Avataar launches Varya, India's low-cost video model

According to News9 and Outlook Business, Avataar launched Varya, a 14-billion-parameter video generation model, at a press event in New Delhi on June 12, 2026, attended by S Krishnan, Secretary of the Ministry of Electronics and Information Technology. Krishnan called it "the kind of research-led capability building that we seek to enable," while Avataar CEO and co-founder Sravanth Aluru said "affordability is not a feature, it is a prerequisite" for a market of 1.4 billion people. Avataar built Varya with support from the IndiaAI Mission, including access to subsidized national compute. The company's internal benchmarks show Varya generating video at about Rs 0.48 per second, which Outlook Business and News9 both describe as up to 10 times more cost-efficient than several leading global video models; other outlets have cited larger multiples for specific comparisons (Inc42 reported roughly 27 times cheaper than Alibaba's Wan 2.2 using a rounded Rs 0.50-per-second figure). Avataar says it will publish a full technical report on the model's architecture, distillation method, and benchmarks.

Model distillation compresses a larger "teacher" model's behavior into a smaller, faster "student" model. Avataar and multiple outlets describe Varya's version of this as reducing video generation from 50 inference steps to 4. If the reported speed and cost figures hold up under independent testing, that is a meaningful compute reduction, though no outlet has yet published independent benchmarks of Varya's output quality, temporal consistency, or how it compares on standard video-generation evaluation sets. Moolpost additionally reports Varya was trained on roughly 40,000 India-specific cultural datasets and uses techniques including classifier-free guidance and distribution-matching distillation, and that model weights have been published to the public AI Kosh portal; these more specific technical claims come from a single lower-tier outlet and have not been independently corroborated.

Worth tracking: Avataar's promised technical report and whether it includes reproducible benchmarks; independent third-party evaluation of Varya's visual fidelity and temporal coherence against Veo, Wan 2.2, and other rivals; and adoption signals from the education, MSME, and public-communication use cases the company is targeting. Because the cost and quality claims currently rest on the company's own figures as relayed by Indian trade press, practitioners should treat the per-second pricing as a vendor claim until benchmarked independently.