The numbers
What AI production really costs and returns: credits, time, views and the measurements behind each decision.
Latest articles
Only One of My Recorded AI Film Projects Reached a Verifiable Final Cut
A file audit shows why concepts, image libraries, unfinished edits, and delivered AI films require separate counts.
The 234-Image Library Behind One AI Short Film
The counted image library behind Borrowed Wounds shows how references and storyboard frames serve different production jobs.
Why 820 Successful Log Entries Counted as 805 Unique Image Jobs
A production audit shows why 820 successful log entries became 805 unique image jobs, while only 713 current outputs remained.
Why 45 Video Prompts and About 200 Final Shots Are Both Correct for the Same Film
Why 45 written video prompts and about 200 final shots describe the same AI film without measuring the same work.
Thirty-Eight Video Files Turned Out to Be Only 19 Distinct Reels
Why 38 MP4 files from Borrowed Wounds represent 19 distinct reels, plus what file counts miss about campaign output.
What 196 Character Images and 139 Anchors Do Not Tell You
Why I count 196 character images and 139 anchors without calling either total a count of unique character sheets.
We Reviewed 405 Frames to Audit One Finished AI Film
A timed sample of 405 frames turned the final visual audit of BORROWED WOUNDS into a defined review workload.
Why a Default Image Cost 1.5 Credits While the 2K Version Cost About 1
One default image cost more than a 2K request because the requested model and the model that ran were not the same.
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