AI Automation
Language models put to work on real operations: triage, drafting, extraction, classification, and decisions — running reliably in the background.
AI Automation Studio
MVS designs and ships AI automation, workflow systems, and custom integrations — so manual operations disappear and the tools you already run finally work as one.
- AI systems
- Workflow automation
- Integrations
- Internal tools
- Process optimization
Services
A focused set of engagements.
Four ways we plug in. Each one ends with something running in production that your team owns.
Workflow Design
We map how work actually moves, then rebuild it as automated pipelines with clear handoffs, checks, and fallbacks.
Custom Integrations
CRMs, databases, internal APIs, and SaaS tools connected into one system that stays in sync — without manual glue.
Internal Tools & Consulting
Lightweight dashboards and control panels that give your team one place to see what's happening and act on it.
In action
See an agent at work.
One engagement, running live: a support agent wired into a helpdesk, answering with real account and order context.
Customer Support AgentMost popular
Support deskDrop it into your helpdesk and it reads the full ticket history, checks order and account status against your systems, and drafts a resolution — or replies directly for routine cases. Your team reviews the edge cases instead of triaging every message.
Reads full thread context
Live order & account lookups
Drafts or auto-sends replies
Explore support automation
Where's my order? It should have arrived yesterday — #4821.
Looked up order #4821 · Shipd API
Order #4821 shipped on the 3rd, but the carrier logged a transit delay. It's out for delivery today before 6 pm. I've applied a $10 credit for the hold-up.
Perfect, thanks.
Anytime. I'll keep watching the delivery and follow up here if it slips.
Process
Audit, design, deploy.
A short path from first call to a system in production. No open-ended retainers.
01 Audit
Find the leverage.
We map your operations, tools, and bottlenecks, then rank automations by leverage against effort.
02 Design
Specify the system.
Data flow, models, integrations, guardrails, and the interface your team will actually use.
03 Deploy
Ship and hand over.
We move it to production, monitor it in the real world, and hand over documentation and full ownership.
Outcomes
What changes after we ship.
Engagements are scoped around outcomes, not deliverables. A few of the common ones:
Reduce manual operations
Repetitive back-office work moves into automated pipelines your team supervises instead of running by hand.
Automate lead flow
Inbound leads get captured, enriched, scored, and routed the moment they land — no one copy-pasting from a form.
Connect scattered tools
One source of truth across CRM, docs, billing, and support, kept in sync automatically.
Internal AI-assisted workflows
Your team gets AI copilots wired directly into the systems they already work in.
Capabilities
The stack we build on.
Chosen per project, not bolted on. A representative slice:
- Models & AI
- OpenAI and open models, embeddings and retrieval (RAG), structured extraction, evaluation harnesses.
- Automation
- n8n, event queues, webhooks, schedulers, and typed job pipelines.
- Integrations
- REST and GraphQL APIs, HubSpot and Salesforce, Slack, Notion, Postgres, warehouses.
- Interfaces
- Internal dashboards, admin panels, review queues, and reporting surfaces.
The AI stack behind our agents
OpenAI
Anthropic
Gemini
Grok
Mistral
Perplexity
LangChain
CrewAI
n8n
Make
Python
Docker
Why MVS
Senior engineers, start to finish.
MVS is a small team that has built automation and AI systems inside fast-moving companies — not slide decks about them.
The people who scope your system are the people who build it. No account managers, no offshore handoff. You own the code, the infrastructure, and the documentation from the first commit.
- Senior engineers only
- Weeks to production, not quarters
- You own everything we build
Get started
Design the automation layer for your business.
Book a 30-minute call. We'll map the highest-leverage automations for your team — no pitch deck.