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# Malaysian supplier VCI Global announces pay-per-use access to multiple AI models
- URL: https://www.southeastasiaconnect.com/vci-global-vgain-compute-ai-model-access/
- Published: 2026-10-07T01:03:02.000Z
- Updated: 2026-10-07T02:12:38.000Z
- Description: The company says its VGAIN Compute service lets customers buy usage across GPT, Kimi, Llama and Qwen, extending V Gallant’s AI services business.
- Author: Lars Voedisch
- Tags: News, #google-news, Malaysia, Technology

Malaysian technology company [VCI Global](https://v-capital.co/?ref=southeastasiaconnect.com) says its subsidiary V Gallant has opened a pay-per-use route to several AI model families through VGAIN Compute. The 6 October announcement adds a customer-facing service to a business that also develops AI computing infrastructure.

According to the company, customers purchase AI tokens through the platform to access supported large language models. The release names OpenAI GPT models associated with ChatGPT, Kimi, Meta Llama and Qwen. It describes one access layer for uses including coding, content generation, research and business workflow automation.

The commercial change is a channel for selling model usage directly to customers. Rather than describing only the equipment needed to run AI workloads, VCI Global is presenting a service through which developers and businesses can consume model outputs. The company calls this a commercial layer that can complement its broader infrastructure investments.

## A services channel alongside infrastructure

VCI Global group chief executive and executive chairman Victor Hoo said the live platform gave the company a foundation for developing the services side of its AI strategy. Its intended users include businesses exploring AI agents that perform tasks and coordinate workflows, alongside customers using models for individual coding or content requests.

Those uses draw on inference, the computing process through which a model produces a response. VCI Global’s stated strategy is to connect that demand with its computing business, using a usage-based platform as the customer-facing point of access.

The announced model range describes families rather than exact versions. V Gallant expects to evaluate a larger catalogue and additional enterprise capabilities as the service develops. Those additions remain future work, while further computing investment is to be guided by demand, hardware availability and project economics.

SEA Connect could not establish the exact public access URL for VGAIN Compute from the company’s websites. V Gallant’s related Cloud and Enterprise pages do not verify access to this newly announced service. The launch therefore remains company-reported; readers should not treat those separate products as the Compute platform.

**Source:** [VCI Global’s 6 October 2026 release distributed by GlobeNewswire](https://www.globenewswire.com/news-release/2026/10/06/3375960/0/en/vci-global-launches-vgain-compute-ai-token-platform-expanding-into-ai-infrastructure-and-llm-services.html?ref=southeastasiaconnect.com).