Viral AI video recipes: cinematic motion without prompt engineering.

A generative video SaaS that democratizes cinematic AI motion using pre-tuned style recipes, serverless GPU pipelines, and real-time generation polling.

Generative AI video inference & ledger pipeline

01Recipe Selection

02Credit Reservation

03Cloud GPU Inference

04Webhook Verification

05High-Def Video Delivery

< 45 sec

Generation Turnaround

$0.12 avg

Cost Per Clip

96.4%

Recipe Completion

Operational transformation

From manual friction to an automated system.

Before: Manual Bottleneck

Marketers spent hours experimenting with complex parameters and discarded 8 out of 10 failed video generations.

After: Puna System

Curated 1-click video recipes with pre-tested motion parameters and atomic credit accounting that generate publication-ready clips instantly.

The challenge

A fragmented experience was becoming an operating constraint.

Advanced diffusion video models generate stunning motion, but everyday marketers and creators are blocked by technical prompts, aspect ratio failures, and unpredictably high cloud GPU costs.

The solution

One architecture with clear ownership at every layer.

We engineered an intuitive Next.js application with Supabase Row Level Security, transactional Stripe credit purchases, and asynchronous Replicate webhook pipelines with optimistic client polling.

Verified impact

What changed after delivery.

Real outcomes delivered for operational teams and end users.

Studio-quality cinematic AI clips rendered in under 60 seconds
Zero prompt engineering or GPU setup required by end users
Atomic credit ledger guarantees 100% billing and usage fidelity

Technology in context

Tools chosen for the workflow—not for a logo wall.

01Recipe Selection

02Credit Reservation

03Cloud GPU Inference

04Webhook Verification

05High-Def Video Delivery

Your operation will be different

The useful pattern is a system shaped around the constraint.

Get the free audit Open live demo