AI Production

AI content machines.
Built for volume.

Four types of AI production infrastructure. Video, image, film, and character systems — each built around the specific output it produces, the model best suited to it, and the automation layer that removes human bottlenecks.

80%+Production time reclaimed for a working AI creator, in daily use
10+Frontier models in production
4Content machine types
100%Automated brief to CDN
01

Video Generation

Narrative video, b-roll, lip-sync, and product loops. Multi-model routing across Seedance 2.0, Kling 3.0, and Grok — matched to output type and quality target.

Seedance 2.0Kling 3.0Grok
8s
Typical shot duration
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02

Image Generation

Photoreal characters, editorial illustration, product imagery, and typography. Per-task routing across Flux Kontext, Nano Banana Pro, Seedream, and Recraft V4.

Flux KontextNano BananaSeedreamRecraft V4
$0.03
Per image (Seedream 2K)
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03

Film Production

Full cinematic pipeline from character brief to delivered shot sequence. 180° rule, OTS blocking, consistency across frames. Nine-phase production recipe, brief to CDN.

9-phase pipelineShot blockingConsistency
9
Production phases
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04

Character Creation

End-to-end character development. Concept brief → character sheet with turnarounds → dual-reference injection → multi-model generation → QC → delivery. Consistent identity at scale.

Character sheetsDual-referenceSAME anchor
Sheets
Multi-angle turnarounds
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Multi-model routing

The right model for each task. Not one model for everything.

No single AI model wins every task category. Routing decisions — which model handles which job — are the biggest lever on quality and cost in any production pipeline.

Every pipeline I build has an explicit routing layer: model selection, fallback logic, quality thresholds, and cost targets per output type. That's the work the models don't tell you about.

ByteDance

Direct API partnership for Seedance narrative video generation — one of several frontier engines routed into every pipeline, with new models added as they ship, not batched in on a yearly refresh.

Pick a task

Routed to

  • Flux Kontext + Nano Banana Pro
  • Seedream 4.x
  • Seedance 2.0 (ByteDance direct)
  • Kling 3.0 Omni
  • Recraft V4
  • Sheet + turnaround reference
Flux Kontext editorial character portrait

Photoreal character

Flux Kontext + Nano Banana Pro

Color precision + multi-char support

Sample: Flux Kontext editorial character portrait

Need a production pipeline?

Tell me the brief — what you need to produce, at what volume, with what quality bar. I'll tell you how I'd build it.

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