Captioning a month of clips: the credit math
Prices a realistic month of short-form captioning in base renders, and shows why the clips you cull move the bill as much as the preset tier does.
8 min read
Concurrency limits are a model selection criterion
For batch work, how many generations you hold in flight decides wall-clock time more than per-clip speed. How to measure throughput and order a queue.
8 min read
Lighting continuity across separate generations
Key direction gets re-rolled on every generation. A verbatim lighting block carried across all prompts in a sequence, plus the shot-by-shot review check.
9 min read
The operating week of a solo AI content business
A block week that stops production eating outreach and delivery: named sales days, batch days, and one day for review, invoicing and next week's briefs.
9 min read
Pricing exploration separately from finish
Generation got cheap and finishing did not. A two-phase quote with a selection gate, so a client's appetite for options stops eating your finishing capacity.
9 min read
Quoting a shot you have never generated
When the hit rate is unknown until you try, quote a contingency: a paid test block, a stated attempt ceiling, and a fallback deliverable that still ships.
9 min read
Regression-test your style when models change
A newer model quietly shifts colour, motion and faces across a look you already shipped. The golden-set pass that catches it before a client does.
8 min read
Put review gates where the money is
Approval at the end is approval after the spend. A four-gate structure — concept, key frame, motion, export — and exactly what locks at each one.
8 min read
Tier deliverables by difficulty, not duration
Runtime stopped predicting effort. Build a rate card on the nine shot attributes that actually drive attempt counts, with tier bands and an attempt allowance.
9 min read
Turning vague client notes into changes
A translation table from client language to testable production changes, plus the three questions that resolve a vague note before you spend attempts.
9 min read
Usable rate is the benchmark nobody publishes
A model that wins every side-by-side can lose badly on credits per shipped shot. How to log first-pass usable rate and let it decide which model you route to.
9 min read
Consistency Collapse: Diagnosing Drift Between Shots
'It doesn't look consistent' isn't one problem. It's four — identity, wardrobe, set and lighting — each with a different cause and a different fix.
8 min read
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