The last decade of enterprise software was a filing cabinet with a workflow bolted on. Humans authored; systems tracked. In pharma, medtech, energy, and the public sector, that model consumed tens of thousands of human hours per plant, per study, per procurement - and produced paper whose only purpose was to prove the work had been done.
The next decade belongs to the opposite shape. Agents that author, execute, and defend the work - and a system of record that emerges as a byproduct. The human job compresses to judgment, exception, and signature. The organisation does not shrink; its throughput multiplies, and the slowest lane - regulatory assurance - becomes the fastest.
Qualitum is the private agentic platform built for that compression, inside the only environments where it matters most: the ones where getting it wrong costs lives, licences, or billions.
Ljubljana, 2026
The numbers that earn the thesis.
Reduction in validation authoring time across live IQ/OQ/PQ protocols in design-partner accounts.
Kickoff to the first agent running inside a customer's GxP environment under full audit.
Faster supplier pre-qualification versus incumbent source-to-pay tooling.
A global top-10 pharmaceutical manufacturer. GenAI validation and comparison tooling in production.
Single-tenant by design. Customer VPC. EU, US, or UAE residency. Zero vendor data retention.
Software-native economics preserved by routing inference to customer-owned model endpoints.
Prior founder exits. Payments scaled to $1.2B in volume. Fractional CISO operator background.
Engineered in: GAMP 5, 21 CFR Part 11, EU AI Act, GDPR, Directive 2014/24/EU, ISO 27001.
Three systems. One operating layer.
Qualitum is not a single product. It is a coherent agentic layer underneath the systems of record regulated enterprises already run - priced as software, deployed as infrastructure, sold as a quarter-over-quarter reduction in human rework.
Validate·AI
Agentic CQV: IQ, OQ, PQ, CSV. Protocols authored from URS and P&ID, traceability matrices continuously maintained, deviations triaged, inspection-ready evidence packs produced. Aligned to GAMP 5, Annex 11, and 21 CFR Part 11.
Source·AI
Intake to PO. Agents draft specifications, shortlist qualified suppliers, run compliant RFQs, and negotiate within policy envelope. Source-to-contract cycle collapsed 4× versus legacy S2P incumbents.
Tender·AI
A digital Dynamic Purchasing System compliant with EU Directive 2014/24/EU. Continuous admission review, mini-competition orchestration, MEAT evaluation, and the defensible audit trail supervisory bodies require.
The forcing functions are already on the calendar
Regulation is the distribution channel. Each window below compresses enterprise timelines and forces committee-level decisions that legacy digital-validation platforms were not architected to answer.
A market paid in human-hours saved
The total addressable opportunity is not a software line item. It is the fraction of the GxP, procurement, and public-tender labour budget that agents can lawfully absorb inside a private perimeter.
Incumbent digital validation vendors collectively produce roughly $3B in annual revenue against a human-labour footprint an order of magnitude larger. The delta - the work itself, not the filing cabinet around it - is what becomes addressable once agents are trusted to author and defend.
Qualitum's serviceable obtainable market is the intersection of three conditions: regulated, data-sensitive, and inspection-ready. That intersection is where our architecture is a requirement, not a preference.
Human-labour baseline · Internal benchmarking across design-partner engagements, 2024-2026.
Four structural advantages
Most agentic AI companies are horizontal and permissive. That is a wide target, not a moat. Qualitum's advantages accrue from the constraints - security envelope, regulatory posture, and operator distribution - that horizontal incumbents cannot retrofit.
Private by construction
Single-tenant VPC. Customer-owned models. Zero vendor retention. The deployment shape an InfoSec team signs without exception - which horizontal agentic platforms cannot reproduce without rebuilding.
GxP-native evidence
Every agent action logged with attributable signatures, immutable timestamps, and tamper-evident chains. Audit-ready is the default output, not a retrofit - a compounding advantage as inspections land.
Operator wedge
Forward-deployed engineering is the go-to-market. First agent lives inside the customer perimeter in 8-12 weeks, co-built with our engineers. Trust is installed, not pitched.
SOP-grounded, not user-generic
Agents are grounded in the customer's SOPs, URS libraries, and deviation history - producing outputs their auditor recognises. Each deployment deepens the template library without crossing data boundaries.
Built by operators, not observers
Qualitum is the fourth company and second category Matt Baškovč has built. The constraint set of this one - regulated, private-tenant, operator-led - is the constraint set the team is cut for.
The sovereign-AI practitioner.
Two prior exits. A fractional-CISO background spanning PCI DSS, NIS2, DORA, GDPR, and ISO 27001. Payments infrastructure scaled to $1.2B in transaction volume. Active operator across Benchmarked Group's forward-deployed engineering practice - the delivery arm that installs Qualitum inside customers.
The company is staffed from the same operator network: zerodays as engineering partner; OT/IoT specialists from adjacent portfolio work; regulatory counsel embedded across EU, US, and UAE. The team does the work, then builds the system that does the work.
Questions we are asked most often
A short list, maintained as the cap table expands. Full detail is available under NDA to qualified diligence participants.
Is Qualitum currently raising?
What is the commercial model?
How is this defensible against frontier-model incumbents?
Why Ljubljana?
What is the data-and-IP posture with customers?
Who is on the cap table today?
This page is an informational overview prepared by Qualitum. It is not an offer to sell, nor a solicitation of an offer to buy, any securities. Forward-looking statements reflect current views and are subject to change. Full diligence materials are provided under NDA.