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Marian Călborean at Profit Live: "AI success in B2B sales starts with data unification and strict compliance with commercial rules"

Marian Călborean at Profit Live: "AI success in B2B sales starts with data unification and strict compliance with commercial rules"
26.06.2026
Updated on 26.06.2026

Marian Călborean, Managing Partner OPTI Software, was recently present in the Profit News TV studio, as part of the Profit Live show, to discuss the impact of AI on the economy, the transformation of the labor market and the transition from technological "hype" to secure business solutions.

In a market where the speed of e-commerce has become a standard, traditional systems in distribution, production or pharma often run into the limitations of classic ERP systems.

"We have a case in pharma where a doctor asks for a 'yellow syringe', but in the ERP system it appears under a complex code, like 'PX747'. A new agent can spend dozens of minutes searching for the right products through catalogs with tens of thousands of items. This is where AI is ideal: it synthesizes, searches as simply as Google and makes instant associations"
dr. Marian Călborean, Managing Partner OPTI Software
dr. Marian Călborean - OPTI Software

From research to validated innovation: The ANIS Award

The methodology proposed by OPTI is based on market research and international whitepapers, an effort validated in May 2026 by winning the "Research Project of the Year" award at the ANIS Gala (Romanian Software and Services Industry Employers Association). See details


AI must not invent discounts

One of the topics of the show referred to how companies successfully adopt new technologies. OPTI Software differentiates itself on the market through a pragmatic approach:

  • Data unification: Romania suffers from data fragmentation (ERP, CRM, WhatsApp, Excel). Successful AI projects begin by bringing this data into an ordered intermediary layer of the Knowledge Graph type.
  • No commercial hallucinations: AI does not need to invent offers, but acts strictly based on the discount policies and approval hierarchies predefined by the company. The hybrid architecture protects the company's data.

The future belongs to AI agents and data architects

Marian emphasized that technology does not replace people, but forces the evolution of their competencies. While repetitive junior tasks will be taken over by machines, the need for software architects, data engineers and cybersecurity specialists will grow at the same pace.

Moreover, in the very near future, we will witness the adoption of multi-agent AI systems. There will be dozens or hundreds of AI processes communicating with each other to manage complete operations, perhaps even fully autonomous online stores in less than 12 months.

Watch the full show on Profit TV:

https://www.primaplay.ro/play/VucFgAO57hC

Want to find out how the OPTI Software team can help you Contact us now for a discussion!

Quick Questions

How does OPTI solve fragmented company data?

OPTI proposes unifying data from ERP, CRM, WhatsApp and Excel into an ordered intermediary layer of the Knowledge Graph type.

What award did OPTI Software win in May 2026?

OPTI won the Research Project of the Year award at the ANIS Gala.

Can AI invent unauthorized discounts?

No. AI needs to act strictly based on predefined discount policies and approval hierarchies, without commercial hallucinations.

What is multi-agent AI?

Multi-agent AI represents dozens or hundreds of AI processes communicating with each other to manage complete autonomous operations.

How does AI help in pharmaceutical product search?

AI synthesizes and searches for products as simply as Google, making instant associations between colloquial names and ERP codes.

What technologies and methodologies are involved?

Technologies: OPTI Software, ERP, CRM, WhatsApp, Excel, Knowledge Graph, multi-agent AI, Profit News TV
Methodologies: data unification, hybrid architecture, Knowledge Graph, discount policies, approval hierarchies

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