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AI engineering studio · built on Claude

Agents that ship.
Workflows that hold up.

From Claude API features to custom agents, MCP servers, and team-wide Claude Code — we design, build, and run agentic systems for companies that need production, not demos.

our work ↓

our work

AI Agents, shipped to production.

Real engagements for teams that can't afford it to break. We've kept names off the page until our clients clear them — happy to walk you through the work on a call.

Content tooling · Client

A national video-production studio

Wired into their content and production workflow — turning briefs and raw notes into structured, on-brand output the team can ship.

Claude APINext.jsTypeScript
Internal tools · Client

A 50-year-old security company

Grounded in their own systems via MCP — assistants and automations that answer from real operational data, not guesses.

Claude APIMCPNext.js

services

What we build

01

Claude API features

popular

Chat, extraction, classification, and RAG wired into your product — streaming, tool use, and prompt caching, built to hold up under real traffic.

2–4 weeks
02

Agents & workflows

Agents that do real work, with the guardrails, evals, and observability that keep them dependable once they leave the demo.

3–6 weeks
03

MCP & integrations

Model Context Protocol servers that connect Claude to your data, tools, and internal systems — grounded, permissioned, auditable.

1–3 weeks
04

Claude Code enablement

Get your engineering team shipping faster with Claude Code — setup, repo conventions, workflows, and hands-on training.

1–2 weeks
05

AI product builds

End-to-end Next.js + Claude applications, from prototype to production deployment and the operations around it.

by scope

how we build

We pick the right tool for the job.
An AI agent when the work is open-ended. Deterministic code when it has to be exact. Usually both.

AI agentDeterministic code
Best forAI agentOpen-ended, judgment, languageDeterministic codeExact, repeatable, high-volume
BehaviorAI agentAdapts to contextDeterministic codeSame result every run
LatencyAI agentHundreds of msDeterministic code< 10 ms
CostAI agentPer tokenDeterministic codeFractions of a cent
ObservabilityAI agentTraces + evalsDeterministic codeSource-level
We reach for itAI agentAgents, copilots, extractionDeterministic codePipelines, rules, guarantees

◐ We build both. The hard part is knowing which one the problem needs.

built on Claude

We live in Anthropic's stack.

Claude is the core of what we ship — and how we ship it. The tools we build with, day to day:

Claude APIClaude CodeMCPAgent SkillsNext.jsTypeScript

On the Claude Partner Network path.

Our team is completing the Anthropic Academy certification track — Agent Skills, the Claude API, MCP, and Claude Code.

about

The studio

aria is a small, senior team that builds production AI. We find the rules of thumb that already run your business and turn them into durable software — with agents doing the open-ended work and deterministic code holding the line. Operators first, model-wranglers second.

2
Clients in production
4
Anthropic tools we ship with
100%
Built on Claude
2026
Established

contact

Let's build something
that ships.

Tell us what you're building with Claude. We'll tell you how we'd approach it — and whether we're the right team for it.

Straight to the team · no spam
ariaest. 2026 · AI engineering, built on Claude
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