02About
Built with care, rigour, and shared ownership
An AI lab with the soul of a studio.
We are five engineers and researchers who believe great AI work is done the same way great software is, with care, rigour, and an honest relationship with complexity.
/ ORIGIN
Born inside 404Studios
/ TEAM
Five specialists, one practice
/ STANDARD
Systems built to last
Our Approach
We connect the system before we change it.
Reliable AI comes from treating discovery, engineering, and implementation as one continuous loop, not a series of handoffs.
01See the system
Trace the real workflow, its constraints, and the places where it breaks under pressure.
02Engineer deliberately
Choose the intervention that creates durable leverage, not simply the newest tool.
03Implement to hold
Build, evaluate, and verify the system in the conditions it will actually face.
Our Mission
To make AI systems that are reliable, understandable, and genuinely useful, by building with rigour from the first line of code.
Our Vision
A world where AI-powered products are held to the same standard as any other critical software, tested thoroughly, deployed responsibly, and built to last.
How We Work
Four principles we never compromise on.
Measure before you ship
We build evaluation pipelines before we build products. Quality is defined before it is built.
Own the whole stack
We do not hand off the hard parts. Infra, evals, integration, and product live under the same roof.
Transparency first
We tell clients what we do not know. We red team our own work. We document failure modes.
Equal ownership, shared outcome
We work as one practice, with every discipline accountable for the outcome.
A sister company relationship
Two focused practices, one stronger product outcome.
Karat Labs is 404Studios' AI counterpart. Karat Labs designs reliable AI systems and research infrastructure, while 404Studios builds the digital products and software experiences around them. Together, we can take a product from interface to intelligence.
Meet 404Studios