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AI-native company architecture

We build and operate AI-native companies.

One shared AI operating layer connects intelligent systems, automation, digital infrastructure, and human accountability across every company we build.

Founder-led · Built in Mexico · Working in English and Spanish

BYAGENTX / SYSTEM MAPv1.0
01 / INPUTSignals & context
02 / INTELLIGENCEDecisions with constraints
03 / EXECUTIONWorkflows & actions
04 / FEEDBACKLearning & control
Architecture online
Operating modeDesign → Build → Operate
ApproachSystems first
ScopeCompany-wide
Public work03 / LIVE

ByAgentX Core / AI operating system

One core, reused across every company.

AI is not a feature we bolt on. We connect intelligence, workflows, software, and human judgment into an architecture that can do useful work.

01 / SYSTEMBUILDING NOW

Intelligent systems

Agents and decision systems grounded in approved knowledge, explicit limits, and routes to human judgment.

  • Knowledge and context design
  • Agent tools and guardrails
  • Evaluation and escalation
02 / FLOWBUILDING NOW

Automation

Operational workflows that move information and routine work across customer, sales, and internal systems.

  • Customer and commerce workflows
  • Event-driven operations
  • Human review where it matters
03 / INFRABUILDING NOW

Digital infrastructure

Web, commerce, data, and integration layers that give intelligence reliable surfaces on which to operate.

  • Premium digital products
  • Commerce and data connections
  • Physical interfaces when justified

Operating model

One operating layer. Three expressions.

The same agents, workflows, data connections, monitoring, and governance support ventures we operate, enterprise systems we build, and the embodied interfaces we are researching.

01 / VENTURESCURRENT + PRELAUNCH

Companies operated with AI

Real operating environments where the ByAgentX layer connects customer communication, commerce, workflows, feedback, and human decisions—and where the system learns from real use.

See ventures and proof
02 / ENTERPRISEAVAILABLE NOW

Enterprise automation

AI agents and governed workflows for sales, support, CRM, back-office operations, WhatsApp, reporting, and the handoffs between them. Built around a real operating problem, not a generic chatbot.

Discuss an operating system
03 / LABSR&D ROADMAP

Robotics & embodied AI

The future physical interface of the same operating layer: sensing, constrained decisions, and supervised action in the real world. This is an R&D direction—not a claim of shipping hardware, deployments, or manufacturing today.

Future direction · no deployed hardware claimed

How we work

From an operating problem to a working system.

We start with the real decisions, constraints, and handoffs. Then we build the smallest architecture that can produce evidence in the real world.

01 / OBSERVE

Map the work

Find the decisions, friction, information, and people already carrying the operation.

Output: operating map
02 / ARCHITECT

Design the system

Define boundaries, data flows, agent responsibilities, interfaces, and human control points.

Output: testable architecture
03 / BUILD

Ship a real loop

Connect the tools and build one complete path that people can use, inspect, and improve.

Output: working system
04 / OPERATE

Learn in operation

Measure behavior, review exceptions, strengthen controls, and expand only where evidence supports it.

Output: controlled evolution
Not a handoff deck. A continuous operating loop.OBSERVE → ARCHITECT → BUILD → OPERATE → LEARN

Public work

Evidence over theater.

Production businesses, ventures in preparation, and clearly labeled concept demonstrations. No invented metrics. No disguised mockups.

Production businessRicki Pollo public website
01 / RICKI POLLORESTAURANT COMMERCE

Ricki Pollo

A production restaurant business in Puebla where the ByAgentX operating layer connects the public menu, pickup pathways, location context, customer assistance, and the workflows behind one operating brand.

Open the live business
Prelaunch ventureMereon Wellness prelaunch experience
02 / MEREONWELLNESS VENTURE

Mereon Wellness

A wellness venture in prelaunch with the ByAgentX operating layer designed in from the start: guided customer journeys, clear boundaries, sustainable habits, and honest communication about what exists today and what remains in preparation.

Explore the prelaunch
Concept demonstrationAlba Residencias concept demonstration
03 / ALBACONCEPT · FICTIONAL INVENTORY

Alba Residencias

A working front-end concept for premium real estate discovery. Properties, prices, and advisors are explicitly fictional; the browsing and interaction model is real and testable.

Open the concept demo

Operating principles

Build for reality, not the demo.

01

Truth before positioning

We distinguish production systems, prelaunch ventures, and concept work so the claim always matches the evidence.

02

Automation with boundaries

Systems act within approved scope. Sensitive decisions, exceptions, and irreversible actions stay visible and controlled.

03

Infrastructure earns intelligence

Reliable interfaces, data flows, and operations come before ambitious AI claims. Intelligence needs a real system to improve.

04

Operate to learn

We prefer one complete loop in use over ten disconnected prototypes. Real behavior is the strongest design input.

Founder-led by design

Close to the decisions. Accountable for the system.

ByAgentX works directly with operators and founders to turn an operating thesis into a working company architecture. The goal is not more software. It is a company that can sense, decide, act, and improve with greater clarity.

Ways to engage

Choose the right operating layer.

Four clear starting points—from mapping the conversion journey to connecting the full sales operation. Every scope is confirmed in writing before work begins.

01 / ENTRYLOW-FRICTION START

Conversion Map

For teams that need clarity before committing to a build. We map the customer journey, the operational handoffs, and the first system priority.

Delivery: 3–5 business days

One-time investment $2,999 MXN 100% may be credited toward the initial investment when a ByAgentX project is contracted within 14 calendar days after delivery. Discuss the Conversion Map
02 / SITEDIGITAL FOUNDATION

Motion Site

For businesses that need a premium digital surface with a clear route from attention to qualified conversation.

Initial investment $19,990 MXN Ongoing operation $2,000 MXN / month Discuss Motion Site
04 / OSCONNECTED OPERATION

Sales & Growth OS

For businesses ready to connect sales channels, workflows, operating data, and human review into one governed system.

Initial investment $59,900 MXN Ongoing operation $9,900 MXN / month Discuss Sales & Growth OS

Build, partner, or invest

What should your company be able to do next?

Enterprise operators, founders, strategic partners, and investors can start with one honest conversation about the operating problem, the venture thesis, the constraints, and the evidence—not a predetermined technology stack or an invented fundraising story.

Start a conversation