NFO Systems — Mexico

Systems integration
and AI agents
for your organization.

Your systems have more capacity than you're using. We build the AI backend that connects, automates, and scales them — on the infrastructure you already have.

The problem

The hidden cost of disconnection

Most organizations don't have a data problem. They have an integration problem.

Siloed data

Each team works with its own copy of the information. Decisions are made on reports that arrived late or were built by hand.

Manual processes

There are people dedicated to copying, transforming, and moving data between systems. That's not a function — it's an operational risk that scales with volume.

Untapped capacity

Your tools have APIs, your databases have history, and your processes have patterns. No one is leveraging them — yet.

What we build

Four ways to connect what you already have

We choose technology based on your problem, not the other way around.

Systems integration

We connect your applications, databases, and APIs into coherent data flows. No silos, no manual copies.

AI agents

We build agents that act on your internal data: search for information, make decisions based on business rules, and execute actions.

Semantic search

We make your documents, records, and data queryable in natural language using vector databases and embedding models.

Internal APIs

We expose your organization's capabilities as reusable services — for your own teams, partners, or external platforms.

How we work

No over-engineering, no fluff

Three steps from diagnosis to production.

01

Diagnosis

We assess your organization's technical maturity and map your current integrations, pain points, and real opportunities.

02

Design

We define the minimum viable architecture that solves the specific problem, without unnecessary dependencies or trendy technology.

03

Build

We deliver in short cycles with code that integrates into what you already have — designed to scale, not to create new dependencies.

Technology

Production stack, not demos

We work with the tools your use case demands — speed, scale, integration.

Backend

Python FastAPI Django Go .NET Core

AI / Models

LangChain OpenAI API Anthropic API Ollama

Vector data

Weaviate Chroma pgvector

Integration

REST GraphQL WebSockets Webhooks MCP

Free resources

White papers on MCP in production

Two documents, two perspectives. Download the one that matches your role.

Owner · CEO

The standard that turns your operations into competitive advantage

What MCP is and why organizations that act first gain ground that can't be recovered. No technical jargon.

CTO · Head of Technology

MCP in production — what your AI architecture needs and probably doesn't have yet

MCP technical specification, implementation on existing infrastructure, and real implications for your architecture.

15
questions · instant result

Free diagnostic

Ready to integrate AI? First, know where you stand.

Assess your organization's technical maturity before investing in AI agents. No registration, no long forms.

Take the diagnostic
Data & information
Technical integration
Processes & automation
Team & organization
Security & governance

Let's talk

Do you have a concrete problem to solve?

We don't sell technology for its own sake. If you have a process, system, or piece of data that isn't working as it should, tell us — and we'll honestly say if we can help.

Response within 24 hours
No commitment or sales pitches
13 years integrating systems in production