AI Agent Systems · Hardware + Software

Deploy AI Agents That Dissolve Corporate Bottlenecks

We architect autonomous AI agents — and the hardware and software stack they run on — to clear the operational choke points that quietly drain your team's hours, margins, and focus.

24/7
Autonomous Operation
End-to-End
Hardware + Software
Custom
Built to Your Stack
Support Agent
Ops Agent
Analytics Agent
Edge Hardware
Data Pipeline

A full-stack agent practice — model, orchestration, integration, silicon.

LLM Orchestration
Tool-Use Agents
RAG Pipelines
Edge Deployment
Custom Hardware
API Integrations
What We Build

Two Tracks. One Bottleneck-Free Business.

Every corporate drag has a root cause — we find it, then ship the right mix of agents, integrations, and hardware to remove it.

Software Track

AI Agents & Intelligent Systems

Autonomous agents that read, decide, and act across your existing tools — not another dashboard your team has to check.

  • Multi-step agent workflows Agents that chain reasoning across your CRM, email, docs, and internal APIs.
  • Tool-use & RAG systems Retrieval over your private data, with agents that cite what they used.
  • Process automation pipelines Replace the 40-step human handoff with a supervised agent graph.
  • Custom conversational interfaces Voice, chat, and embedded copilots — trained on your domain.
Hardware Track

Purpose-Built Compute & Edge Systems

When the cloud isn't the answer — we spec, build, and deploy the physical layer your agents need to run reliably inside your operations.

  • On-prem AI inference rigs For regulated data, low-latency needs, or cost at scale.
  • Edge & IoT agent devices Sensors and compute modules that run agents where the work happens.
  • Factory & floor automation Agents wired directly into cameras, scanners, and PLCs.
  • Custom rack & networking builds Turnkey hardware your IT team can actually maintain.
Engagements

How We Partner With You

Flexible engagements tailored to where you are in your agent journey.

Bottleneck Audit

A focused discovery sprint that maps the operational choke points draining hours from your team — and ranks them by ROI.

  • Process & data flow mapping
  • Agent-opportunity ranking
  • Hardware vs. software recommendation

Hardware Integration

Spec, source, and deploy the compute, edge devices, and networking your agents actually need — on-prem, on-floor, or in-vehicle.

  • On-prem inference hardware
  • Edge & sensor deployment
  • Install & IT handoff

Retainer & Evolution

Agents aren't a one-shot build. Ongoing tuning, model upgrades, new tool integrations, and monitoring as your business changes.

  • Monthly iteration cycles
  • Model & prompt upgrades
  • Observability & uptime
Where Agents Pay Off

The Bottlenecks We See Most

If any of these sound familiar, an agent can probably help.

01

Inbox & ticket triage

Support, sales, and ops inboxes eating hours. An agent reads, categorizes, drafts, and routes — with a human at the top of the loop, not the bottom.

02

Quote, proposal & RFP generation

Agents pull from your product catalog, past wins, and pricing rules to draft quotes your team just reviews — not writes from scratch.

03

Back-office data reconciliation

Invoices, POs, CRM fields, inventory counts — the places where data has to match but never does. Agents reconcile and flag exceptions.

04

Floor, field & shop automation

Cameras + edge compute + agents that see defects, count inventory, or log compliance events in real time — with no cloud round-trip.

05

Internal knowledge retrieval

Your SOPs, contracts, and Slack history are a dataset. A retrieval agent answers questions in seconds with citations back to the source.

06

Reporting & executive briefings

Pull from every system of record, summarize the delta, and push a briefing to the people who actually need it — on schedule, every time.

Our Process

From Bottleneck to Autonomous Agent

A proven five-step path — tight scope, tight feedback loops, real production outcomes.

01

Discover the Bottleneck

We sit with your team and watch the work. We identify where time, money, and attention are leaking — and whether software, hardware, or both are the right lever.

02

Design the Agent Architecture

We scope the agent's job: what it reads, what tools it calls, what decisions it makes, where a human stays in the loop, and where it runs.

03

Build & Integrate

We write the agent, wire up the integrations, and — where needed — spec and install the physical hardware it runs on.

04

Evaluate & Harden

Before it touches production, we run evaluations, add guardrails, and pressure-test the edge cases. Agents that ship should already have a track record.

05

Deploy, Monitor, Evolve

We deploy into your environment, train your team, and stay on to tune, upgrade models, and expand the agent's responsibilities as trust compounds.

Why Swishy

Agents Are the Unlock. Execution Is the Moat.

Plenty of vendors will sell you a chatbot. We build agent systems that actually run the work — from the model layer down to the metal — and we stay accountable for whether they move the metrics that matter to you.

You work directly with the founder. No account managers, no handoffs, no overseas rewrites. Just a specialist focused on dissolving the specific bottlenecks slowing your business down.

Founder-Led Delivery

Direct access from first call to final deploy — no translation layer between you and the build.

Hardware + Software Under One Roof

When an agent needs a camera, an edge box, or an on-prem rig, we handle the physical layer too.

Evaluated, Not Just Demoed

Every agent ships with an evaluation harness. We can tell you — with numbers — how well it does its job.

Built to Evolve

Models change monthly. Our agents are designed to be upgraded, not rebuilt, as the frontier moves.

Let's Build

Tell Us Where It Hurts.

Send over the bottleneck — we'll come back with a candid take on whether an agent is the right fix, and what it would take to build.

Email

gabejcrozier@gmail.com

Phone

440-636-3644

Business Hours

Mon-Fri: 9:00 AM - 6:00 PM ET