What do you learn from analysing thousands of sales conversations? Reppic found surprising patterns and the number one blind spot of every sales team.
Reppic.ai went live in December 2025. Since then, we have analysed thousands of real sales conversations, held by sales teams who sit down with customers every day. No simulations. No role-plays. Just conversations as they actually happen.
And what did that show us? Surprisingly consistent insights. Patterns that repeat themselves regardless of industry, team or the experience of the account manager. Insights you do not get from a training course, a book or a management meeting, but that become visible as soon as you analyse and evaluate sales conversations systematically.
This is what we see so far.
What you learn from analysing sales conversations: not the pitch, not the price, but control of the DMU
Ask sales managers what the biggest bottleneck in their team is, and they usually mention pitch quality, objection handling or follow-up. Logical answers. But the data from thousands of analysed sales conversations points to something else.
The most common learning point is control of the DMU, the Decision Making Unit.
In concrete terms: account managers leave a good conversation without knowing who really makes the decision internally. They do not know who holds the budget. They have no view of the layer of influencers they never get to speak to. And despite a positive feeling, they have no explicit commitment from their contact.
The conversation feels good. But the chance of a deal is smaller than it seems.
Why the DMU is missed so persistently
In B2B, one person rarely decides. There is almost always a commercial director who signs in the end, an IT manager who can object, a buyer who slows the process down or a team member who has to build internal support. Every salesperson knows this.
And yet most conversations are held as if only one person is involved. Not out of ignorance, but because the conversation has its own dynamic. There is good chemistry. The needs analysis goes smoothly. The atmosphere is pleasant. And then it feels strange, or awkward, to ask: “Who else is involved in this decision?”
By analysing sales conversations systematically, Reppic shows that this moment is almost always there, and that it is almost always skipped. Not as a manager’s assumption, but as a pattern across dozens of conversations by the same team.
What you miss when you do not map the DMU
Imagine: you have had a strong conversation. Your contact seems enthusiastic and says: “We will discuss it internally.”
That little sentence, “I will discuss it internally”, is in most cases the signal that you never really mapped the decision-making process. There are people at the table you have never spoken to. And now they have to be convinced by someone who can only half retell your story.
At that point, the chance that the deal goes ahead is considerably smaller. Not because your pitch was not good, but because you did not know the customer’s decision-making process.
First commitment, then the rest of the DMU
This is a step that is almost always skipped in practice, and it determines the entire rest of the process.
Before you can focus on the rest of the DMU, you need concrete and genuine commitment from the person you are talking to. Not a vague “sounds interesting” or “I will get back to you”. But an outspoken, personal position: you believe this is the right solution and you stand behind it.
Without that commitment, your contact is not your champion internally. He or she will pass the story on, maybe schedule a meeting, but not out of conviction. And a story without conviction rarely survives internal decision-making.
With commitment, the dynamic changes completely. Your contact has a personal stake in the success of the deal. They want to sell it internally, not just pass it on. They will anticipate and counter objections. They pull you in, instead of you trying to break in.
Conversation analysis based on real sales conversations makes this pattern visible. Account managers who end the conversation without explicitly asking “Are you personally convinced this is the right step?” miss a crucial opportunity to gain an internal ally.
Control of the DMU is not a talent, it is a skill you develop
The good news: this is not something you either have or do not have. Control of the customer’s decision-making process is a skill. And you develop skills by practising, reflecting and improving, sales conversation by sales conversation.
Top athletes analyse every match. Not to criticise themselves, but to understand what really happened and what can be done differently next time. Sales is no different. The difference lies in how regularly you reflect and in the quality of the insights you use to do so.
Step 1: Ask for commitment from your contact
“Are you personally convinced this is the right step for your organisation?” — Asks for an explicit position, not a general opinion.
“What would you tell your colleagues about why this is relevant?” — Shows whether he or she really understands the story and will carry it.
“Would you recommend this internally? What makes you sure?” — Makes the level of commitment directly discussable.
Step 2: Map the rest of the DMU
“Who else is involved in this decision besides you?” — Direct, respectful and informative.
“What does the decision-making process look like internally?” — Gives you a view of the timeline and the stakeholders.
“What do you need to build internal support?” — Positions you as a partner, not a supplier.
“Who else will need to stand behind the decision?” — Makes the layer of influencers visible without confrontation.
These are not tricks. They are questions that express genuine interest in how decisions are made at the customer, and at the same time give you the information you need to guide the deal.
What sales managers can do with conversation analysis
As a manager, it is tempting to judge conversations on gut feeling: did the account manager have good energy? Was the demo convincing? But gut feeling is not data.
What you really want to know is: does my team have control of the decision-making process? Do they know who decides? Did they ask for commitment? And crucially, do they do this consistently, or does it depend on how the conversation feels?
Reppic makes this visible by analysing sales conversations, not on the basis of a single conversation, but as a pattern across the whole team. That way, as a manager, you can coach on what is really going on, not on what you assume is going on. Gartner describes how complex the B2B buying process is today; conversation analysis helps your team respond to it.
From blind spot to conscious sales skill
Perhaps the biggest insight from our first months is this: the blind spots in sales are rarely technical. They are in the human side of the conversation. In the moments that are skipped. In the questions that are not asked.
And those blind spots only become visible when you look systematically at what is actually said, and not said. That is the core of analysing sales conversations: not to check up on people, but to develop them.
Because every salesperson gets better from insight into their own conversations, and every team gets stronger when those insights are shared and used.
Control of the DMU is the beginning. But it is a beginning that makes the difference.
Learning from your own sales conversations every day?
Discover how Reppic helps your team by analysing sales conversations and turning them into concrete sales skills. Discover Reppic on reppic.ai →
