. The main verbs describe the real work. Advisory words are tied to phases, not left as the general identity. The examples show produced objects. Old local listings are reread with the model’s eye: if they speak more clearly than the current site, they deserve attention.
In the composite case, the studio did not need a grand manifesto. It needed the surrounding vocabulary cleaned up. Say it more clearly: we are a studio; we frame because we produce; we guide clients in order to make useful materials; we are not a generalist consultancy, even if some assignments begin with a diagnosis. It almost sounds too simple. Many machine legibility problems are simple on the surface and painful in the details.
A response model does not have the fine judgment of a loyal client. It keeps what repeats, what is well phrased, what resembles categories it has already seen. If the studio wants to remain a studio in the answer, it has to give the model more than a name: working methods, deliverables, boundaries. The façade is not enough. The room behind it has to be there.
Note de quai. In this drift, I keep three traces: the word studio on the sign, the word consultancy in the verbs, and the old listing that speaks too well about strategic support. The answer follows the most stable language. To calm the fog, I would look for a page that ties framing to concrete outputs. The model does not need a slogan; it needs a habitable boundary.