AI prospect research for a salesperson: a 15-minute routine

You have a list of thirty factories and a Monday morning. Either you ring cold, which wastes the call, or you spend an hour on each one, which means you ring nobody. Fifteen minutes is the middle path. The output is half a page: what the company makes, who buys what you sell, one dated reason to call, and one opening line you have checked. An AI assistant can draft most of it quickly. It cannot tell you which parts are wrong, so the last five minutes are yours alone.

What does the half page look like?

Keep the brief in your CRM notes in this shape. Each line carries a tag, SEEN or GUESS, and the GUESS lines are deleted before you dial.

COMPANY      What they make, for whom, where        [SEEN: link]
BUYER        Name, role, since when                 [SEEN: link]
TRIGGER      Dated reason to call now               [SEEN: link, date]
OPENING      Two sentences, ends in a question      [checked against the above]
NOT FOUND    What I looked for and could not find

The NOT FOUND line is easy to skip and useful to keep. It stops the next person repeating your search, and it stops a gap being filled by a guess.

How do the fifteen minutes go?

Set a timer. The point of the limit is to stop, because research that runs to an hour usually replaces calling.

Minutes 0 to 3, company. Open the company's own website. Paste its About and Products text into the assistant and ask for a plain list of what they make, for whom and where. Read the page yourself while it works.

Minutes 3 to 6, buyer. From the website or a professional network, note who buys what you sell. Write names yourself. Never let the assistant supply one, because it will.

Minutes 6 to 9, trigger. Look for a dated reason: a new plant, a tender, a hiring page, a new product, a dealer notice. Open the source and read the date. Last year's news is not a reason to call today.

Minutes 9 to 12, opening. Ask the assistant for three possible opening lines linking the trigger to your offer. Pick one and cut it to two sentences. Remove any adjective you cannot prove.

Minutes 12 to 15, check. Go through the brief line by line and mark each claim SEEN or GUESS. Delete the guesses.

If a step ends with nothing, write "none found" and move on. A call with no trigger is still a good call. It opens with a question instead of a reference.

What do I paste in, and what stays out?

Public text only: the company's own pages, a press release, a job advertisement. These carry no risk and give the assistant something real.

Keep out anything that reached you privately, such as a budget mentioned in last week's meeting, a rival's quotation a friend forwarded, or your own customer list. Your firm should have these limits written down. Our post on an AI use policy for a sales team shows what such a page holds.

Ask for structure, not conclusions. "List what this company makes, from the text below" gives you something you can check. "What are this company's problems?" invites invention.

What happened at minute nine in Vapi?

This is an invented example. A salesperson at an industrial uniform and workwear supplier in Vapi is about to call a maker of diesel engine parts. The assistant's draft says the company has just opened a second plant and suggests opening with congratulations.

At minute nine the salesperson opens the source. The plant belonged to another company with a similar name, in an unrelated trade. Said aloud, the congratulation would have ended the call in half a minute, with a buyer thinking the caller had not looked at the right firm.

The salesperson deleted the line and used what the company's own site did show: a careers page hiring machine operators on two shifts, and photographs of the shop floor. The new opening was a question. "Your site mentions two shifts on the shop floor. Do the workers get uniforms issued, or do they bring their own?" It was true and plain, and took a minute to check. The research did not win an order that week: the buyer said uniforms were bought once a year, and the call only set a date to speak again.

How do I turn research into a first line?

Use one test. Can the buyer hear it and say "yes, that is us"? If the line needs the buyer to correct you, it is a guess.

A workable shape is an observation, then a question. The observation is public and checked. The question is open and about their work, not about your product. Use one observation. Two show you did your homework. Three read as if you keep a file on the buyer.

What if the assistant and the website disagree?

Trust the website over the assistant, and note the disagreement. Companies change what they do faster than they update pages, so a mismatch is itself a question for the call: "Your site still lists the older range. Is that line still active?" Ask it sincerely. A real question about their own business is easier to answer than a pitch.

When should I do less, or more?

Do less when the prospect has almost no public text. A small workshop with one social media page gives the assistant nothing to read, and it will invent a generic company to fill the silence. A phone call to the shop beats any brief.

Do more when several people decide, and you need to know who signs. And for a prospect in a regulated trade, read their own descriptions closely, and never repeat a claim about what they are licensed for.

Keep the brief where the next caller will find it

The brief belongs in the company's CRM record, not in the assistant's chat history. Paste the checked half page with the date and source links. Mark any removed claim as unconfirmed, so nobody puts it back.

When a whole team does this for dozens of accounts, what helps is a shared template and a rule about what may be pasted, rather than more software. Our AI prospect research service sets that up. The marketing hub shows where research sits between reaching buyers and following up. Tomorrow, pick one company from your list, set the timer and run the fifteen minutes before you dial. To get a routine drafted around your own buyers, tell us what you need.