Applied AI
AI models, put to work on real business problems.
HSR AI Tech is an applied-AI company. We build and deploy AI models and agent systems that solve concrete business problems — research, operations and customer-facing work — inside the client’s own cloud.
One engagement, start to finish
- 01 Scope the problem
- 02 Prototype & evaluate
- 03 Deploy on your cloud
- 04 Operate & improve
Business
Applied AI — building and deploying AI models and agent systems for business
Focus
Research automation, operations and customer-facing workflows
Contact
Who we are
An engineering company, not a slide deck
HSR AI Tech builds AI systems that do real work. We start from a business problem — a research process that takes too long, an operations queue nobody can keep up with, a customer channel that needs answers around the clock — pick the model and architecture that measurably fit, and deploy the result in the client’s own cloud with monitoring, cost controls and a person in the loop.
More about the firmFour things we do
- 1 Applied AI Models
- 2 AI Agents & Automation
- 3 Data & Research Pipelines
- 4 AI Advisory & Enablement
What we do
Models, agents, pipelines, advisory
Four service lines that share one output: an AI system that is measured, deployed and running on the client’s problem.
Applied AI Models
Selecting, adapting and evaluating foundation models for a specific business task — and getting them into production.
AI Agents & Automation
Agent systems that carry out multi-step business workflows — with tool access, guardrails, and a person approving what matters.
Data & Research Pipelines
Continuous pipelines that turn documents, filings and web sources into structured, reviewable output.
AI Advisory & Enablement
Practical help deciding what to build, what to buy and what to leave alone.
How we operate
Principles before volume
01
Evaluate before deploy
Every model and agent is measured against the client’s own data before it touches production.
02
Human in the loop
Consequential actions wait for a person. Automation speeds up the work; it does not remove accountability.
03
Your data stays yours
Systems run in the client’s cloud tenancy. We do not train on client data.
04
Cost is a design constraint
Token spend, latency and infrastructure cost are tracked from the first prototype.
Why us
Built for production, not for demos
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.
Questions about our company?
We work with companies that want AI models doing real work. Email is the fastest way to reach us.