Real Briefs. Real Deadlines. Real Solutions.
Gray Grandeza - Co-Founder & CTO, Cuadro Group
Davide Lancini - Software Engineer & Tech Lead, Cuadro Group
Co-Founder & CTO, Cuadro Group
10 years as a 3D artist. Creative director of a 60-person studio. Projects for Netflix, LEGO, DC.
Now: CTO at Cuadro Group, managing a team of developers, engineers and tech leads.

Software Engineer & Tech Lead, Cuadro Group
AI Developer and Python expert with a teaching background. Specialized in building AI-powered applications, intelligent automation, and backend systems.
Helping teams turn complex technical ideas into reliable products and practical software solutions.

There is a more honest conversation for creatives.
It is about one resource we are always running out of.
Deadlines do not flex. Clients want more for less.
The gap between what a project requires and what a pipeline can deliver is a problem every creative in this room has felt.
AI, at its best, is a way to close that gap.
Digital double in 2 weeks
→ Full AI pipeline
Precise product video in 10 days
→ Hybrid 3D + AI
Custom character in hours
→ AI + Unreal Engine
Workflow orchestration
→ N8N
Each one: a different way AI fits into a creative workflow.
That is not new behavior. The question has always been the same:
What is the right tool for this problem, right now?
3ds Max, Maya, ZBrush, Nuke
Weavy, ElevenLabs, HeyGen, Meshy, Seedance, Unreal Engine 5
Assess the problem. Pick the right tool. Execute.
AI is the newest addition. Not a replacement.
That framing is what you will see in every example today.
What the brief was, what the constraints were.
What the workflow looked like, which tools, which steps.
What came out, what it means.
Full AI Pipeline
| Step | Specialization | Time |
|---|---|---|
| 3D Modelling | Modeler | Days to weeks |
| Rigging | Rigger | Days |
| Texturing & Shading | Texture artist | Days |
| Lighting | Lighter | Days |
| Dynamics | TD | Days |
| Animation | Animator | Weeks |
| Rendering | Pipeline | Hours to days |
| Review cycles | Everyone | Ongoing |
Multiple specialists. Massive render times. Weeks to months.

Unlimited budgets. Hundreds of people. Still uncanny.
So what do you do with 2 weeks and a real deliverable?
| Step | Tool | What It Replaces |
|---|---|---|
| Character creation | Weavy | Weeks of modelling + art direction |
| Voice | ElevenLabs | Recording sessions + audio editing |
| Animation + Lipsync | HeyGen Avatar IV | Rigging + animation + rendering |
Real identity → Stylized character → Cloned voice → Animated output.
Days instead of months.
Node-based AI image generation workflow.
Take the person's real identity. Transform into a semi-realistic stylized character.

Clone the client's real voice. One recording session.
Generate the full audio library from written scripts.

Character + audio in. Lipsync animation out.
Natural movement. In sync. Ready to deliver.
credit: runway.ml
Understand what the pipeline actually requires.
Find where AI steps in without losing quality where it matters.
Deliver.
Hybrid 3D + AI Pipeline
AI video generation is hit-or-miss. Sometimes 20 iterations for one usable shot.
Fine when you have time. Not fine when the client has approved a specific look and you have 10 days.
| Step | Tool | Purpose |
|---|---|---|
| 1. Animate | Blender | Precise keyframes, approved camera movement |
| 2. Playblast | Blender | Fast unrendered preview (3D animatic) |
| 3. Key frames | Nano Banana 2 | AI-rendered look from first/last frames |
| 4. Final render | Seedance 2.0 (via Weavy) | Motion from animatic + look from key frames |
The motion is locked. The look is generated. Combined.
Animate the product. Lock the camera movement. Export a playblast.
Think of it as a 3D animatic.

Take the first and last frame from the animatic. Generate fully rendered key frames.
In minutes. Not days.


Two inputs: Animatic → motion reference. Key frames → visual reference.
Final output.

credit: instagram.com/amirr_motion
Knowing where to place it is the skill.
From Prompt to Real-Time Performance
| Step | What It Takes |
|---|---|
| Model the character | Weeks |
| Rig it | Days |
| Paint weights | Days |
| Build facial blend shapes | Days |
| Set up capture or keyframe | Days |
Total: weeks to months.
What if you could compress that to hours?
| Step | Tool | Output |
|---|---|---|
| 1. Generate 3D model | Meshy 5 | PBR textured, game-ready mesh |
| 2. Convert to MetaHuman | Unreal Engine 5 plugin | Fully rigged, animatable character |
| 3. Perform | Live Link Face (iPhone) | Real-time facial animation |
Text prompt → 3D model → Rigged character → Live performance.
Describe what you want. Out comes a 3D mesh with proper textures. PBR maps. Game-ready.
Not a sketch. An actual usable asset.

The plugin conforms it to the MetaHuman rig. Fully rigged, fully animatable.
No manual rigging. No weight painting.
iPhone 12+. TrueDepth camera + ARKit. Real-time facial tracking into Unreal Engine.
| 2025 | 2030 | |
|---|---|---|
| Market size | $47B | $258B |
| Annual growth | ~40% |
Virtual spokespersons. Any language, any market. No talent fee, no scheduling conflict.
Already a real business category with real revenue. Now within reach of any small studio.
What major studios do with multimillion dollar stages. Now: Unreal Engine + an iPhone.
Interactive virtual instructors. Healthcare, corporate, anywhere live trainer hours are expensive.
That has real implications for what a studio of any size can now offer.
Blender's Geometry Nodes. Maya's Hypershade. Unreal's Blueprints.
Inputs flow in. Nodes process them. Outputs go to the next stage.
The tool changes. The abstraction does not.



The lateral thinking. The critical thinking. The ability to break a problem into connected steps.
That is already in you.
Same nodes. Same logic. Different domain.
| Weavy | Node-based AI image generation | weavy.ai |
| ElevenLabs | Voice cloning + generation | elevenlabs.io |
| HeyGen | Avatar animation + lipsync | heygen.com |
| Blender | 3D animation + playblast | blender.org |
| Nano Banana 2 | AI-rendered key frames | |
| Seedance 2.0 | Motion + visual → final render | (via Weavy) |
| Meshy 5 | AI 3D model generation | meshy.ai |
| Unreal Engine 5 | MetaHuman conversion + runtime | unrealengine.com |
| Live Link Face | iPhone facial mocap | Free (Epic Games) |
| N8N | Workflow automation | n8n.io |


Cuadro Group
cuadrogroup.com