AI Motion

DETERMINISTIC AI VIDEO PIPELINES.
SAME INPUT, SAME OUTPUT.

Automated video pipelines, generative motion graphics, AI imagery, 3D product visualization, brand-enforced composition — production-grade creative without the production team.

0K+
LOC in pipeline
0
AI providers
0
brand profiles
0
CLI commands
What I Build

Visual Production Infrastructure You Own

Six capabilities, arranged by where they sit in the pipeline. Input feeds processing; processing feeds output.

INPUT

AI Video Pipelines

Job → storyboard → assets → render → QA

Generative Image Pipelines

Multi-provider, brand-enforced, cached

PROCESSING

Motion Graphics Systems

KPI clips, data viz, templated social

Brand Profile Enforcement

Colors, fonts, tone — at code level

OUTPUT

Multi-Provider Orchestration

Gemini, Veo, Seedance, ElevenLabs, Flux

Cost Control & API Gating

Dry-run → estimate → approve → generate

Pipeline

How the Pipeline Works

npx video-pipeline generate --job=jewelry-ring-luxury-30s
01

Job Definition

Specify what you want: product reel, KPI clip, social asset. Parameters, not prompts.

Product: Jewelry Ring · Duration: 30s · Format: 1080x1920 · Brand: Luxury

02

Creative Direction

AI generates brief from brand profile + job parameters. Style governed by brand rules.

"Elegant close-ups, slow rotation, gold accent lighting, classical track, 'Timeless Craftsmanship' tagline"

03

Storyboard

Scene-by-scene breakdown with timing, transitions, text overlays, asset requirements.

S1 (0–5s) Hero on velvet · S2 (5–15s) 360° rotation · S3 (15–25s) Macro details · S4 (25–30s) Logo + tagline

04

Asset Generation

Multi-provider AI generates images, video clips, voiceover, music. SHA256 content-addressed cache.

Generated: 12 images · 4 video clips · 1 VO · 1 music bed │ Cached: 8/12 images (prior renders)

05

Assembly & QA

Remotion compositions assemble assets. Deterministic render, automated QA, brand colour audit.

Render: JewelryShowcase.tsx · 4m 23s @ 1080x1920 · brand colours ✓ · MP4 H.264

Case Evidence

Systems in Production

AI MotionInfrastructure

Deterministic Video Pipeline

Multi-stage pipeline: job → direction → storyboard → assets → assembly → render → QA. SHA256 content-addressed caching, paid API gating, Remotion compositions.

// jobs/jewelry-ring.ts
const job = defineJob({
product: "ring", duration: 30,
brand: "luxury", format: "1080x1920"
});
Codebase120K+ LOC
CLI commands12
Brand profiles4 active
AI providers5 integrated
AI MotionBrand

Multi-Brand Production System

4 distinct visual identities running from a single pipeline. New brand is a configuration file, not a code rewrite.

4 brand profiles
Retail
Fintech
Luxury
SaaS
Composition types
ProductReel
KpiClip
Demo
Jewelry
AI MotionR&D

3D Product Visualization R&D

Image-to-3D pipeline: 10+ models benchmarked with quantitative metrics. Production-ready for simple products, experimental for complex scenes.

Model quality (benchmark)
TripoSR
92
InstantMesh
87
Wonder3D
81
Zero123++
74
Shap-E
58
Models evaluated10+
StatusResearch phase
Brand Enforcement

Brand Profiles Enforced as Code

Colours, fonts, tone, duration limits, banned terms — enforced at the code level per brand. Two profiles, side by side.

Retail

Affordable. Accessible. Everyday.
Palette
#0066CC
#FFFFFF
#E5E7EB
FontsInter · Space Grotesk
Duration15–30s
ToneBright, direct, urgent
Bannednone

Luxury

Timeless Craftsmanship. Heritage.
Palette
#D4AF37
#000000
#8B0000
FontsPlayfair Display · Cinzel
Duration30–60s
ToneSlow, elegant, restrained
Bannedaffordable · budget · discount
Capabilities

Pipeline Specifications

0K+

Lines of code

Production pipeline codebase

0

Active brand profiles

Extensible via JSON config

0

AI providers integrated

Gemini, Veo, Seedance, ElevenLabs, Deepgram, Flux

SHA256

Content-addressed cache

Zero invalidation. Same inputs always hit the same cache slot.

Provider Mix (Production)
6PROVIDERS
Gemini35%
Veo25%
Flux20%
ElevenLabs12%
Deepgram8%

Swap a provider without rewriting the pipeline. Same interface, different backend.

Avg render
4m 23s
Cache hit rate
67%
Composition types
6
Cost gates
Pre-run
FAQ

Questions

How is this different from Synthesia or HeyGen?

Those are SaaS tools — black boxes you rent. This is infrastructure you own. Deterministic: same input, same output, every time. Brand-enforced at the code level, not by human review. Cost-controlled with explicit approval gates before any paid API call. Running on your infrastructure, no subscription, no per-video pricing, no vendor lock-in.

Can this replace my video production team?

For templated content — product reels, data visualizations, social assets, KPI clips — yes. For creative direction, brand strategy, and novel concepts — no. The pipeline handles repetitive production work so your creative team focuses on ideas, not rendering.

How much does an AI motion pipeline cost?

Pipeline builds run $25K–$75K depending on composition count, brand profiles, and provider integrations. Ongoing costs are hosting plus API usage — controlled by the cost gating system. A simple 2-composition, single-brand pipeline sits at the lower end. A multi-brand system with 6+ composition types and 3D rendering is at the higher end.

What types of visual content can the pipeline produce?

Currently: product reels, KPI clips, demo walkthroughs, announcement graphics, social assets, and jewelry showcases. Each type is a Remotion composition template — adding new types is a template build, not a pipeline rebuild.

Composition library (6 templates)
ProductReel
Hero product showcase, 15–30s
KpiClip
Animated metrics, data viz
DemoWalkthrough
Screen capture + narration
AnnouncementGraphic
News, launches, updates
SocialAsset
Static/animated social posts
JewelryShowcase
Macro product, slow pans

Each is a Remotion composition template. Adding a new type is a template build, not a pipeline rewrite.

LET'S AUTOMATE YOUR
VISUAL PRODUCTION

First call is free. 30 minutes. No deck.