Evaluation RuleDecision layer

Text to Video Rule: Price the Model Stack, Not the Render

Before committing a client retainer to a text-to-video workflow, do we know what each finished clip actually costs once model choice, resolution, and re-render count are priced in? Cost every text-to-video workflow per approved second of finished footage, including failed renders and model swaps, before quoting a client a per-clip rate.

By InnovaAI ResearchPublished

“Before committing a client retainer to a text-to-video workflow, do we know what each finished clip actually costs once model choice, resolution, and re-render count are priced in?”

Cost every text-to-video workflow per approved second of finished footage, including failed renders and model swaps, before quoting a client a per-clip rate.

Common Mistake

Teams quote clients from the sticker price of one render and discover the real cost after re-renders, upscaling to 2K, and audio passes, then absorb the gap on a fixed-fee retainer instead of pricing the iteration loop into the scope.

Why This Works

Token and inference consumption is now a direct margin variable: Forrester's tokenomics analysis warns that agentic workflows billed by consumption can destroy margin when they are not audited at the design stage, and prompt-level optimization can cut per-task cost by half or more. Text-to-video compounds that exposure because a 15-second clip may take several renders to land, and multi-model workspaces such as Froging let a team switch between Kling, Veo, MiniMax, Wan, and Seedance mid-project, so the same brief can carry wildly different unit costs. Vendor concentration adds a second line item: platform churn and pricing control by a handful of infrastructure owners mean any single-model dependency is also a repricing risk for agency delivery.

Apply When
  • •A client asks for a fixed per-clip or per-deliverable price on AI-generated video
  • •The proposed workflow routes through an aggregator that bills across several underlying models
  • •Deliverables require 2K output, native audio, or lip-sync rather than silent 5-second drafts
  • •The agency plans to run dozens of ad variants per month for A/B testing
  • •A single vendor currently supplies the whole render pipeline with no tested fallback
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