Production
AI Product Photo Pack
100 finished product images for 25 products: white-background packshots, lifestyle scenes and social crops, each checked by a person for product accuracy.
Production
AI Product Image Pipeline
Raw product photos are turned into finished, on-brand catalog images automatically, every time a new batch arrives.
Every new product batch means another round of cropping, cleaning and resizing before anything can go live. This pipeline does that work automatically whenever fresh photos arrive, using the background, crop and color rules you approve. Images come out in the sizes your store and ad channels need, and anything that fails a quality check waits for your review instead of shipping.
- New product photos processed without a new project each time
- Consistent background, crop and color across your whole catalog
- Failed images held for review instead of reaching your store
$6,900
20–30 working days
Optional maintenance $345/mo
What it is
AI Product Image Pipeline is an ongoing process that takes raw product photos as they arrive and turns them into finished, on-brand catalog images at the sizes your channels need, without new setup for each new product. A quality check runs before anything is released.
Why businesses buy it
For a growing catalog, image editing never really finishes. Each delivery from the photographer lands on someone's desk, launches wait, and the store slowly fills with images that do not quite match. This pipeline applies the same agreed rules to every new batch, so products go live sooner and the catalog stays consistent as it grows. The Scope Card fixes the rules, the output formats and the one destination before you order, so you know exactly what the pipeline does and what it does not.
Problems this solves
Raw product photos pile up waiting for an editor
The pipeline takes raw photos as they arrive and turns them into finished catalog images. There is no new setup for each product, so the backlog stops building.
Every channel needs different image sizes from the same photo
Each photo is produced in up to three output formats for your channels. Store, marketplace and social sizes come from one run, not separate edits.
Product images vary in style and look unprofessional together
Every finished image follows your brand profile and up to 20 reference examples. Backgrounds, framing and color stay consistent across the catalog as it grows.
Flawed images reach the store before anyone notices
A quality check runs before anything is released to your store, drive or CMS. Images that fail the check are held back rather than published.
A good fit if
New products get photographed regularly, and someone has to manually edit each new batch before it can go live.
You want the same processing rules, such as background, cropping and color correction, applied automatically every time new photos arrive.
Your catalog is large enough or growing fast enough that a one-time image set won't stay current for long.
You need images delivered in several fixed sizes for your store and ad channels, not just one export.
Not the right fit if
You have one batch of existing products to finish once, not an ongoing stream of new photos. See AI Catalog Image Generator, which produces a finished, consistent set from source photos.
You want finished product images done for you once, without running a pipeline yourself. See AI Product Photo Pack, the done-for-you entry option.
You only need the background behind existing product photos replaced. See AI Product Background Generator, a narrower build focused on that one step.
You mainly need creative sized for paid ad campaigns rather than catalog listings. See AI Ad Creative Generator.
You need more than one destination system feeding the pipeline. Add a note at checkout, or use our Custom AI enquiry form for that scope.
How it works
- Raw photos are ingested. New product images flow in from wherever you shoot or receive them, such as Google Drive, Dropbox or Shopify.
- Pipeline rules are applied automatically. Background treatment, cropping, sizing and color correction run the same way on every image, without manual editing each time.
- New batches are reprocessed the same way. As you add products, the pipeline runs on the new photos without any new setup from you.
- Channel sizes are generated. Each image is output in up to three formats, matched to what your store and ad channels actually need.
- A quality check runs before release. It compares each image with its source photo for product shape, logo and label accuracy, and flags any failure for your review.
- Finished images are delivered to your destination, ready to publish to your store or ad accounts.
What you provide within 72 hours
Your portal lists these the moment you order. Delivery starts the working day after everything is in and your access is checked.
- Your brand guidelines and example creatives, so the pipeline's output matches your existing catalog look.
- A batch of raw product imagery to build and test the pipeline against.
- The channel sizes and volumes you need, such as store listing size and ad formats.
- Access to the one destination the pipeline should pull raw photos from and deliver finished images to.
- The name of the person who approves the pipeline's output before launch.
- Admin access and API keys for every connected system, shared by adding our team as a user or creating a key you control, never by email.
- Your business information (company basics, hours and brand voice), shared during intake, and one decision-maker who can approve outputs.
- An API key for your own AI model account (for example OpenAI or Google Gemini), created for this build with a spending limit.
The 72-hour rule. Send everything on your checklist, including access, within 72 hours of ordering so your build starts on time.
Timeline
Start
Intake verified, pipeline rules and destination agreed.
Weeks 1–2
Processing pipeline built against your brand examples and raw photo batch.
Week 3
Destination system connected and the three channel formats configured.
Weeks 3–4
Twenty-five sample images run through the pipeline and sent to you for review.
Week 4
Your review and two rounds of changes to the pipeline rules.
Go-live
Live, handover report sent, support starts.
| Option | Delivery time | Price |
|---|---|---|
| Standard | 20–30 working days | $6,900 |
| Express | 15–25 working days | $8,100 |
| Rush | 10–20 working days | $9,300 |
What you receive at handover
- An ongoing product image pipeline that processes raw photos as they arrive
- Your brand profile and reference examples set in the workflow and guardrail configuration
- Up to three output sizes delivered to one destination, such as your store or drive
- A quality check step before any image is released
- A test report on sample images you reviewed and approved
- An admin guide, a written handover report and 30 days of post-launch support
Expected benefits and how to measure them
- New products can go live with finished images sooner.
- The catalog can look like one consistent set.
- Staff can spend less time on repetitive photo editing.
- Time from raw photo to live image
- Log upload and release times for a sample of products before and after launch.
- Images processed per week
- Count finished images arriving in your destination folder or store.
- Images held at the quality check
- Track how many fail the check each week, to spot photo problems at the source.
Before you start: Record your current editing backlog and how long a new product waits for images. Note who edits them today.
These are things to track, not promised results. Outcomes depend on your data, your team and your market.
Running costs
The build price is one-time. Running it is paid in your own accounts, mostly AI image-generation usage: roughly $20 to $150 a month, depending on how many photos flow through the pipeline. A catalog adding a steady stream of new products sits toward the higher end of that range.
AI usage during the build and testing is also billed to your accounts, so you keep ownership of every provider relationship. Nothing runs through us.
Ask about running costsCustom requirements
If you need a second destination feeding the pipeline, more than three output formats, or a second language, add a 'Custom requirements' note at checkout. You get a written Change Quote, and that work only starts once you accept it. Larger or bespoke projects use the Custom AI request form instead.
Request a custom versionKeep it running
Monthly maintenance covers monitoring, fixes and a monthly allowance of change hours, which covers pipeline rule updates as your product range or channels change. It starts after the thirty days of support, bills monthly, and can be cancelled any month.
$345/mo (5% of the build price a month, includes 3 change hours)
Optional. Starts after the post-launch support period. Cancel any month.
How maintenance worksHow this compares
| Do it yourself with a SaaS tool | Hire a custom agency | Upmark Labs | |
|---|---|---|---|
| Price | A bulk photo-editing tool charges per image or a monthly credit bundle | A retouching studio quotes per shoot, repeated for every new batch | Ours is one fixed price, shown on this page before you buy |
| Ongoing work | A photo tool still needs someone to run every new batch through it | A studio needs a new booking for every new batch of products | Ours reprocesses new photos automatically, without new setup |
| Delivery | A photo tool is ready quickly but needs manual rules set up each time | A studio's turnaround depends on their booking calendar | Ours has a fixed delivery time shown before you buy, with faster options |
| Consistency | A photo tool's output depends on who configures each run | A studio's results can vary shoot to shoot | Ours applies the same pipeline rules to every image, every time |
Questions about this product
How is AI Product Image Pipeline different from AI Catalog Image Generator?
AI Catalog Image Generator is a one-off project: it turns one batch of source photos into a finished, consistent set, and then it is done. AI Product Image Pipeline keeps running after launch. As new product photos arrive, the same pipeline processes them automatically, without new setup each time. Choose the pipeline if your catalog adds products every month.
Does AI Product Image Pipeline keep working as we add new products?
Yes. That ongoing processing is the point of this build. New raw photos flowing into your connected destination are run through the same pipeline rules automatically, at the sizes your channels need, rather than requiring a new project each time your catalog grows.
What does the AI Product Image Pipeline quality check catch?
Before any image is released, it is checked against the brand and quality rules agreed during intake. That covers background consistency, cropping and color, plus product accuracy: shape, logo and label compared with the source photo. Anything that fails is flagged for your review, so a wrong image never reaches your store unnoticed.
How much does AI Product Image Pipeline cost to run each month?
You pay your AI image-generation provider directly, in your own account, roughly $20 to $150 a month depending on how many photos flow through. A catalog that adds products every week will sit toward the higher end. We take no fee per image. The one-time build price and the delivery speeds are listed in the panel on this page.
Can AI Product Image Pipeline output different sizes for different channels?
Yes, up to three output formats from the same pipeline run, matched to what your store and ad channels need, such as a square listing image and a taller ad format. Additional formats beyond three are available as a Change Quote through the Custom requirements route.
What do I need to provide before AI Product Image Pipeline starts?
Your brand guidelines and example creatives, a batch of raw product photos to build the pipeline against, and the channel sizes and volumes you need. Account access to your destination system is shared by adding our team as a user or creating a key you control, never by email, with one approver signing off the rules.
Can the pipeline rules change after AI Product Image Pipeline is live?
Yes. Adjustments to background style, cropping or color rules fit inside the monthly change hours of optional maintenance. A new destination system is a larger change, quoted separately through the Custom requirements route. Maintenance also covers monitoring and fixes as your product range or channels change. It starts after post-launch support and can be cancelled any month.
Who owns the images AI Product Image Pipeline produces?
You do. Every finished image belongs to you outright, and the pipeline runs inside your own connected accounts, so there is no library, no licensing fee and no infrastructure to migrate if you change providers or platforms later. You keep full rights to reuse, edit or republish it anywhere, with no ongoing fee tied to the file itself.
Stop re-editing every new batch of product photos by hand.
Order AI Product Image Pipeline and it goes live on a fixed delivery date, processing new product photos automatically as they arrive.
Works well with
Production
AI Ecommerce Creative System
Combines product, lifestyle and ad imagery into one creative system.