Controlled by design
Clear boundaries, guardrails, and review points.
Independent AI systems studio · Austin, Texas
Marbatis Systems
Reliable AI systems for real work.
We design and build practical AI products with clear boundaries, continuous evaluation, and human judgment built in.
Measured in use
Evaluation loops that make quality visible.
Built for people
Useful automation with human judgment intact.
Products
Working systems, not just AI demos.
Marbatis turns focused problems into usable products, then improves them through evidence, feedback, and operational discipline.
01 / Product
BuildBrief
Private, on-device idea briefs for iOS and Android.
Choose a fast, free first pass or a deeper paid teardown before committing time and budget.
- Three mobile apps across iOS and Android
- On-device processing with no account required
- Free Quick apps and a deeper paid Android option
02 / Product
SpeakSignal
Practice speaking with one focused clarity correction at a time.
Choose a topic—or add your own—and speak out loud. SpeakSignal listens in real time, gives one useful correction, and lets you retry privately.
- American and British coaching modes
- Broad topics plus your own
- Verified Free and Daily Practice accounts
Studio note
We’re curious about the moment an AI output becomes a real decision.
That is where context, evidence, uncertainty, and human judgment matter most—and where thoughtful systems earn trust.
How we build
Reliability starts before the model call.
The useful layer is the whole system around the model: the workflow, evidence, limits, review path, and feedback loop.
Frame the workflow
Map the decisions, evidence, handoffs, and boundaries first.
Ship the useful slice
Build the smallest coherent product that can teach us something.
Evaluate the system
Measure outputs, trace failures, and keep human review where it matters.
Contact
Have a workflow worth making better?
Tell us where the work slows down, loses context, or needs a more dependable AI-assisted path.
hello@marbatis.ai