27 sales calls analysed with ChatGPT: a recurring objection is not a diagnosis
We recently used ChatGPT to analyse 27 sales call transcripts. Several objections kept coming up. But repetition alone does not explain what is getting in the way. Before rewriting the pitch or changing the target audience, we need to separate what prospects actually say from the meaning we attach to it.
The objective was practical: understand recurring objections, identify needs prospects had actually expressed, and assess whether we were targeting the right people. Several phrases stood out: “It’s not a priority right now”, “We handle that in-house”, “We’ve already done that work” and “Send me an email”. These are useful observations. They are not explanations yet.
The same words can reflect different situations
“We handle that in-house” describes an arrangement, not necessarily satisfaction with it. “We’ve already done that work” points to a past investment without explaining what needs remain. “It’s not a priority right now” could reflect a lack of urgency, poor timing or a proposition that feels remote from the person’s concerns. These are hypotheses, not findings from our analysis.
The same caution applies to “Send me an email”. Without the surrounding conversation, we cannot tell whether it signals interest, postponement or a polite way to end the call. Categorising a phrase is not the same as understanding an intention. For a business, confusing the two can mean trying to fix the wrong problem.
Ask AI to keep observations and interpretations separate
ChatGPT’s value in this exercise is in helping organise the material. The method must still prevent a fluent summary from creating unwarranted certainty. We recommend keeping the exact wording, its context, the proposed interpretation and the remaining unknowns separate. An objection that offers no further detail should remain just that.
Explicitly stated needs must also be kept separate from assumed needs. A prospect saying they have an internal team does not establish that they want extra support. It may be worth asking about, but it should not become an attributed need in the sales notes.
Rejections alone cannot tell you whether targeting is right
These 27 transcripts provide material to work with, not proof that the targeting is good or bad. Assessing it would also require examining the contacts’ roles, their circumstances, the proposition presented and the questions actually asked. If a topic was never explored, its absence from the transcript does not prove it is absent from the business.
Our position is straightforward: before changing your target audience, check what the call actually allows you to learn. A recurring objection may be a reason to revisit qualification, the timing of the approach or how the offer is presented. On its own, it does not tell you which of those needs to change.
Turn each objection into a qualification question
The useful next step is to prepare clarifying questions. If the work is handled in-house, what does the team cover? If a project is finished, are any objectives still unmet? If there is no current priority, what might change that? If the prospect requests an email, what information would actually be useful?
These questions are not designed to force an opportunity into existence. They should also make it possible to conclude that there is no need or that the contact is not relevant. Before any further analysis, personal and confidential data shared with the tool should also be minimised, and its terms of use checked.
Success, then, is not a persuasive summary of the calls. It is more precise qualification in the next conversation: fewer imagined needs, clearer unknowns and a sales decision the team can explain.