Batch Image Edits: One Instruction, Forty Assets
The instruction that survives forty different photos, the cheap model that makes a bad first pass affordable, and how much of the batch to actually check.
7 min read
Batch Output That Does Not Read As Batch Output
Batching isn't the problem platforms are policing in 2026 — identical structure across a batch is. What has to vary between items, and how to build it in.
8 min read
Creative Diversification: Building the Ad Batch the Algorithms Reward
Meta and TikTok both publish what a healthy ad creative mix looks like. Here is how to translate that guidance into a weekly AI generation batch.
8 min read
Estimating Credit Cost Before You Dispatch a Batch
Budget anxiety quietly shrinks batches below what a real test needs. Price the job first, against the same logic that does the actual charging, not a guess.
7 min read
Nano Banana 2 Lite: When the Cheap, Fast Tier Is Enough
A decision guide to Google's Nano Banana 2 Lite: which jobs belong on the fast, low-cost tier versus full Nano Banana 2, with batch-workflow examples.
8 min read
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