Laburen.com, a finalist in Argentina: task-executing agents are now reaching the region's SMEs

By El Ecosistema Startup · October 17, 2026.

Laburen.com, a startup founded in 2023 by Córdoba native Sebastián Rinaldi, is one of four entries from Córdoba in the national final of the Concurso Emprendimiento Argentino 2026. The final will be held in the second half of November in the City of Buenos Aires. According to the outlet, 972 projects were submitted nationwide, 69 of them from Córdoba.

Laburen builds AI agents that let companies automate tasks without replacing the systems they already use. According to the source, its agents can handle a booking, prepare a quote, check inventory availability or follow up on a sale. They also coordinate internal procedures and administrative tasks.

The key is integration. Instead of requiring a migration, the agents connect to the company's existing ERP (its business management software), CRM (customer management) and billing systems. Deployment has four stages: identifying tasks that can be automated, designing the solution, integrating it with existing systems and launching the agents. The company combines its own platform with a team of specialists who support each client.

The article places the case within a broader trend. It cites Forgepoint, a New York startup building agents for administrative tasks in manufacturing, which according to Forbes Argentina raised a $9.8 million seed round and says its clients have cut the time needed to prepare quotes by more than 55%. It also mentions Buenos Aires-based Primo, which according to Clarín autonomously carries out more than 70% of the tasks in a critical insurance workflow, with human oversight of the rest. These figures come from the companies themselves and have not been independently verified. Likewise, the article provides no data on Laburen's revenue, clients or results: being a finalist in a competition reflects a jury's assessment, not commercial traction.

Our take: what matters is not the award but the pattern. A public-private jury has backed a proposal whose differentiator is not the AI model but the diagnosis of the process and integration with what already exists. That thesis fits what we have been arguing: the model is getting cheaper and becoming interchangeable, and value is shifting to the orchestration layer and to whoever knows the client's business well. That is good news for ecosystems outside Silicon Valley, where you don't need to compete on capital to compete on the problem you solve.

The "product plus support" model is also an honest admission that technology is no longer the bottleneck. Rinaldi sums it up by saying what's needed is "a team that understands each business's problems and knows how to solve them." For SMEs, which rarely have an in-house automation team, this opens a realistic path to adoption.

There is a short-term shadow. The agents are aimed precisely at administrative and back-office tasks, which are generally the most exposed to automation. Every hour freed up at an SME could, in another context, mean one less job. And when an agent acts rather than merely suggests, the professional question is who verifies the result and with what evidence: the Primo case mentions human oversight of the remaining tasks, and that detail matters as much as the autonomy percentage.

In the long run, the outlook remains constructive. If agents absorb the bureaucracy that eats up small businesses' time, the scarcest resource, working hours, is freed for what requires judgment, relationships and creativity. The transition will require reskilling those who do that administrative work today, but the horizon is one of abundance in which people devote themselves to what they are truly passionate about. A case from Córdoba is a small piece of that shift, and that is precisely why it is worth watching.