Oakley Buys Majority Stake in Graphwise as It Plans Expansion and Acquisitions

Oakley Capital has taken a majority stake in Graphwise, a company building graph-database and semantic technology for enterprise AI. The deal keeps Graphwise’s founders and management in charge, while setting a clear next agenda: strengthen sales and go-to-market operations, expand internationally and pursue strategic acquisitions. Financial terms were not disclosed.

Oakley made the investment through Oakley Capital Fund VI. It bought its position from a consortium led by Integral Capital Group that included PortfoLion Capital Partners, Carpathian Partners and the European Bank for Reconstruction and Development. The transaction changes control of a business formed only in 2024, when Ontotext merged with Semantic Web Company.

New ownership, familiar operators

The continuity is notable for a control transaction. Graphwise’s founders and management team are set to remain in charge after closing, while Oakley plans to work with President and co-founder Atanas Kiryakov on commercial capabilities and go-to-market strategy. The stated growth plan combines selling more broadly in international markets with selective acquisitions.

That puts execution ahead of a product reset. Oakley and Graphwise describe the semantic-technology market as fragmented, creating an opportunity to extend the company’s technology and commercial footprint through acquisitions. Which targets, markets or timeline the companies have in mind has not been announced.

A data layer for enterprise AI

Graphwise develops GraphDB, an open-source graph database intended to connect structured business records with contextual and unstructured information for AI applications. The company’s premise is that a knowledge graph can give software a map of how enterprise facts, documents and concepts relate, rather than leaving an AI model to work from disconnected data alone.

Graphwise says its GraphRAG approach retrieves specific contextual information for a model, instead of submitting large volumes of unstructured material. It says customers have reported lower token consumption and better answer accuracy. Those are claimed customer outcomes, not independently disclosed benchmarks, and the announcement provides no figures for the improvement.

The next test is commercial scale

The acquisition gives Graphwise a new majority owner without displacing the team that built the company. Its value will be measured less by the deal’s undisclosed price than by whether the company can convert its reported customer base and growth into broader international distribution—and whether any acquisitions add useful capabilities rather than simply expand its footprint.