BFL AI Studio

01

Business context

BFL AI Studio was conceived to reduce the manual effort, inconsistency and coordination involved in producing e-commerce product imagery at scale. The platform is intended to bring product upload, model selection, generation, review, approval and final delivery into one structured workflow.

02

The challenge

Translate a repetitive, multi-stage creative-production problem into a controlled software workflow — without losing the quality judgement that makes e-commerce imagery usable.

03

Role & responsibilities

I independently conceived the product, defined the workflow, designed the user experience, structured the production logic and developed the working prototype. Stakeholder input is used to validate operational requirements, but product definition and build ownership remain with me.

The prototype is independently owned and built by me, with workflow input and validation from relevant creative, styling and operational stakeholders.

• Defined the original product concept.
• Designed user roles and permissions.
• Planned end-to-end production workflows.
• Designed interface and interaction logic.
• Connected creative requirements with application logic.
• Developed prototype functionality independently.
• Planned batch uploads and scheduling.
• Designed quality-control and approval stages.
• Structured production-gallery and reporting requirements.
• Coordinated creative, styling and operational expectations.

04

Strategic approach

1. 01Start from the production line, not the interface — map every stage an image passes through before it is publishable.
2. 02Make quality a gate rather than an afterthought: confidence review, approval/rejection and stylist QC are first-class steps.
3. 03Keep models and backgrounds fixed systems so output stays consistent at volume.
4. 04Design for batch reality — uploads, scheduling and bulk production rather than one-off generation.
5. 05Give leadership visibility: production-line status, cost and time estimation.

05

Team & stakeholders

• Product ownership and development carried independently.
• Workflow input and validation from creative, styling, e-commerce operations and production stakeholders, plus technical or security stakeholders where required.

06

Solution & capabilities

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Technology & data

07

Process & workflow

1. 01Product Upload→
2. 02Product Record / UPC→
3. 03Model and Background Selection→
4. 04Hero Image Generation→
5. 05Confidence / Quality Review→
6. 06Approve or Reject→
7. 07Supporting Angle GenerationPlanned→
8. 08Stylist Quality ControlPlanned→
9. 09Production Gallery→
10. 10Final DeliveryPlanned

Steps marked Planned are not yet complete.

08

Outcome & status

• No verified quantitative outcome is currently available for publication.
• The prototype demonstrates how product-image generation, review and approval can be organised into one clearer and more scalable production workflow.
• Demonstrates product ownership, workflow design and the translation of creative-production problems into software systems.

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Known limitations & next stage

• The core product structure and workflow have been prototyped; selected modules and integrations remain under development.
• Further validation is required before wider internal adoption.

Next stage: Complete the in-development modules and validate the workflow toward internal beta.

09

Gallery

Interface and campaign visuals are placeholders until sanitised assets are supplied. Confidential product, customer and commercial data is excluded.

10

Video