Riverflow Batch: How Batch AI Image Editing Works (2026)
Riverflow Batch applies one AI edit across a set of images and scores each result with an AI judge. Test any batch tool on 4 questions and 20 rows first.
Running AI creative at catalog scale
Catalog scale guides cover what happens when you run the same job across hundreds of rows. You'll find how to keep the same model, light and framing on row one and row five hundred, how to review a large batch without opening every file, how to price a run before you start it, and where volume work breaks. Written for agencies and brands with real SKU counts.
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Articles in this topic
SKU Images: What Each SKU Needs and What It Shares (2026)
SKU images are the photos tied to one stock keeping unit. See which images each SKU needs, why 20 SKUs can share 15 images, and how to match files to SKUs.
SKU Proliferation: Causes, Costs and the Image Bill (2026)
SKU proliferation adds products faster than sales. See its causes, its costs and its image bill: 50 products in 4 colors at 5 images each need 1,000 images.
Transcreation: Translate, Localize or Rewrite an Ad
Transcreation rewrites an ad for a new market instead of translating it. The 3 levels of adaptation, what goes in the brief, and where AI dubbing stops.
AI UGC Agency: What It Delivers and How the Work Runs
An AI UGC agency makes creator-style video ads with generated presenters. What it delivers, the 5 stages of the work across clients, and who must disclose AI.
Catalog Ads: Feed Fields for Images and Video (2026)
Catalog ads are built by the ad platform from your product feed. See the video feed fields on Meta, TikTok and Google. Meta takes up to 20 videos per product.
Image Generation API: Sync, Async or Batch? (2026)
An image generation API can be called three ways: sync, async job or batch file. A batch file costs 50% less at OpenAI and Google and takes up to 24 hours.
Catalog Photoshoot: Count the Images Before You Shoot
A catalog photoshoot gives every product the same image set. Count products, colors, shots and channels first, then cut the count of 4,200 with three tiers.
Batch Edit Photos: 5 Methods and What to Keep by Hand
Batch edit photos with 5 methods, from copied Lightroom settings to a saved AI workflow. See which edits to batch, which to sample and which to keep by hand.
Bulk Image Editing: Which Edits Are Safe in a Batch
Bulk image editing applies one edit to hundreds of product photos. The 12 common edits split into two kinds: 7 a script can check and 5 a person must see.
Product Photography Workflow: What to Automate, What Not
A product photography workflow has six stages. See which stages to automate, which to keep manual, and the one test that decides it for a 200 product drop.
Bulk Image Generator: Prompt Lists vs One Workflow
A bulk image generator makes hundreds of images from one list. Compare prompt lists, API batches and one workflow over a 200-row sheet, then pick the right one.
Content Scaling: More Content Without Losing Your Brand
Content scaling for brands: why one product becomes 24 files, the five steps that keep hundreds of images and ads on brand, and how to measure each run.
Ad Localization Without Rebuilding the Layout
Ad localization breaks a fixed layout: short strings can run 3 times longer once translated. The four things to keep variable across 12 markets, and why.
Ad Resizing: One Concept, Every Platform Size
Ad resizing turns one approved concept into 12 files across four platforms. Why a crop breaks a layout, and the master-asset rule that survives every ratio.
Dynamic Creative Optimization: A 2026 Guide
Dynamic creative optimization explained: how impression-time ad assembly works, what Meta and Google ask you to supply, and Google's $0.12 CPM serving fee.
Automated Product Photography: What It Automates
Automated product photography stops at Shopify's 250 media files per product, not at the SKU count. What automates in a catalog run, and what does not.
Ecommerce Creative Production: The Four Repeat Costs
Ecommerce creative production has 4 costs that repeat on every asset. What to automate first, and why a 40% approval rate multiplies unit cost by 2.5.
Bulk Product Images: Where a Catalog Run Breaks
Bulk product images: generating 800 is the easy part. Approving them is not. How to price a 200 SKU catalog run, and the three places the work breaks.
Content Batching: A Week of Posts in One Sitting
Content batching builds a week of posts in one sitting. Reels drew over four times the interactions of single images in 2026, so plan the format mix first.
Managing Creative for Multiple Clients, Every Drop
Managing creative for multiple clients: 68% of agencies carry 16 or more. Build the job once, run a copy per client brand, and keep every look separate.
AI Fashion Photo Sets: Batch the Look, Not the Shot
AI fashion photo sets drift when each frame is prompted alone. What to lock, the 4 settings to vary, and how many frames one look needs before you trim the set.
AI Fashion Photography at Scale: What a Catalog Costs
AI fashion photography at scale is priced by review, not per image. Measure first-pass acceptance in an afternoon, and the review math on a 1,000-SKU run.
AI Video Ad Packs: How to Price a Pack Before It Runs
AI video ad packs: how to price one before it runs. Meta stabilizes an ad set at about 50 results a week, and that number sets how many clips you should make.
How to Scale AI Ad Campaigns Without Burning Budget
Scale AI ad campaigns without the folklore: Meta names no frequency threshold and no general ad count. What 50% of US consumers say, and the loop that holds.
How small agencies scale creative production without hiring
Small agencies scale creative production by removing repeat setup. What one client needs a week by ad spend, the 6.6-a-week benchmark, and the approval trap.
AI TikTok Content Pipeline: Where It Breaks at Volume
An AI TikTok content pipeline is easy per clip and hard at 13 posts a month. The three handoffs that break it: the stitch, the per-second meter, and the label.
Ad Creative Volume: How Many Ad Variants You Need a Month
Ad creative volume by spend tier: Motion's benchmarks put the smallest tier at 12 to 21 new creatives a month, not 100. How to size the batch to fit your plan.
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