# AI for ecommerce, from product to campaign

Create product visuals, draft catalog copy and connect store workflows with SeedRouter’s text, image and video APIs. Use your approved product facts to keep each campaign grounded in what you sell.

[Explore models](https://seedrouter.ai/models)

For retail teams, agencies and developers.

![Unlabelled amber perfume bottle on a stone pedestal against a dark blue background](https://static.seedrouter.ai/media/landing/models/gpt-image-2/product.webp)

Product imagery example from the GPT Image 2 gallery. An AI-generated concept, not a photograph of a customer’s SKU.

## One product record. More ways to use it.

AI for ecommerce works best when a product’s facts stay connected to its content. A campaign image, a product description and an answer about an order have different checks, even when they concern the same item.

### Product and campaign imagery

Explore backgrounds and compositions for a product launch, then compare each result with your reference photos. Keep label artwork and required product details under direct control so an attractive scene does not quietly change what you sell.

[Product and campaign imagery](https://seedrouter.ai/solutions/product-visuals)

### Catalog and email drafts

Turn approved specifications into product-page sections and campaign email drafts. Preserve sizes, materials and included accessories as facts; ask for clarification when the source record is incomplete instead of letting a model invent a selling point.

[Catalog and email drafts](https://seedrouter.ai/solutions/ecommerce-automation)

### Customer questions and handoffs

Combine product knowledge with order information supplied by your application. Separate an explanatory answer from a business action: describing a return policy is different from authorizing a refund or changing an address.

[Customer questions and handoffs](https://seedrouter.ai/solutions/customer-service-automation)

## Turn the product image into a short campaign clip

The bottle shown above is the reference for this video. Start with a composition you have approved, then ask for one camera movement. Keep the product and its surroundings simple while you evaluate how the model handles motion.

- Use the same reference image to connect your still and motion assets.
- Check the bottle outline, cap and reflections across the full clip.
- Add your final offer, logo and call to action in your editing tool.

![An amber glass bottle with a gold-tone cap on a pale stone pedestal in an AI-generated product video](https://static.seedrouter.ai/media/landing/industries/ecommerce/2026-10-12-v1/product-motion.webp)

[An amber glass bottle with a gold-tone cap on a pale stone pedestal in an AI-generated product video](https://static.seedrouter.ai/media/landing/industries/ecommerce/2026-10-12-v2/product-motion.mp4)

[SD Video](https://seedrouter.ai/models/sd-video) sample generated from the reference image above on October 12, 2026. One generation, 8 seconds, 768p, 16:9 requested.

[Explore SD Video](https://seedrouter.ai/models/sd-video)

## Build a visual brief before a batch

A catalog shoot and an advertising concept serve different purposes. Decide which product details must remain exact, which surroundings can change and where the finished image will appear before you generate a collection.

- Keep source photos for the product’s shape, materials and packaging.
- Review garment seams, fasteners and patterns separately from the overall style.
- Add final logos, prices and promotional text in your design tool.

![AI-generated woman wearing a camel trench coat on a shopping street](https://static.seedrouter.ai/media/landing/models/gpt-image-2-5-v2/social.webp)

Fashion concept from the GPT Image 2.5 gallery. It illustrates a scene style, not verified garment reproduction.

[Explore product visuals](https://seedrouter.ai/solutions/product-visuals)

## Keep the campaign connected to its SKU

Keep the source facts, chosen images and approved copy together. Download the sample brief for the bottle shown above: it separates visible details from facts such as fragrance, volume and price that an image cannot establish.

- Store the product record revision alongside every generated draft.
- Compare the product claims in the text with what the image actually shows.
- Publish through your existing store or campaign tool after approval.

Illustrative workflow example. Sample records are not customer data or a measured model response.

A product launch handoff

- **Source record:** DEMO-BOTTLE-01 · amber glass bottle

- **Requested assets:** Product visual + clip + description

- **Must stay exact:** Bottle shape, cap design, glass color

- **Review:** Product owner checks image and copy

- **Release:** Approved version to the store

Fragrance notes, volume and price stay unconfirmed until the product owner provides them.

[Download the example brief](https://seedrouter.ai/examples/ecommerce-product-brief.json)

## Choose the right starting point

Choose by the artifact you need and the facts it must preserve. A single model does not need to perform every part of the campaign.

| Your task | Start with | Check before publishing |
| --- | --- | --- |
| Product imagery | GPT Image 2 or Nano Banana Pro with an approved visual brief | Shape, labels, accessories and unwanted additions |
| Product copy | GPT-6 Sol or Claude Opus 5.5 with product facts | Unsupported claims, omitted constraints and tone |
| Short campaign footage | SD Video with an approved product image and a focused motion brief | Product changes during motion and usable framing |

## From product brief to campaign assets

Connect the steps in your own application or automation tool. SeedRouter provides model access; your store remains the source for product, inventory and order information.

### 1. Prepare one product

Collect approved photos, current specifications and a placement brief. Choose a product with details you can verify rather than testing only an unbranded object with no acceptance criteria.

### 2. Generate focused drafts

Request one deliverable at a time and save it against the same SKU. Try a limited set of visual concepts or copy angles, with a defined revision allowance.

### 3. Review, then connect

Inspect the imagery and factual claims, approve a version and publish through your existing tools. Record which outputs passed review before increasing the size of the batch.

## Questions about AI for ecommerce

### Is SeedRouter an ecommerce store builder?

SeedRouter provides APIs for text, image and video models. It does not host your store, manage inventory or publish campaigns on its own. A developer or automation workflow connects the models to those systems, including the permissions and approval steps. Start with one useful task that can be reviewed independently, such as drafting a product description from an approved record.

### Can generated images replace all product photography?

Treat that as a product-by-product decision. Campaign concepts allow more interpretation than a listing image used to judge exact shape, texture or fit. Keep source photography for comparison and review every detail that could misrepresent the item. The gallery images on this page show possible visual styles; they do not demonstrate that a particular SKU will be reproduced accurately.

### Can I connect Shopify, a PIM or an email platform?

Your application or an automation tool such as n8n can connect the relevant systems using their available APIs and credentials. SeedRouter supplies the model calls within that workflow. Check the exact read and write permissions you need, and keep a publishing approval step. The integration guide explains the connection pattern; it is not a certification of every store or plugin combination.

### How should I estimate campaign costs?

Use the current model rates and include every generated candidate, revision and accepted asset in your estimate. A completed generation may still fail a visual or factual review. Compare total model spending per approved deliverable, then account separately for editing and review time. Text, image and video have different billing dimensions, so a single per-campaign number would hide important assumptions.

### What should stay outside the model?

Keep inventory quantities, product prices, discount eligibility and order status in your business systems. Use models to draft or interpret material from those sources, with deterministic checks for facts that must match exactly. Your application should decide which actions are permitted and which require confirmation. A well-written reply is not evidence that a transaction was successfully completed.

### What is a useful first evaluation?

Choose a small, varied set of real product briefs: one simple item, one detail-heavy item and one case with missing information. Define a pass checklist before generating, then record factual errors, visual changes and revision work. This reveals whether a workflow is useful for your catalog. It does not establish a guaranteed production rate or a universal model ranking.

## Examples and implementation references

Prepared by SeedRouter from published model documentation and the linked workflow guides; reviewed October 12, 2026. The video was generated for this page from the existing gallery image. The product handoff is an illustrative design, not a customer case study or an end-to-end benchmark.

[GPT Image 2: gallery and live pricing](https://seedrouter.ai/models/gpt-image-2)

[Batch image generation guide](https://seedrouter.ai/blog/gpt-image-2-batch-generation)

[n8n connection guide](https://seedrouter.ai/integrations/n8n)

[Current model pricing](https://seedrouter.ai/pricing)

[Video generation request (JSON)](https://seedrouter.ai/examples/ecommerce-video-request.json)

## Build around one real product

Bring a product brief you can evaluate. Try the image model, review the result and connect the accepted workflow to the rest of your catalog.

[Try GPT Image 2](https://seedrouter.ai/models/gpt-image-2#playground)