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$ AI automation

We design and build the backend that puts AI agents to work: they answer conversations, qualify leads and route tasks across WhatsApp, your CRM, email and forms, so nobody copies data by hand.

WhatsApp conversational agents, Lead qualification and routing, CRM integration, Smart calculators and forms

Screenshot of G&M Capital
Screenshot of Lookitry
Screenshot of Nexus
  • 10years of experience
  • 3projects in this service
  • 3countries

$ AI automation

  • 01

    Leads arrive through WhatsApp, forms and email, and someone has to key them into the CRM by hand.

  • 02

    After-hours inquiries go cold before your team gets to them.

  • 03

    There is no consistent way to decide who is worth calling first.

  • 04

    Follow-up tasks depend on each person remembering, so they slip.

$ AI automation

  • WhatsApp conversational agents

    They talk to the customer, collect the key details and hand the conversation to a person when needed.

  • Lead qualification and routing

    Rules and AI models that classify each contact and send it to the right stage of the funnel.

  • CRM integration

    Contacts, stages and tasks are created and updated automatically, including through custom MCP servers.

  • Smart calculators and forms

    Data capture with live calculation that feeds the sales process directly.

  • AI pipelines and automatic activation

    AI image generation flows and automatic plan activation, now in open beta.

  • Protected portals

    PIN-based access so each client or team sees only what belongs to them.

$ AI automation

  1. Screenshot of G&M Capital

    G&M Capital: lead portal

    Credit evaluation portal with a WhatsApp AI agent integrated with the Kommo CRM.

    $ Why it fits

    • WhatsApp AI agent that answers and qualifies leads.
    • Qualified leads land in Kommo with no manual data entry.
    • Own MCP server so the agent can create and update the CRM.
    • Credit calculator and PIN portal feeding the process.
    View the case: G&M Capital: lead portal
  2. Screenshot of Lookitry

    Lookitry

    Open beta

    AI virtual try-on for clothing stores, now in open beta. Includes a WooCommerce plugin and an API.

    $ Why it fits

    • Conversational AI built into the platform.
    • AI image generation pipelines.
    • Automatic plan activation.
    View the case: Lookitry
  3. Screenshot of Nexus

    Nexus: clinical operations

    Clinical operations platform and Connect patient portal for OmniStem, running on Microsoft Azure.

    $ Why it fits

    • AI-assisted clinical writing inside the workflow.
    • Sits alongside multi-stage medical approval and e-signature.
    • Runs on Microsoft Azure with role-based access.
    View the case: Nexus: clinical operations

$ AI automation

  1. 01

    Discovery

    We map the current process: where the work comes in, who touches it and where it gets lost.

  2. 02

    Specification

    We work with Spec-Driven Development: before any code, the behavior is written down and agreed on.

  3. 03

    Build

    Development in stages, with tests and deliveries you can see working.

  4. 04

    Operate and evolve

    Monitoring, tuning and new rules as the real process shows what to improve.

$ AI automation

  • Google Cloud (GCP)
  • AWS
  • Microsoft Azure
  • WhatsApp
  • Kommo CRM (via custom MCP)
  • MCP servers
  • WooCommerce API
  • AI image models
  • AI agents
  • Next.js
  • TypeScript
  • Node.js
  • PostgreSQL
  • Docker
  • GitHub

We mainly deploy on GCP, and also on AWS and Azure (Nexus runs on Azure).

$ AI automation

We work remotely, in Spanish and English; documentation and tickets in either language.

It depends on the CRM, but we have integrated Kommo through a custom MCP server and Zoho CRM on other projects. If your tool has an API, it can usually be connected.

We write a specification of the expected behavior first, then build against it. Everyone knows what is being delivered before any code is written.

Yes. The G&M Capital WhatsApp agent runs AI in production, and the Lookitry image pipelines are in open beta.

Reach out through the contact page or WhatsApp, tell us which process you want to automate, and we will see if it is a fit.

Which process would you like off your plate?

Tell us how you work today and where things get stuck. We work in Spanish and English.