2026In progress
Practical model evaluation
Developing repeatable ways to compare quality, reliability and cost for real customer workflows.
Research
Donkm.Tech Labs — pushing the frontier of generative imaging.
As a bootstrapped startup, we explore focused questions in model quality, controllability, efficiency and safety, then apply what works to practical products.
Current work
What we are exploring.
2026Exploration
Brand-consistent generation
Testing lightweight approaches that help generated visuals stay closer to a customer's brand system.
2025Foundation
Safer image workflows
Establishing responsible review and moderation practices for the products and client solutions we build.
Research focus
Four questions we care about.
Controllability
How do we let users steer composition, lighting and style without losing fidelity?
Efficiency
Smaller, faster, cheaper inference — without giving up image quality.
Safety & IP
Building generative systems that respect creators, trademarks and consent.
Evaluation
Better metrics for what humans actually consider a 'good' generated image.
Want to collaborate?
We work with academic labs, independent researchers and partner companies.
Get in touch