cnvrg.io

What MLOps is, and why it is needed at all

Building a machine learning model is a research project, but running it in an organization is a completely different engineering problem: how to reproduce an experiment done half a year ago, how to record which data produced which results, and how to replace a model in production without shutting down a service that depends on it. The field that deals with this gap is called MLOps, and it was still fairly young when cnvrg.io entered it. Several Israeli companies grew out of this opportunity at the same time.

The Jerusalem platform and its modest funding

cnvrg.io was a Jerusalem startup that built a single service for the full life cycle of a machine learning project (building, training, tracking, deployment and improvement), instead of teams linking together a chain of separate tools for each stage themselves. Before its acquisition the company raised only about $8 million, a fairly modest amount for the field, which made the investors' return on the acquisition especially high relative to the size of the investment.

What Calcalist reported, and what remains an estimate

In November 2020 Calcalist reported that Intel had acquired the company, for about $60 million according to an estimate by a source who spoke to the paper. Intel itself never published an official announcement with an exact amount or date for the deal. The financial details are still based only on the press report, not on any document Intel issued to state them.

What Intel itself confirmed, and how the product ended

What Intel did publish itself, on its official product page, is the fact that it owned the company: the page described cnvrg.io as "an Intel company" and presented it as its flagship MLOps service, under the Metacloud brand, with integration with Intel Developer Cloud and with Intel Xeon processors for AI workloads. This is direct evidence of ownership from the owner itself, unlike the exact amount and date of the acquisition, which are still based only on Calcalist. Intel also announced the end of the product itself: in an official end-of-life (EOL) notice, it said it was discontinuing Intel Tiber AI Studio, the name under which cnvrg.io was marketed at the end, as part of its cost-cutting measures. Customer licenses expired on 31 August 2025. The old product page is still accessible, but it is a marketing leftover, not evidence of an active product.

Four Israeli MLOps companies bought within five years

cnvrg.io is one of several Israeli MLOps companies bought by multinational corporations within five years, along with Iguazio, Run:AI and Qwak. This concentration is no accident: Israel's tech industry, which had specialized for years in computing and storage infrastructure, found itself especially well prepared for the stage between research and production in the world of models. It shows that a large part of the value in artificial intelligence is spread across infrastructure layers that most users don't know exist.