AI pre-visualization
for Indian cinema.
Screenplay to full-length rough cut. Multi-character consistency. Telugu TTS. Multi-provider video routing. Built as research lab + production engagement model.
“Will this screenplay actually work as a film?”
Answered for ₹3-15 Lakhs instead of ₹5-50 Crore in production risk. Tollywood ships 250-300 films a year. Most are low-to-mid budget (₹50L-5Cr) where production risk is existential. Story validation before committing is the wedge.
Studios is positioned as India's AI cinema research lab — operating productions while publishing breakthrough techniques. Output targets: 5-7 published papers over 12 months (arXiv → ACM MM / SIGGRAPH Asia / CVPR), 1-2 tier-1 Tollywood production deployments, OTT commissioning conversations.
What the engine does.
Multi-Character Pre-Viz
Consistent character rendering across a full-length rough cut. Up to 3 characters per shot with @tag prompt binding.
Multi-Provider Routing
Runway Gen-4.5, Veo 3.1, Wan 2.2 self-hosted. Cheapest-per-quality routing across shot intent (dialogue, volume, establishing).
Indian-Language TTS
Sarvam Bulbul v3 for hero dialogue — the Indian-language TTS that beats ElevenLabs on naturalness. AI4Bharat IndicF5 self-hosted for bulk.
Screenplay → Rough Cut
5-agent LangGraph pipeline. Screenplay parse → shot planning → generation → audio → QA. End-to-end from pages to MP4.
Papers published + forthcoming.
We publish negative findings alongside positive ones. Ablation rigor applied to AI cinema.
Benchmarking AI Video Models for Feature-Length Pre-Viz
In draft · arXiv target Q2 2026Target: ACM MM 2026 / SIGGRAPH Asia 2026
Multi-provider benchmark of Runway, Veo, Wan, LTX, Seedance on character consistency, motion quality, prompt adherence, and cost-per-second. Published negative findings included.
Character Consistency in Long-Form AI Video (Paper 2)
Draft later 2026Target: arXiv → CVPR 2027 workshop
Asset-first strategy, cascading generation, reference-image best practices for multi-character feature-length output.
Telugu AI Cinema: TTS and Cultural Adaptation (Paper 5)
PlannedTarget: arXiv → IEEE TMM
Multi-provider Indian-language TTS comparison + cultural adaptation patterns for Telugu cinema pre-viz.
See all Koovis AI research at /papers.
For Telugu producers, OTT commissioners, research collaborators.
Early-engagement pricing: ₹3-15 Lakhs per pre-viz. Productized tiers coming later in 2026. We're selecting 1-2 tier-1 Tollywood engagements for 2026.
Common questions.
Can I commission a pre-viz for my film?+
What language is the pre-viz in?+
What does this cost?+
What do you publish?+
Is this the same engine as Koovis Pulse?+
koovis-ai-media engine (5-agent LangGraph + Sarvam TTS + Runway/Veo gateway). Pulse applies it to D2C UGC ads (short-form, high-volume). Studios applies it to cinema pre-viz (long-form, character-heavy). Same pipeline, orthogonal buyers.