Engine deep-dive

How Claude handles company recommendations

Claude's reputation for naming no one describes Claude answering from memory. With web search on, as in every scan we run, it reads and cites live pages, and that changes how you earn a place.

Claude

Claude has two modes, and which one you get is the caller's choice

Ask Claude "best MSP in Ontario" with nothing else switched on and it answers from training weights. It has not checked your website, read your Clutch reviews or seen your latest post. Almost every article about Claude and AEO describes this mode, usually as though it were the whole engine.

It is not. Anthropic ships a web search tool on the API, and with it on Claude behaves like a retrieval engine.

• To test it, we forced it on our own probe on 2026-08-21. The same class of question came back built on live pages, with the source URLs attached.
• One answer we measured cited a Clutch directory listing and three round-up articles. Every firm it named came out of those four pages.
• None of that is reachable from training weights.

So the practical question is never "does Claude browse". It is which mode sits in front of your buyer.

• A developer in Cursor, an enterprise deployment wired to MCP servers, an internal tool built on the API with search enabled: all of those can read your site today.
• A plain training-weights call cannot.
• Every scan TofuBofu runs uses the search mode, so the number we report is the one you can move with pages.
• Your content still has to earn both modes. That is the rest of this page.

What Claude reads

Anthropic publishes little about Claude's training mix, so the training half of this list is our read. The search half is visible in the answers themselves:

Claude's conservative recommendation style

Claude tends to be more cautious than ChatGPT about naming specific companies. Where ChatGPT lists "Top 5 MSPs in Ontario," Claude often responds with "Here are some factors to consider when choosing an MSP" without naming anyone.

This is by design. Claude is built to avoid stating what it cannot support, and recommending a company it cannot verify is exactly that risk. With search on, the caution changes shape: it names firms its sources name.

For you, a Claude recommendation is a stronger signal. The bar is higher, so fewer competitors clear it. The white space in Claude is even larger than in ChatGPT.

Actions that move Claude visibility

1. Build your Wikipedia presence. If you do not have a Wikipedia page, create a Wikidata entry at minimum. Include company type, founding year, headquarters, key services.
2. Get onto the round-ups. Find the best-of lists and directory categories that come back for your buying queries, and earn a place on them: a listing, a review, a contribution the editor can use.
3. Get covered in industry publications. A mention in CRN or Channel Futures is worth more than 10 blog posts on your own site for Claude visibility.
4. Structure your website content. It pays on both timelines. A clean page is what search-enabled Claude fetches and cites today. It also stands the better chance of landing in training data, attributed to you, later.

What our own scans measured

Claude named the brand in 1.2% of the buying queries we put to it across 46 completed scans, measured on firms that had each run a scan while suspecting they were missing, which is not a random sample of B2B websites.

Read that as a measurement of the first mode, not of the engine.

• Every one of those scans used a probe that answered from training weights, because the API does that unless you force it otherwise.
• We began forcing web search on 2026-08-28.
• We have deliberately not moved the number: too few scans sit on the other side of that change to state a new one honestly.
• Inventing one would be worse than publishing an old one with its date on it. Expect it to move when we can.

ChatGPT managed 1.7% and Gemini 0.4% on the same suspect-selected reports. Treat both with care, not as evidence about the engines:

• Gemini's is a floor, depressed by faults of our own.
• ChatGPT's was measured before we forced that engine to search the web on 2026-08-18, so it describes a retired probe.

So the interesting difference is not how often Claude names somebody. It is what happens when it does.

In July we asked four engines to recommend managed IT providers across 15 North American regions, then resolved every name to a live website.

• 2 of the 129 names Claude produced in that managed IT fieldwork could be corroborated, against 101 of the 257 from Perplexity.
• Six firms recommended in the study have no trace of existing anywhere we could check. All six were Claude's.

None of that makes Claude a bad engine to be named by. You earn Claude through corroboration rather than publishing volume, for two reasons:

• The mode most buyers meet still answers from what it absorbed.
• The mode that does read the live web reaches for directories and third-party round-ups before it reaches for you.

Read the MSP AI Visibility Report 2026, which shows the method and the names we could not verify.

How we count, because the denominator does the work

These rates cover buying queries only: what a buyer types when choosing a vendor, before they know who you are.

• We deliberately leave out queries that contain the company's own name.
• Across the same 46 reports, every engine answers a name-in-the-question probe with that company 82% to 100% of the time.
• Folding those in lifts the headline to about 10% for the field and 19% for the leader.
• We published that flattering version on this page until 2026-08-12, and have corrected it.

The buyer who already knows your name is not the buyer you are missing. A number that counts them measures your own marketing back at you.