Capvise Labs has a broad research and engineering mandate across reasoning, multimodal intelligence, autonomous systems, safety and evaluation. Marka is narrower by design.

Marka focuses on operational work for AI teams: training-data annotation, model-output review, AI-agent evaluation and recurring data operations. Its methods are directly connected to the lab's interest in reliability, trajectory-level evaluation and observable evidence.

Marka therefore appears as a product built within Capvise Labs, not as a separate Capvise Group venture. The lab carries the institutional research mandate; Marka carries a specific commercial product mandate.

That hierarchy makes the portfolio easier to understand and gives Marka credible technical context without pretending that research and service delivery are the same thing.

A product can borrow institutional context without borrowing claims it has not yet earned.