Built past the demo

Previews should feel instant wherever your team sits. RUHGEN schedules work on clusters close to the request so round-trip time stays predictable—not just fast on average, but fast when it counts in review sessions.

• Regional routing picks the nearest healthy GPU pool based on load and queue depth.
• Warm pools keep common model weights ready so first-frame latency doesn’t spike cold starts.
• You see estimated time-to-first-pixel in the dashboard before you commit credits.
• Failover moves a job to the next region if a cluster degrades—without losing your prompt state.

A single beauty pass isn’t always enough for comp. When you enable multi-pass, RUHGEN can emit separate layers your NLE or compositor expects—so color, relighting, and roto stay in your usual toolchain.

• Optional beauty, depth, and normal passes where the model supports disentangled outputs.
• Matte-friendly alphas for subjects on complex backgrounds when you enable segmentation.
• Consistent naming and folder layout for batch exports into After Effects, Nuke, or Resolve.
• Metadata sidecars (resolution, color space, frame range) travel with the files.

Client work needs boundaries. Team policies let admins steer what can be generated, how outputs are labeled, and when watermarks apply—so review copies don’t leak unfinished frames.

• Role-based access: operators vs. viewers; API keys scoped to environments.
• Prompt allowlists / blocklists for brand-sensitive productions.
• Export watermarks and expiry links for external review without raw masters.
• Audit-friendly logs: who ran what, when, and from which workspace.

Launches and finales don’t follow a flat curve. Burst capacity raises concurrent job limits for a window you define, with queue depth visible so producers can plan around the spike.

• Temporary concurrency boosts with start/end times—no ticket to “ops.”
• Live queue depth and ETA per job class in the dashboard.
• Soft caps notify you before hard stops so you can trim batch size or extend the window.
• Usage reports after the burst for billing reconciliation and retrospectives.