economics · Reviewed 2026-09-04
How to calculate cost per usable generation
Estimate real generation economics by combining attempt cost, acceptance rate, correction work, and the value of outputs that reach delivery.
Six reviewed methods
Production decisions, recorded clearly.
Use these guides as working sheets for model selection, prompt control, motion continuity, and usable-result economics. Each method states what to hold constant, what can fail, and what to do next.
selection · Reviewed 2026-09-04
How to choose an AI image model
A practical method for comparing AI image models by brief compliance, repeatability, correction effort, and production constraints.
workflow · Reviewed 2026-09-04
How to reduce flicker and identity drift
Reduce temporal instability by controlling source frames, motion scope, identity anchors, shot length, and review criteria.
comparison · Reviewed 2026-09-04
Image-to-video versus text-to-video
Choose between image-to-video and text-to-video by identifying which visual constraints must exist before motion generation begins.
comparison · Reviewed 2026-09-04
Model selection by speed, quality, and cost
Balance turnaround, output quality, and usable-result cost through a controlled model comparison tied to one production brief.
workflow · Reviewed 2026-09-04
Prompt anatomy for repeatable results
Structure prompts as controlled production specifications so useful image and video results can be tested, revised, and repeated.