Your solution to the maze

Byterinth is a Maryland engineering team that builds AI/ML systems and data pipelines. We ship working software in weeks.

Book a 30-minute call See our work

What we build

Four engineers covering AI, backend, frontend, and data. Most projects use more than one of these.

  1. AI prototypes

    A working demo on your own data in two to four weeks. It comes with the code, a test report on where the model holds up and where it doesn’t, and a plan for the next step.

  2. AI inside your product

    Assistants, agents, document search, and automations wired into the tools you already use. We pick the model for the job, whether that’s OpenAI, Anthropic, AWS Bedrock, or an open model you host yourself.

  3. Web apps and internal tools

    Dashboards, customer portals, APIs, mobile apps, and marketing sites. We handle the frontend, backend, database, auth, billing, and deployment.

  4. Data pipelines

    Spreadsheets, PDFs, public records, sensor feeds. We pull them into one clean place you can search, map, and build on.

Things we’ve built

All projects

Independent research, ongoing

0.916 AUROC predicting answer correctness

SDQ Catching reasoning errors inside a language model

Can you tell a model is about to answer wrong by reading its hidden states?

Hackathon project, built in one week

2nd place at Booz Allen Hamilton AI Codefest 2025

EcoSort Sorting recyclables from a photo

A computer vision app built in one week, and the data bug we caught along the way.

In-house project

Tonalyst Spotting synthetic voices on a live call

A deepfake voice detector that works on streaming audio.

Internal tool

LandBeat One map from scattered property records

A data pipeline that turns public property records into scored parcels on a map.

These are in-house projects. They show how we work while our client list gets started.

“I was incredibly impressed with what they accomplished, especially since they’re all just first-year students!”

Judge, Booz Allen Hamilton AI Codefest 2025

How a project runs

  1. Call

    Thirty minutes. You describe the problem and we tell you if we’re a good fit.

  2. Proposal

    Scope, price, and timeline in writing, within three business days.

  3. Build

    Working software every week, so you can change direction early.

  4. Handoff

    You own the code, the data, and the docs. We stay on call for fixes.

Four engineers. You talk to the people writing the code.

Small on purpose. For bigger projects we bring in engineers we’ve built with before.

Working with government and primes

We test AI models for the failures a headline accuracy score hides, and we build the software around them. Registered in SAM.gov and open to teaming and subcontracting.

Contracting details
UEI
USFJK5FZJ1G7
CAGE
25GR9
Primary NAICS
541511
Status
Minority-owned small business

Got a problem you’ve been putting off?

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