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About

The company behind the systems

HSR AI Tech is an applied-AI company. This page covers who we are, what we do, and how we work.

Overview

Applied AI, done properly

HSR AI Tech is an applied-AI company. We build, evaluate and deploy AI models and agent systems for businesses that want the technology doing real work — not running as a demo.

The work has three parts. Models: choosing, adapting and evaluating foundation models for a specific task, then deploying them where the client’s data already lives. Agents and pipelines: systems that read, decide and act across business tools, with a person approving anything consequential, and pipelines that turn documents and web sources into structured, checkable output. Advisory: helping a team decide what to build, what to buy and what to leave alone, and enabling them to run the result.

We are model-agnostic and cloud-native. Systems run inside the client’s own cloud account, we do not train on client data, and cost, latency and accuracy are measured from the first prototype.

Company details

Business
Applied AI — building and deploying AI models and agent systems for business
Focus
Research automation, operations and customer-facing workflows
Website
hsraitech.com

How we work

Three habits we hold ourselves to

01

Measure it

Every model and agent is scored on the client’s own data before it ships. If the numbers are not good enough, we say so and change the approach.

02

Keep a person in the loop

Automation handles the volume; a named person approves anything consequential. Accountability does not move to the model.

03

Say what we do not know

Limits, failure modes and open questions are written down with the deliverable. A confident-sounding gap is worse than a stated one.

Why HSR AI Tech

What a focused engineering team brings to an AI project

Model-agnostic

We work across leading closed and open-weight models and choose by measured fit for the task, not by habit.

Production, not demos

Deliverables are running systems with evaluation results, monitoring and cost controls — not slide decks.

Bilingual by construction

English and Chinese sources, interfaces and documentation, so nothing is lost to translation.

Cloud-native

Designed to run inside the client’s own cloud account, with Amazon Web Services as our primary platform.

Want to know more?

See what we do and how we operate, or reach us directly by email.