From a 5-Day Backlog to a CRM Updated in 24 Hours

A well-run team looking for its next leap in quality

This case doesn't start with a problem — it starts with an ambition. Educaria's sales team in Argentina already had the basics covered: clear processes, a committed team, a CRM in use. "It's not that the tool came in to fix something broken," explains Denise. "If you already have a committed team and clear processes, a solution like Samu is exactly that leap in quality."

The search started with a question many leaders were asking themselves: how can AI actually help with day-to-day work? "Afterward we realized it was helping with a lot more than we'd imagined."

Replaying 40 minutes to find one piece of information

Before Samu, the information existed — but finding it was costly. The phone system recorded calls; video calls, many times, weren't recorded at all, and each account executive built their own material on their own. There was no analysis process or unified record. "If we needed to find something and the call had been recorded, it meant listening again for anywhere from 5 to 40 minutes, sometimes a full hour, trying to find that piece of information. Or the information had simply been lost, and we'd have to go back and ask the customer again."

And there was another cost, a quieter one: an account executive finishes one video call and jumps straight into the next. The notes that needed to go into the CRM just sat there, waiting. "At times it could take up to five days to have the complete record in the CRM." Five days during which the real state of each deal lived in the team's memory and notebooks.

Same-day, 100% in the CRM

Today the picture looks completely different. "100% of the information, the documentation, the customer interactions, is in the CRM, because it's integrated with Samu, and it lands the same day. No record takes longer than 24 hours to arrive."

But for Denise, the point isn't just speed — it's what information comes through, and how. The team configured which data gets extracted from each conversation, tailored to the way they work. And that's where the number that matters most to her showed up: "We've logged up to a 10% improvement in next steps. Not just activities — the actual commitments made with the customer. If we lock in a commitment, knowing exactly what they cared about and what decision we made together, the odds of closing go up enormously."

Coaching became self-serve

Before, learning from a teammate required logistics: sessions where everyone dialed in together, or sitting in on someone else's meeting to see how it was done. That still happens — but it stopped being the only way. "If today I want to see what a teammate is doing, I can simply pull up their material and the recommendations the system gives each person, based on what I, as the leader, set up in Samu."

The mechanics are simple: Denise defines what matters to the company — the scoring is adapted by interaction type, matched to what's expected from each one — and the system feeds that back to every person on the team. "I can say: this person is doing it right, team, take a look at what they're doing here specifically. It's so much simpler than before."

The manager who no longer lives inside the tool

Denise's day-to-day has a particularity that says a lot about how Samu is designed: she could almost never open it. "Because the tools are integrated, I could work without needing to log into Samu all the time. The CRM already has the information I need, set up exactly the way I need it." She does log in — to check dashboards, or to ask the chat about a specific deal when she wants to dig deeper — but the information comes looking for her, not the other way around.

And that's where her eye toward the future lands: the knowledge base the team built up over a year of conversations. "I have incredibly valuable information about which features customers are asking for, what they value about technical support, mentions of competitors. Strategic data I can pass along to leaders on other teams — product, for example." The sales conversation stopped being just about sales: it's intelligence for the whole company.

Summaries are a commodity; sales judgment isn't

A year in, Denise is clear about what separates Samu from the wave of tools that just summarize meetings. "Today you could name me a ton of tools that write a summary or take notes. That's not the value anymore. The difference is that this was built for sales teams: it comes with a baseline understanding of qualification models, of what I need to measure, and I just adapt it to the way we work." An SDR who qualifies and books meetings, an account executive who moves a negotiation forward — the tool already understands that structure without anyone having to build it from scratch.

And behind the product, there are people: "Behind Samu there are people like Andrés who know sales inside and out. A tool without people who understand what you're actually talking about can end up being something you adopt and, pretty soon, stops resonating with you at all."

"It's not a magic wand"

Her advice for other sales managers is the most honest in the bunch — which is exactly why it's the most credible.

"When people talk about AI, it sounds like something amazing is just going to happen without you doing anything. It actually requires commitment, mainly from the manager: for it to resonate with the team, it has to be set up around the way they actually work. If you're already in a place where you know who you are, who you sell to, and what your process is, and you have a committed team — I would absolutely bring in a tool like this."
— Denise Pluis, Sales Manager at Educaria Argentina

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