Ari — Sovereign AI — Xeris Technologies

Meet Ari — Sovereign AI

This is Ari.

Our proprietary NumPy-native large language model. Built from scratch — not a wrapper, not a fine-tune. Trained on your data, deployed on your stack, owned by you.

Ari

Sovereign LLM

How do we cut customer support load by 40%?
Train me on your last 12 months of tickets. I'll triage, draft replies, and route the rest. Deploy in two weeks.
NumPy
On-prem
Custom
NumPy-Native LLM · Custom Training · Web Implementation · On-Prem Deploy · Agentic Workflows · Built From Scratch · Your Data, Your Model · Zero Vendor Lock-in · NumPy-Native LLM · Custom Training · Web Implementation · On-Prem Deploy · Agentic Workflows · Built From Scratch · Your Data, Your Model · Zero Vendor Lock-in ·

What We Sell

Ari, shipped.

We don't sell API credits. We sell the whole engagement — strategy, build, training, deploy, and the website she lives on.

Custom Training

Bring your corpus — documents, tickets, transcripts, codebase. We train Ari on it from the ground up. The model is yours: weights, evals, and pipeline included.

Domain Tuning
RAG Pipelines
Eval Suites
Private Hosting

Web Implementation

Full-stack websites with Ari embedded — chat, search, copilots, lead capture.

Agentic Workflows

Ari with tools, memory, and guardrails. Automate the parts of your business that bleed hours.

Conversational Interfaces

Customer support, internal knowledge, sales qualifiers. Voiced and tuned to your brand — not a generic chatbot.

Deployed

On-Chain Agents

Ari with delegated authority on Xeris L1 — spending limits, kill switches, and auditable on-chain actions.

In Development

Why Ari

Not a wrapper.
A model.

Every other "AI agency" is a thin shim over someone else's API. Ari is ours — engineered from first principles in pure NumPy, which means we can tune, prune, and ship her anywhere. Your laptop. Your cluster. Your air-gapped box.

Built from scratch

NumPy-native architecture. No PyTorch lock-in, no upstream policy risk, no surprise model deprecations.

Your data stays yours

Train and host on infrastructure you control. We never see your corpus after handoff.

Tuned, not prompted

We train Ari into your domain instead of duct-taping prompts around a generalist model.

Shipped end-to-end

Model, pipeline, website, monitoring. One team, one engagement, one invoice.

Engagement

From call to ship.

01

Discovery

We scope the problem, the data, and the win. One week.

02

Train

Ari learns your domain on infrastructure of your choice.

03

Build

Website, interfaces, integrations. Designed and engineered in-house.

04

Ship

Deploy, monitor, iterate. Handoff if you want it.

One stack. Capital and intelligence.

Put Ari to work.

Tell us what you're trying to automate. We'll come back with a scope.