Snappened — Engineering

Coding

Beyond the frame, we ship software. Production pipelines for generative digital media, and full products taken from first commit to paying users.

SaaS · Pipelines · Infrastructure
Live Product

ShotMatch

An AI-powered color grading SaaS. Describe a look and get a ready-to-use LUT, match one shot to another, or grade full videos — in the browser or straight from your NLE.

  • Prompt-to-look — describe it, get a .cube LUT
  • Reference matching for image & video
  • GPU-backed video grading & VFX transcode
  • Public API + MCP tools for agents
Visit shotmatch.io →
SaaS Live in production
The Build

One studio, the whole stack.

ShotMatch isn't a thin wrapper around a model. We provisioned and tuned the VPS, wired Stripe billing end to end, built the backend and the browser front end, and stitched in serverless GPU compute and the API layer that ties it together — every tier, in-house.

VPS & infra Stripe billing Backend Front end API calls GPU pipeline
  • Prompt-to-look — describe a look, get a ready-to-use .cube LUT
  • Reference matching for image & video — match one shot to another
  • Real-time WebGL grading in the browser — curves, selective color, white balance
  • GPU-backed video grading & VFX transcode (ProRes 4444 / DNxHR / 16-bit)
  • Serverless GPU that scales to zero, with presigned direct-to-storage uploads
  • Stripe subscriptions, metered quotas & a customer portal
  • Public REST API + MCP tools so AI agents can grade programmatically

Have a pipeline or a product to build?

Let's talk →