Every company has two versions of its processes. The one in the documentation. And the one that lives in the heads of the people who actually do the work.
The second version is the one that matters. It's also the one nobody can see - until something goes wrong.
We built Duvo to run operations end to end. But running operations means understanding them first. And understanding them means talking to the people who run them. Not reading their SOPs. Talking.
The problem with process discovery
The standard approach to mapping enterprise operations takes six to eight weeks and a consulting engagement. A team flies in, runs interviews, produces a slide deck. By the time it's delivered, the process has already changed.
The real problem isn't speed. It's fidelity. Documented processes miss the workarounds. The tribal knowledge. The exceptions that happen every Tuesday because one supplier's portal goes down for maintenance and the buyer has to call instead of entering the PO online.
That's the work that leaks margin. And it never makes it into the slide deck.
Voice as the interface
When we built Duvo Clarity, we needed voice at the center - not as a feature, but as the interface. Operations people don't describe their work in structured forms. They talk through it. They say things like "and then I usually have to call them because the system doesn't update until Thursday."
That sentence contains more operational intelligence than most process documents.
Clarity captures how workflows actually operate through structured conversations with the people who run them. One session with a European grocery retailer mapped a promotion setup workflow that spanned five systems and three teams. It surfaced two control gaps and over one million euros in annual margin leaking from delayed supplier confirmations.
That took an afternoon.
The margin leak had been there for years. Nobody had documented it because nobody had asked the right questions in the right way.
From conversation to action
Mapping the process is the beginning. What happens next is where the operation changes.
Duvo's autonomous voice agents act on what Clarity finds. Instead of a buyer spending their morning calling suppliers to confirm delivery dates, the agent makes the calls. Collects the confirmations. Writes the results back into the ERP. Every supplier. Every day. Not just the top twenty.
Inbound deliveries confirmed before cut-off went from 52% to 90%.
Same team. Same systems. Different operator.
Why we chose ElevenLabs
Building a production voice stack from scratch would have meant 8–12 weeks of infrastructure work: streaming pipelines, interruption handling, speech lifecycle management. That's engineering time spent on plumbing instead of on the things that differentiate Duvo - orchestration, governance, and enterprise logic.
We integrated ElevenLabs' conversational AI platform and went from first API call to production voice agents in one week. The voice layer handles real-time turn-taking without awkward pauses, adapts to different enterprise contexts, and embeds directly into our workflow orchestration.
"The first time a customer talked through their workflow and saw a structured process map come back in minutes, the room went quiet. That's when we knew voice wasn't a feature - it was the interface." - Tomáš Čupr, CEO, Duvo
What this means for operations
Most enterprise work still runs on phone calls, emails, and manual follow-ups that span multiple systems and teams. That work has never been mapped, let alone automated.
Voice changes both sides of that equation. It's how Duvo captures the real process. And it's how Duvo executes the work that used to require a person on a phone.
The operations your team runs today - the supplier calls, the delivery confirmations, the exception follow-ups - Duvo runs them end to end. Fewer exceptions every run.