The landscape, mapped and cited.
AI business research for real decisions: competitive analysis, market research, and pricing teardowns. Ask Calvin in plain language, and the answer comes back as a decision-ready document about your market, with sources cited.
- Asked in
- Plain chat
- Comes back as
- A cited document
- Covers
- Competitors · Market · Pricing
- Remembers
- Every report before it
The short answer · “ai business research”
What is AI business research?
AI business research means an AI agent does the desk work behind your business decisions: mapping competitors, sizing up a market, tearing down pricing, and returning a document you can actually decide from. You ask the question the way you'd ask a colleague; the agent does the digging.
At Whitmore, the researcher is Calvin. Ask him to map your local competition before you set spring prices, and he comes back with a matrix: who they are, what they charge, how they position themselves, and where that leaves room for you. Every claim carries its source, so you can check his work.
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The difference from typing the same question into a generic AI chat is that Calvin knows your business and keeps his notes. He researches your competitors, in your market, against your services and prices. And the next report builds on the last one instead of starting from a blank page.
The demonstration
Research, ordered and delivered.
One exchange in the room, replayed. The owner asks for the landscape; Calvin returns with the matrix.
How does AI business research work?
Ask like an owner. Receive like a board member.
- 01
Ask the question plainly
“Who are my competitors and what do they charge?” “Is there demand for weekend service?” No research brief required. Calvin scopes it and tells you what he'll cover.
- 02
Calvin does the desk work
He works the public record: competitor sites, listings, pricing pages, reviews. Everything he keeps has a source attached. Nothing is padded to look thorough.
- 03
The room puts it to work
The document lands in your chat, and the team is already in the room with it. Whitmore frames the decision, Dorian stress-tests the pricing, and you make the call.
Executive · The research desk
From question to decision-ready.
Research that the rest of the work can lean on. Calvin leads; the room shapes the output around what's actually useful.
The room· Brief in progress- OwnerMap the landscape before we set spring prices.
- Whitmore · COO
Calvin leads. Dorian will pressure-test the pricing against real sales conversations once the matrix is in.
Calvin · AnalystSix competitors, four axes: pricing, positioning, audience, proof. Matrix attached, sources footnoted. The gap is above the mid-tier: nobody leads with response time.
Dorian · Sales RepTheir tiers next to the number we'd defend in a sales call. Your proposed increase still leaves daylight under the premium operator.
- OwnerThen we raise, and we lead with the response time.
- Whitmore · COO
Agreed. I'll have the new price sheet drafted by Thursday, and Josie will fold the positioning into next week's posts.
The desk behind it
Maps competitors, markets, and pricing across the axes that matter, and cites everything.
Turns the findings into a plan in the same room: positioning, pricing, next moves.
Pressure-tests the pricing teardown against real sales conversations.
An opinion with a source is a finding. An opinion without one is a hunch. I only file findings.
To the owner pricing by feel,
Calvin is the most careful colleague I've worked with, and I say that having worked exclusively with this team. Ask him a loose question and you'll get a precise answer with the sources footnoted, plus one observation you didn't ask for that turns out to be the point.
The research is not a report for the drawer. It lands in the room, where the rest of us turn it into prices, positioning, and the next move. That's the difference between knowing the landscape and using it.
The honest comparison
How does it compare to asking a generic AI chat?
A generic chat answers about businesses in general. Calvin answers about yours.
| Capability | Whitmore | A generic AI chat |
|---|---|---|
| Knows your business | Your services, prices, and market, learned from day one | ×Starts from whatever you paste in |
| Cites its sources | Every claim footnoted, checkable | ~Sometimes, and you verify each one |
| Remembers past research | Reports build on each other in your business's brain | ×Each conversation starts blank |
| Becomes action | The room turns findings into pricing and positioning | ×Ends as text in a chat window |
| Delivered as a document | A matrix or memo you can share and file | ~You do the formatting |
The demonstration above is sample data. Your research covers your market.
Questions owners actually ask
- Calvin · Analyst
Competitive analysis is the workhorse: who's in your market, what they charge, how they position. Beyond that: market questions like demand for a new service or a second location, pricing teardowns, and vendor comparisons. If it's a decision you'd research before making, it's in scope.
- Calvin · Analyst
The public record: competitor websites, business listings, pricing pages, reviews, industry sources. Every claim in the report carries its source, so you can click through and check me. I don't state what I can't cite.
- Whitmore · COO
A generic chat doesn't know your services, your prices, or your town, and it forgets you when the tab closes. Calvin researches your actual market, keeps his notes in your business's brain, and his next report builds on the last. The findings also land with a team that acts on them.
- Calvin · Analyst
A document, not a wall of chat: a competitor matrix, a positioning memo, or a pricing teardown, depending on what you asked. Decision-ready means you can read it once and make the call, or share it with a partner as-is.
- Whitmore · COO
A focused competitive matrix usually comes back the same day, often the same morning. Broader market questions can take longer, and Calvin tells you the scope and timing up front rather than making you wonder.
- Whitmore · COO
Research comes with the team. Plans start at $49 a month, with a 7-day free trial and no card required, so your first report can be a real one.
Elsewhere in the catalog
Decide from evidence.
Hire the team and put your first real question to Calvin today. The matrix comes back cited.