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Tom's newsletter · Feb 23, 2026

Software That Actually Works

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Tomas Cupr · Tom's newsletter

For 30 years, software has mostly been a place where work gets written down.

The real work still happened in the messy middle:
copying data between tools, chasing people, updating spreadsheets, logging into portals, following up again.

Copilots were the first wave of AI at work. They help you think and write faster.

But the bigger shift is starting now:

AI that finishes the work.

Today, we’re opening Duvo to everyone.

No waitlist. No sales call.
Go to duvo.ai, describe what needs to happen, and Duvo executes it end‑to‑end across your tools: email, spreadsheets, CRMs, portals… even systems with no API.

You can schedule it or trigger via API, and it runs in the cloud - so work keeps moving even when your computer is off.

This isn’t “more automation”. It’s a new way of operating:

  • You describe the outcome.

  • Duvo runs the steps across systems.

  • It asks before doing anything sensitive.

  • It keeps a clear history of what it did.

And when the fastest path is a real conversation, Duvo can even make outbound calls as part of the workflow.

We built Duvo with enterprise teams first, because if AI is going to do real work, it has to be safe by default.

But this shift is too important to keep behind the walls of massive companies.

SMBs deserve the same leverage.
Enterprise teams who live in spreadsheets deserve the same relief.
Solopreneurs deserve a way to scale without hiring an army.

We get this question a lot. Here’s the plain-English difference.

Duvo vs copilots
Copilots help inside one app (write a doc, summarize an email, draft a reply).
Duvo is built to complete multi‑step work across many tools - and come back with “done”.

Duvo vs agent builders/workflow platforms
Many tools are powerful, but you pay a “builder tax”: setup, connectors, flows, maintenance.
Duvo is designed so non‑technical teams can start out of the box.

Duvo vs Claude Cowork

Cowork is a big step forward - it brings agent-style execution into Claude Desktop, with access to files on your computer.
Duvo is that + it is built for running business workflows across company systems, in the cloud, on a schedule - with controls teams need.

There’s a hidden barrier with a lot of “AI automation” products: you’re asked to bring your own model key and manage usage.

With Duvo, you don’t need an OpenAI or Anthropic API key. And you don’t get surprised by token bills while you’re still figuring out if it’s useful.

Just try it.

The video is attached.
Free trial → duvo.ai

Read the original on tomascupr.substack.com

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