AI that does real work
inside real companies.
Vulgo Systems is an AI agency. We build agents and automations that take over the work your teams shouldn't be doing by hand — for clients across the Americas, the UK and Europe.
From first call to project kickoff in four steps
Every engagement starts the same way, and AWS funding is applied for before delivery begins.
Calls take 30 minutes. Pick any open slot.Introduction & Scoping
Introduction meeting and initial scoping discussion with the customer.
SoW Preparation, Readout & Alignment
Draft and share the SoW, then review it with the customer and align on scope, deliverables, and assumptions.
AWS Funding Application & Approval
Submit the project for AWS funding and obtain approval.
Project Kickoff
Finalize the project setup and officially kick off the delivery.

We build on AWS
Models and agents
Amazon BedrockBedrock
Amazon Bedrock AgentCoreAgentCore
Amazon SageMaker AISageMaker AI
Knowledge and retrieval
Amazon Bedrock Knowledge BasesKnowledge Bases
Embedding models on Amazon BedrockEmbeddings
Compute and orchestration
AWS LambdaLambda
AWS Step FunctionsStep Functions
Amazon EKSEKS
Data and analytics
Amazon S3S3
AWS GlueGlue
Amazon AthenaAthena
Amazon QuickQuick
What we build
Six ways we put AI to work — from a single automation to a full delivery pipeline.
AI agents & automations
Custom agents for document processing, reconciliation, reporting and customer workflows — connected to your systems, humans in the loop where it matters.
Agents for documents, reports and workflows.
Agentic system orchestration
Multi-agent systems designed, orchestrated and monitored end to end — LangGraph state machines, tool use, guardrails and evaluation.
Multi-agent systems on LangGraph, monitored end to end.
RAG & private AI
Retrieval-augmented answers over your own documents, on self-hosted LLMs when data must never leave your infrastructure. Proven on sensitive medical data.
Answers over your documents, on your own servers.
AI-assisted software delivery
Your product built by agent-augmented teams — AI writes, reviews and tests, senior engineers stay accountable. Measured by defect rate, not vibes.
Senior engineers with AI teammates.
Cloud & DevOps foundation
Kubernetes runtimes, CI/CD, infrastructure as code and observability — the production floor your AI workloads run on.
Kubernetes, CI/CD, infrastructure as code, observability.
AI readiness & consulting
We audit your workflows, find the automation candidates, and tell you honestly what's not worth doing.
Where automation pays off, and where it doesn't.
Tell us what eats your team's time.
Write a few lines below, or email us. No sales layer — we'll tell you what AI can take over, and what it can't.
Craftdms
City Plumbing
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FGSZ
Ukrenergo
Channel 5
MBFSZ