How to keep characters consistent in AI video, across a whole 46-shot episode
Reference packs, an immutable character prefix in every prompt, Last-Frame bridges, and a local GPU drift check on every clip.
Alex MercerUpdated · 18 min read
Explore hands-on tutorials and production examples for AI video. Start with a shot list, build consistent characters, or adapt the finished cut for YouTube and ads.
Three foundational production guides the rest of the blog builds on—updated every month with live model benchmarks and API invoice receipts.
PILLAR 01 · 97.8% FACE LOCK
Consistent characters
Reference packs, an immutable character prefix in every prompt, Last-Frame bridges, and a local GPU drift check on every clip.
Alex Mercer · Updated · 18 min read
PILLAR 02 · 46-SHOT BUDGET
Costs and APIs
Compare published Veo, Runway, Kling and Seedance rates, with a 46-shot budget and a reserve for retries.
Alex Mercer · Updated · 6 min read
PILLAR 03 · 8-STAGE WORKFLOW
Script to screen
Break a screenplay into locked Excel rows, enforce pre-flight BLOCK rules, batch-render overnight, and auto-stitch at −14 LUFS.
Alex Mercer · Updated · 16 min read
Keep faces, outfits and locations identical from shot 1 to shot 46, on every model.
Plan, produce and publish an animated series week after week, within YouTube’s rules.
Shot lists, storyboards and overnight queues: the production line between a script and an episode.
What each model costs per second and per episode, and how to pay API prices instead of credits.
Prompting Kling, Veo, Seedance, Hailuo, Wan, Vidu, Runway, Luma and LTX, version by version.
Same shot list, same characters, different tools: comparisons with real costs.
Learning cartoons children deserve: cast, pacing, safety and YouTube’s made-for-kids rules.
Finish the episode: voices that stay in character, lip-sync, translation and upscaling.
Browse the latest tutorials, templates and production studies.
Build AI dropshipping video ads around a real SKU demo. Compare two opening hooks, verify your claims and read results without changing the offer.
Learn when to disclose AI use in YouTube Studio, how YouTube reviews channels for monetization, and what to check before publishing an AI-assisted video.
Build a 27-second real estate video from listing photos with a shot plan, prompts for subtle motion, and a frame-by-frame property accuracy review.
Build a 45-second SaaS demo with real screen recordings, a copyable shot list and a review that catches invented UI, unreadable text and unsupported claims.
Find out why an AI video render is stuck. Use the job ID, provider status and local download checks to choose whether to wait, fix or retry a single shot.
Download a three-shot CSV example and learn how to turn a script into rows with stable shot IDs, prompts, dialogue and target durations.
Script to screen ·
Learn when to give an AI video model both start and end images, how to plan the motion between them, and when to join shots with a cut.
Model guides and prompts ·
Turn a still image into an AI video with a motion-focused prompt. Try three copyable examples and learn when to supply first and last frames.
Model guides and prompts ·
Reframe a 16:9 episode into a 9:16 YouTube Short. Learn how to select a self-contained scene, preserve the action, and review captions before export.
Series and YouTube ·
Export UTF-8 SRT subtitles after editing, check the timing and line breaks, and prepare separate caption files for YouTube or Premiere.
Voice, lip-sync and dubbing ·
Build a 15-second AI product video ad with a four-shot storyboard, real product references and two opening hooks you can compare.
Script to screen ·
Plan an AI video batch, approve starting frames, separate dependent shots and recover failed renders without resubmitting successful jobs.
Script to screen ·
Write an original faceless YouTube video, pair each narrated claim with visual evidence and review AI illustrations before upload.
Series and YouTube ·
Consistent characters
Locked 2-view reference packs, immutable character tags, Last-Frame continuity bridges, and local GPU ArcFace drift scoring.
Alex Mercer · · 18 min read
Comparisons and alternatives
Tools judged on what a real series needs: a cast that holds across 50 episodes, a batch queue, BYOK API pricing, and a weekly rhythm.
Alex Mercer · · 16 min read
Comparisons and alternatives
One 46-shot script and four recurring characters through both models, with multi-character blocking, facial lock, and API costs compared.
Alex Mercer · · 14 min read
AI series and YouTube channels
Series bible setup, Trademark (TM) clearance, a 5-day solo schedule, and real $5.40–$8.60 RPM unit economics on YouTube & Meta Reels.
Alex Mercer · · 15 min read
Model guides and prompts
The complete 9-model shot routing matrix: dialogue close-ups, multi-actor action, wide establishing plates, and 3D LUT matching.
Alex Mercer · · 14 min read
Costs and APIs
Compare provider rates and budget for billable footage, including clips you trim or rerender.
Alex Mercer · · 6 min read
Script to screen
Excel/CSV screenplay breakdown, pre-flight BLOCK rules, overnight batch execution, and automated Last-Frame clip stitching.
Alex Mercer · · 16 min read
Kids and educational animation
3D Pixar vs flat 2D consistency, Prop Locks for vocabulary lessons, and YouTube Made-for-Kids / Family Co-Viewing monetization rules.
Alex Mercer · · 15 min read
Voice, lip-sync and dubbing
Locking permanent Character Voice IDs, phoneme viseme lip-sync, and 5-language localization (EN, VI, ES, PT, JA) at $1.85/language.
Alex Mercer · · 14 min read
Build notes
Why we engineered a native .NET 10 Windows workstation with 380ms/clip local GPU ArcFace drift scoring and SQLite-WAL crash protection.
Alex Mercer · · 13 min read
Production studies explain the setup. Practical tutorials show the steps with templates and examples.
Cost and pricing pages carry the date they were last checked, and are re-checked every month.
When a guide changes, its update history says what changed and when.
Release notes that needed an explanation: what changed in Scena Studio, why, and what it cost.
Alex Mercer · · 6 min read
Every rendered clip is scored against its locks before you keep it, and nothing leaves the machine to do it.
Alex Mercer · · 5 min read
Why the app says no on your PC rather than letting the service say yes and bill you.
Alex Mercer · · 8 min read
How the queue decides where a shot goes, and what happens when a key dies mid-batch.