E-commerce & Retail

Product shots
that pass QA.

Customize a frontier model for your brand. Reduce rework and production costs at catalog scale.

Scene change

Restage a SKU without a reshoot.

Virtual try-on

Try-on that feels natural.

Output: two hands holding a kraft-paper Boarding Pass Coffee bag, with the logo printed crisply on the front
Input photo: a kraft-paper Boarding Pass Coffee bag standing on a wooden tableInput
Logos and Text

Consistent branding.

Scale content

No studio required.

100×
Throughput increaseWorld-leading luxury brand that went from 1K to 100K+ images per season.
52% → 98%
Asset pass rateLarge US retailer after customizing FLUX to their catalog.
<60s
Asset creation timeDown from 2–4 hours manually.

Based on results from enterprise customer deployments of FLUX

SOC 2 Type IIISO 27001GDPROpen and commercial weights

How we work with you.

Our forward-deployed engineers work with you from first SKUs to production.

  1. 01Scope
    A two-tone lounge chair on an olive and pink backdropA glossy mustard-yellow armchair on a grey studio backdropA blue sofa in a wood-panelled roomA man holding an orange sneaker up to the cameraA hand wearing two gold rings resting under a Doberman’s chinA model in an oversized denim jacket on a green backdrop
    • Label legible
    • Color on spec

    Bring your SKUs

    Send us the products and shots your pipeline is struggling with. Then align with us on QA criteria.

  2. 02Build
    LoRA
    Input photo: a woman in a white fur coat resting her hand on a chestnut horse in a snowy barnInput

    We tune FLUX for your products

    Our engineers build the workflow: reference photos, prompts and a LoRA trained on your catalog.

  3. 03Measure
    Approval rateRound 1Round 2Round 3Round 4Your acceptance bar
    Illustrative

    Test against evals

    Each round reports approval rate, cost per approved asset and latency on the same sample.

  4. 04Scale
    Control ↑APICustomendpointSelf-hostedweightsVolume →
    Illustrative

    Deploy to production

    Run on the API, get a dedicated endpoint or self-host the weights, and move up as volume grows.

What retail teams build with FLUX.

Core use cases currently deployed at the largest retailers in the world.

Background and scene replacement

Restage a SKU in new settings, seasons, and markets without a reshoot. Product consistency while changing the set, lighting, and angle.

Precise, local editing

Fix defects, reflections, swap a prop, or relight a hero shot. FLUX lets you draw a bounding box around what should change, while keeping the rest of the image the same.

Colorway and material variants

Show every color, finish and fabric of a SKU from one approved photo, instead of shooting each variant.

A Doberman in profile resting its chin on a hand wearing two gold rings, against a white backdrop

Every ad format

Extend an approved image to every placement or aspect ratio using references, precise editing, and outpainting.

Seven models in a line against white, wearing jumpsuits, trench coats, denim, tailoring and leather, some in motorcycle helmets

On-model imagery and virtual try-on

Go from flat lay or packshot to on-model shots. Let shoppers try on a full outfit naturally and accurately.

An illustrated cutaway of a three-storey building with a roof garden, studio, library, cafe and courtyards

3D and CAD renders to photo

Turn furniture, vehicle and product renders into photoreal shots in any room or on any road, starting from the geometry you already designed.

Have a workflow that isn’t listed? Talk to our team

FLUX 3 Image

Multiple products combined in one visual.

Give FLUX 3 Image up to 10 product references and a bounding box for each. It builds the scene around them, in the exact layout you want. Comes in up to native 4K.

See FLUX 3 Image
A streetwear look in Times Square composed from six product references, each placed with a bounding box

Send us the SKUs you’re struggling with.

We’ll work with you and measure against your own QA criteria.

Run it however you want.

Start on the API or use your own model as volume grows.

API

Start on the API

Generate and edit with FLUX 3 Image, FLUX VTO and FLUX Outpainting. No infrastructure to run.

Read the docs
Open weights

FLUX 3 Image Klein

A small, fast model built for precise editing. Fine-tune it with LoRA on your products and run it on your own GPUs.

Explore open weights
Custom endpoint

Your fine-tune, hosted by us

We fine-tune on your products and serve the model on a dedicated endpoint. You never run a GPU.

Ask about endpoints
Commercial weights

Your own model

License any FLUX model, fine-tune it on your catalog and run it on your infrastructure for a fixed fee.

Explore commercial weights

Security first.

  • SOC 2 Type II and ISO 27001Certified security and information management
  • GDPRGDPR-compliant data processing is standard
  • Zero data retentionDedicated instances with network isolation
  • Commercial license termsClear rights to self-host and fine-tune the weights
  • A model that stays putSelf-hosted weights don’t change until you update them

Frequently asked questions

Can AI product photography keep my product exact, including logos, labels and packaging text?

FLUX is built to keep the product fixed while everything around it changes. FLUX 3 Image takes up to 10 reference images and edits only inside the boxes you draw, so the rest of the image stays as it was. Fine print and small logos are the hardest part of any product image, so test on your own SKUs against your QA criteria before you scale. Our engineers can run that evaluation with you.

How do I turn one product photo into lifestyle, on-model and channel-ready images?

Start from a clean product photo. FLUX 3 Image places it in new scenes, FLUX VTO dresses a model in the garment, and FLUX Outpainting extends the result to every aspect ratio. All three run on the BFL API.

Does FLUX support virtual try-on?

Yes. FLUX VTO dresses any person in a garment from a packshot or an on-model reference, one piece or a full outfit. It is built for low latency, so it works in interactive fitting rooms as well as catalog pipelines.

Can we fine-tune FLUX on our products or brand style?

Yes. FLUX 3 Image Klein is an open-weights model you can fine-tune with LoRA on your own product photos. Commercial weights for the larger models come with mid-training checkpoints and our forward-deployed engineers, and the fine-tuning platform with its training code is available as an add-on. If you would rather not train yourself, we fine-tune on your data and serve the model on a dedicated endpoint.

Can we self-host FLUX for catalog-scale generation?

Yes. Commercial weights let you run any FLUX model on your own infrastructure, so your product data never leaves it, for a fixed fee however many images you make. Running FLUX 3 Image Klein in a product also needs a commercial license.

How should we measure the cost of AI product images?

By cost per approved asset, not price per image. An image that fails QA still costs the generation, the review and the retouch or reshoot that replaces it. Compare models on the share of outputs that pass your QA on the same sample of SKUs, then on cost, latency and the effort to run them.

Can FLUX resize product images for every marketplace and ad placement?

Yes. FLUX Outpainting extends an image in any direction and fills the new space to match the scene, without a prompt. One approved image can cover every aspect ratio a channel needs.

We already use another image model. Can FLUX work alongside it?

Yes. Many retail teams run several models in one pipeline. FLUX fits as the step that keeps the product exact: scene changes, local edits and try-on, called through the API or served from self-hosted weights.

What security and compliance does BFL offer retail teams?

BFL is SOC 2 Type II and ISO 27001 certified, and GDPR-compliant data processing is standard. Enterprise customers can run on dedicated instances with zero data retention and network isolation, and self-hosted weights keep your data on your own infrastructure.

How do we start an evaluation?

Contact sales with your workflow and a sample of SKUs, including the ones your current pipeline gets wrong. Our forward-deployed engineers scope the test and agree the acceptance criteria with you up front. You can also start with evaluation access to the weights, or a hosted pilot fine-tuned on your data.

Talk to sales

Tell us about your catalog, your channels and where images fail QA today.