INDEPENDENT SPEC · AI PRODUCTION · WINTER 2025/26
Nutpods
Sled. Sip. Smile.
ROLE
Concept · Creative Direction · AI Production · Edit · Color
TOOLS
LTX-2 · Wan 2.2 · Kling · Veo · Nano Banana · Qwen Image · ComfyUI · Higgsfield · Flora · DaVinci Resolve · Dehancer
THE FILM
Sled. Sip. Smile. — AI-driven holiday spec film
The final piece leads the case study. This review upload stands in for the final YouTube or Vimeo embed while the page remains disabled.
BEHIND THE SPOT
A full production pipeline.
Not prompt-and-export. The film was planned through story, cast, shot design, reference-driven generation, edit and finishing.
PLANNING · Story, shots, visual development
CAST + WORLD · Characters, wardrobe, continuity
AI PRODUCTION · Kling references, Elements, control
EDIT + FINISH · Resolve, sound, Dehancer
01 — THE IDEA / 02 — PRE-PRODUCTION
A commercial first. AI second.
Could I approach an AI-generated film with the same planning, art direction and production thinking I would bring to a traditional commercial? The story was built around a cold winter adventure followed by a warm product reward.
DISCOVERY → ADVENTURE → COLD → WARMTH → PRODUCT
Planning before generation. Notion became my shot book. Figma became my production wall. The original family-of-four treatment was simplified around the daughter, her dad and the warm drink payoff.
03 — WORLD BUILDING / 04 — CAST
One visual system across many models.
A suburban home at blue hour. Cool winter ambience outside. Warm tungsten practicals inside. Repeatable photographic rules—motivated light, warm/cool separation, shallow depth of field and natural skin tones—kept the world coherent.
Character consistency was treated as a design problem before it became a video problem. The daughter's plum coat, the father's olive parka and the mother's cream-and-red palette became repeatable visual anchors. The references weren't just preserving faces. They established a cast.
05 — FRAME → MOTION
Design the shot before asking it to move.
Still-image models established composition, character placement, wardrobe, lighting and lens language before animation. Those designed frames became image-to-video references. I selected the model based on the problem rather than forcing one model across the whole commercial.
DESIGNED FRAME → MOTION → FINAL EDIT SOURCE
Window discovery, liquid pour and Snorricam sled action each began with a deliberately art-directed frame.
06 — WORKFLOW EVOLUTION
The workflow changed as the tools changed.
01 · EXPLORE — LTX-2 and Wan 2.2 local motion studies in ComfyUI tested motion, timing and product ideas.
02 · ART DIRECT — Nano Banana / Gemini Image combined multiple references inside reusable node graphs to control the first frame.
03 · DIRECT — Kling O3 References and Elements became the major control breakthrough, keeping character, environment and object references inside the instruction.
07 — IMAGE DEVELOPMENT
Building the frame became part of directing the shot.
Using Nano Banana / Gemini Image inside ComfyUI kept character sheets, environment references, previous frames and prompt logic connected in a reusable graph. That reduced handoffs and made controlled first or last frames much faster to build before image-to-video.
08 — THE CONTROL BREAKTHROUGH
Kling changed how directly I could shape a shot.
The biggest production jump came from O3 References in Flora and Elements / Kling 3 in Higgsfield. The workflow shifted from “animate this frame” to “direct these elements”: this is the father, this is the daughter, this is the mother, this is the house, and this is the action.
This was the point where the process started to feel less like prompting a video and more like directing a shot.
09 — SPECIALIZED SHOTS
Choose the tool for the problem.
The strongest model for a character performance wasn't always the strongest model for a macro product shot. Veo used first/last-frame guidance for fluid behavior, creamer marbling, steam and controlled camera movement. Direct API access inside ComfyUI reduced handoffs and kept image generation connected to the larger reusable workflow.
10 — HERO SHOT
The camera idea existed first.
The hero sled sequence began as a Snorricam-style cinematography idea, not a lucky generation. The camera is mounted directly in front of the sled, facing the father and daughter; their faces stay centered as trees, lights and snow rush past at the edges.
ORIGINAL SHOT PLAN · SHOT 04
Hero shot of parent and child sledding down hill. Snorricam style camera view. Pine trees passing fast on the sides.
11 — PRODUCT DEVELOPMENT
A miniature beverage shoot.
The pour needed to feel believable and beautiful enough to hold in slow motion. I tested cup shapes, camera angles, creamer behavior, marbling patterns and hero compositions. The pacing slows here so texture, steam and liquid movement can take over before the story returns to the sled and final sip.
12 — EDIT & FINISH
Where the generations became a commercial.
The final piece was assembled, shaped and finished in DaVinci Resolve. The timeline combined generations from different tools with music, voiceover and sound design. Editorial selection, pacing and sound turned disconnected generations into usable coverage and one continuous film.
FINISHING DETAIL
Dehancer became part of the continuity pipeline.
The generated sources did not naturally share the same texture, contrast or motion characteristics. Color balancing, sharpening and motion treatment—alongside Dehancer's film response—helped unify the footage and preserve the cool winter / warm holiday lighting language established during development.
13 — TAKEAWAY
AI didn't replace the part of the job I already knew. It expanded how much of the idea I could personally bring to life.
EXPANDING THE ROLE
As a 3D motion designer, I would traditionally enter through design, animation or post. Generative tools let the same instincts—composition, lighting, lens choice, movement, timing and iteration—extend further upstream into casting, cinematography, directing and producing.
For me, AI is most valuable not when it reduces the role of the creative, but when it expands the range of ideas a creative can actually bring to life.
Nutpods — Sled. Sip. Smile. · Independent spec project · Winter 2025/26
Not commissioned by or affiliated with Nutpods.
