AI visibility for
professional services firms
Law, accounting, advisory, engineering, architecture: the product is judgement, and judgement is the hardest thing in the world to evidence from outside. Firms with deep genuine specialisation are routinely described by assistants in flat, generic terms — or not named at all — because every claim about that specialisation originates on the firm's own website and nothing independent confirms it. That is a corroboration problem, not a content problem, and more content will not fix it.
Self-published expertise is the cheapest signal on the internet
Any firm can write that it is a leading adviser in a field. The claim costs nothing to make, which is precisely why a system weighs it close to nothing. What carries weight is the same claim appearing where the firm did not write it: a professional body, a court or regulator record, an industry publication, a university, a conference programme, a co-authored standard.
Most firms have some of that and have never connected it to anything. The partner who chaired a committee, the submission that was cited, the panel appearance — none of it is referenced from the firm's site, and none of the firm's site is referenced from it. The evidence exists and the link between evidence and entity does not.
Meanwhile the firm keeps publishing thought-leadership articles, which is the standard advice and, in this specific failure, close to useless: it adds more self-published claims to a profile whose problem is that everything in it is self-published.
Regulated professions cannot say what marketers want them to say
Several of these professions restrict claims about outcomes, comparative superiority and specialist status. That is a genuine constraint on copy and it is frequently used as a reason to publish nothing specific at all — which produces the vague, interchangeable firm description that performs so badly.
The workable path is factual rather than promotional: what the firm does, for whom, in which jurisdictions, with which admissions, memberships and registrations. Facts are both compliant and machine-readable, and they are exactly what a system needs to distinguish one firm from another. A page that says what you actually do outperforms a page that says you are excellent.
The reading is weighted toward evidence, not volume
- Corroboration per practice area. For each area the firm claims, whether anything independent supports it. Firms are often strong in one area and entirely unsupported in three others they market equally.
- Practitioner-to-firm linkage. Whether individual professionals resolve to the firm. Senior practitioners frequently carry more external evidence than their firm does, and if the connection is not machine-readable that evidence does not transfer.
- Answerability. Whether the questions clients actually ask are answered plainly somewhere, in a passage that stands alone — as opposed to being circled in an article that never states a position.
- Risk and exposure. Departed partners still listed, superseded office details, old entity names after a merger. Mergers are unusually damaging in this sector because two histories of corroboration end up split across two identities.
A managing partner, and the marketing lead who has run out of arguments
Decisions here are partnership decisions, and the marketing lead usually needs external evidence to make a case that internal advocacy has failed to make. An independent reading that places the firm beside named competitors on one scale tends to move a partners' meeting in a way another internal deck does not.
Connect the evidence you already have
The first pass is almost always retrieval rather than creation: find the external evidence that already exists for your people and your practice areas, and make the relationship between it and the firm explicit and machine-readable in both directions. Then state your factual position — jurisdictions, admissions, registrations, sectors served — plainly enough to be quoted. Only after that does new publishing help, and by then it has something to attach to.
Expect the slowest rescore of any sector. Corroboration depends on third parties acting and on those sources being recrawled, so a meaningful second reading is typically a quarter out rather than a few weeks. Firms that rescore early see the on-site changes register and conclude the programme failed, which is the wrong conclusion drawn from an impatient measurement.
Professional services questions
We publish a lot of thought leadership. Why are we still invisible?
Our profession restricts what we can claim. Does that make this impossible?
Should we score the firm or individual partners?
We merged two years ago. Does that affect the reading?
How long before a rescore shows anything?
One URL, about ninety seconds, no card. The corroboration finding is usually the one nobody expected.