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.
Video Generation
Narrative video, b-roll, lip-sync, and product loops. Multi-model routing across Seedance 2.0, Kling 3.0, and Veo 3.1 — matched to output type and quality target.
Image Generation
Photoreal characters, editorial illustration, product imagery, and typography. Per-task routing across Flux Kontext, Nano Banana Pro, Seedream, and Recraft V4.
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.
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.
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.
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.
Photoreal character
Color precision + multi-char support
Flux Kontext + Nano Banana Pro
Cinematic illustration
Highest detail, cheapest per asset at 2K
Seedream 4.x
Narrative video (dialogue)
Multi-shot syntax + dialogue confirmed
Seedance 2.0 (ByteDance direct)
Talking head / lip-sync
Best-in-class lip sync + motion control
Kling 3.0 Omni
Vector + illustration + icons
Only model that does true vector output
Recraft V4
Character consistency
Multi-angle sheet used directly, no training step
Sheet + turnaround reference
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.