Choose the sources first
AI can produce a very confident account brief about a company it has barely understood. The prose is smooth, the priorities sound plausible, and somehow every prospect urgently needs exactly what you sell. Convenient. Before using it for preparation, decide what evidence you want it to work from.
Gather the company's relevant product pages, a recent announcement and any previous conversation notes you are permitted to use. Use an approved tool and follow your organisation's data rules. Public information is a sensible starting point; confidential customer material needs a deliberate decision about where it can go.
Ask for facts, hypotheses and questions
Give the tool a narrow brief: "Using only these sources, summarise the relevant facts and identify the source for each. Separately suggest possible business pressures, clearly labelled as hypotheses. Turn those into five questions I could ask. Say what we still do not know."
Read the underlying sources yourself. Check whether a statement is current, whether it applies to the right business unit and whether it is a company claim or independently supported evidence. A hiring advert may suggest an area of investment. It does not prove that your contact has a budget or a problem you can solve.
A worked example: fact, hypothesis, question
Illustrative example, not a client result: imagine a company announces plans to enter New Zealand. Here is how to turn that announcement into preparation without inventing a buying need.
Source fact: the company has announced a New Zealand launch. Keep the announcement link and date in the brief. This supports the stated plan, not a claim that the launch has happened.
Hypothesis: the launch may require changes to local sales coverage or partnerships. We do not yet know the approach, budget or who owns it.
Customer question: "What does the New Zealand launch change for how you reach customers, and what have you already put in place?" The answer might reveal a need. It might also tell you they have it covered.
Bring curiosity to the call
Use the brief to choose two or three questions worth asking. "You announced an expansion into this market. What does that change for your team?" leaves room for an answer. "Your expansion must be creating operational pain" asks the buyer to accept your homework as their reality.
After the call, compare your assumptions with what you heard. Correct the account notes and discard the theories that did not hold up. Good preparation should help you listen more closely. If it leaves you determined to deliver a diagnosis before the buyer has spoken, ask the tool for fewer conclusions next time.