KK

Kamil Kwapisz

From idea to working PoC to business results

Own product · E-commerce / DTC sellers

ShotsFlowAI - studio-quality product shots without a studio

Validating an AI image idea by shipping a working SaaS, not a pitch deck - from concept to paying-ready product.

  1. Context
    Own product · E-commerce / DTC sellers
  2. The problem
    Small e-commerce sellers need clean, studio-quality product photos but can't afford a photographer or a shoot for every SKU.
  3. What I built
    I built ShotsFlowAI: a web app that turns a plain product photo into studio-grade shots in seconds. Rather than write a spec and guess, I shipped a real, usable product to test the idea against actual output quality.
The result

A live product (shotsflowai.com) that produces usable studio-style images in seconds with set of predefined filters.

Stack
FastAPI + Svelte + FalAI + Postgres

Context

ShotsFlowAI is one of my own products. I’m using it here as a case study because it shows exactly how I work with clients: take an AI idea with real business problem and solve it with easy-to-use software and high level of automation.

The problem

Product photography is expensive and slow. For a seller with dozens or hundreds of SKUs, a proper studio shoot for each one isn’t realistic. AI image generation is the obvious lever, but the honest question is whether generated shots are consistent and good enough to put in front of customers - not whether a model can produce an image at all. Sellers also want to show their products with different angles to adjust product’s visualization to different types of customers.

What I built

I built a working SaaS: upload an existing product photo, get studio-quality shots back in seconds. Shipping the real product meant I could judge the output the way a customer would, and iterate on the pipeline against actual results. The app allows picking style for each photo and generate different images at once.

The result

A live product at shotsflowai.com that turns a single photo into usable studio-style images in seconds - collapsing hours-to-days photo shoot into a few clicks. More importantly, the working demo answered the core quality question immediately, which is the whole point of a proof-of-concept.

What it proves

The fastest way to know whether an AI idea is worth investing in is to build the smallest real version that tests its riskiest assumption. That’s the same approach I bring to client work: a working demo you can actually evaluate, with a clear read on whether it’s worth taking further.

Have an AI idea? Let's find out if it's worth building.

Book a free 30-minute call. No pitch - just a straight answer.

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