The New Way We Ask for a Recommendation

Picture the group chat on a Friday afternoon. Somebody types, "Somewhere good for a group of twelve?" Before anyone can weigh in with their favorite spot, somebody else has already asked an AI.

Here's the part most of us never stop to think about. When you ask ChatGPT, Gemini, Perplexity, or Google's AI answers where to eat, it doesn't hand you a list of twenty places. It names a few. That's it. Whoever makes that short list gets the table for twelve, and everybody else never even knew they were in the running.

Janua Labs, a Buffalo company founded in 2026, has built its whole front door around that moment. The question sits right at the top of its website: when people ask AI for a recommendation, does your name come up?

It sounds simple. Finding the real answer turned out to take a lot of counting.

124 Firms, 10 Questions, Four Engines

To see how big the gap really is, Janua picked one corner of the local market and started measuring. Its first measured market, and the proving ground for its whole method, was personal-injury law in Western New York.

The company built a verified roster of 124 firms. Every one was confirmed against its own website or a bar registry. Satellite and virtual offices were left out. That verification ran in August 2026.

Then came the questions. Every month, Janua puts the same 10 client questions to ChatGPT, Claude, Gemini, and Perplexity, with live web search turned on, so the results match what a regular person would see if they asked the same thing. That's 40 real answers per sweep, and every one of them gets stored.

As of early October 2026, the most recent sweep posted on Janua's site showed the engines naming 44 of those 124 firms. The other 80 didn't show up in a single answer.

Sit with that for a second. These are verified Western New York firms. When people asked an AI for help, close to two out of every three of them simply weren't part of the conversation.

Being Readable Isn't the Same as Being Named

One of the more surprising things Janua reports is that a business can do everything right on the technical side and still come up empty. The company keeps two questions completely separate. Can the AI engines actually read a website? And do they actually name the business?

According to Janua, a site can pass every technical check and still get cited zero times, because the engines cite pages that answer the questions people are really asking. A pretty website that never answers those questions doesn't help much when the AI goes looking.

The same thinking applies to maps. On its restaurant page, Janua points out that showing up on a map and getting named by AI are two different things, so it checks them separately. For a restaurant, the questions get specific. Is the place named for the occasions it wants to win, or only for one? Is each location described accurately, with the right hours, menu, and address?

Show Your Work

If one thing jumps off Janua's pages, it's how much the company cares about proving what it says. Its fact page promises "No simulated results, ever." If an AI engine can't genuinely be queried when an audit runs, that engine is left out of the report instead of being filled in with a stand-in or a guess.

Every finding traces back to stored evidence: the exact questions asked, the answers that came back, and the actual pages each AI engine read before it answered. The scoring sits right in the report too, with every check that ran, the weight it carries, and the points it earned. No mystery methodology tucked away somewhere nobody reads.

They also won't promise what nobody can deliver. Ask whether Janua can guarantee an AI will name your business, and the company's own answer is a flat no, with a note that nobody can honestly make that promise. AI answers shift from one run to the next. What Janua stands behind is the work itself: the checks it runs, the fixes it ships, and the logs it shows.

Built Around the Restaurant Business

Janua works with all kinds of service businesses, from professional firms to home services to brands with locations all over the map. But restaurants and hospitality are where the founders have the deepest operating experience, and you can hear it in the way the company talks.

Its restaurant page says the team has carried responsibility for real outcomes like sales, guest experience, team performance, and consistency from one location to the next. "Not just the recommendation deck," as the page puts it.

The examples it uses are ones anybody who's planned a night out will recognize: a family restaurant near me, somewhere good for a group of twelve, the best brunch in town. Janua asks the engines those kinds of dining questions with live search on, stores every answer, and records which restaurants get named. The same method it built on Western New York law firms is being applied to restaurants and other service businesses.

One Place for the Whole Team to Ask

Getting found is only half the job. Once customers start walking in, the team has to get things right, shift after shift, and that's where the second piece of Janua's work comes in.

Janua calls it the AI Knowledge Base. A business's policies, manuals, recipes, and training guides go into one place the team can ask. Picture a new hire on a packed Saturday who isn't sure how a recipe goes or what the policy actually says. Instead of digging through a binder in the back office or texting a manager on their day off, they just ask.

Every answer is one the business approved. And when a question comes up that the knowledge base doesn't cover, it doesn't guess. The question goes to the right person instead.

Anybody who's worked a busy kitchen or a front counter knows why that matters. Janua's homepage puts the goal in five plain words: be consistent on every shift.

Built to Order, Down to the Front Desk

The third piece is custom work. Janua pulls the data scattered across a business's systems into one clear picture, then builds AI tools that handle the repetitive jobs a team does every day.

The best example is sitting right on its own website. Visit janualabs.com with a question, and the receptionist helping you is the company's own AI, the Janua AI Front Desk. It answers around the clock using only information the business approved, hands you to a real person the moment it isn't sure, and keeps a full record of who approved every answer.

That idea of people staying in charge runs through all of Janua's work. The homepage boils the philosophy down to one line: "The goal is not more AI tools." The real goal, as the company tells it, is a business that's easier to find, quicker to respond, and better prepared to deliver.

A Door in an Old Creamery

Janua lists its address as 199 Scott Street, and if you know Buffalo, that address carries some history. It's the old Fairmont Creamery building in the Cobblestone District, the neighborhood along the Buffalo River that takes its name from the sandstone pavers lining its north-south streets. The city approved the area as a local preservation district on July 12, 1994.

The Fairmont Creamery Company got its start in Fairmont, Nebraska, where it was incorporated on March 29, 1884, to produce and sell butter, eggs, and poultry. It grew into what Cleveland Historical describes as an early national dairy, with operations stretching from the Dakotas all the way to Buffalo.

The Buffalo building got its second life when work began in September 2013 on a $14.6 million mixed-use renovation that included a new roof, new windows, and a new interior. By 2014, the work was nearing completion. A building named for a dairy company whose reach once ran from the Dakotas to Buffalo is home to a company helping local businesses get found.

Then there's the name. Janua is Latin for door, and the old dictionaries define it as a house door or an entrance of any kind. It's also where English got the word "janitor," from the Latin for a doorkeeper. The word is tied to Janus, the Roman god of beginnings, gates, and doorways, and the namesake of January. It fits a company whose homepage opens on a warmly lit restaurant entrance at night, its door standing open onto a wet stone sidewalk.

Close to Home, and Looking Ahead

We'll be upfront about one thing, because you'd want to know it. Janua's own About page says the company first tested its AI visibility methods right here on 716 Spotlight. So yes, this is a story we've had a front-row seat for.

What we can tell you is what's on the record. Janua Labs was founded in Buffalo in 2026. It's measuring something most local businesses haven't even thought to check, and it's building the tools that help a team get things right once the customers show up. And its first big count found that in one corner of Western New York's market, close to two out of three firms weren't showing up when people asked AI for help.

Anyone curious where their own business stands can run a free check at visibility.janualabs.com. Janua is clear about its limits, too: the free check grades how readable a website is, but it doesn't test whether AI assistants actually name the business. That part comes from the full audit.

Word of mouth has always mattered in the 716. Neighbors telling neighbors, coworkers trading tips in the break room, somebody's aunt who knows a guy. That conversation hasn't stopped. It's just picked up a new voice, and a company in an old Cobblestone District creamery is making sure local businesses know what that voice is saying about them. You can learn more at janualabs.com.