AI Agents

Platform · Layer 01

Every system of record, one integration layer.

Native connectors and MCP servers for the ERP, the CRM, the contact center and the warehouse, with scoped credentials and every call logged.

Components

What runs in this layer.

Invoice capture · SAP
Demo data

scan_0831_dno.pdf · page 1 of 1

01
Vendor
Distribuidora del Norte SA de CV
99.1%
02
RFC
DNO940512K73
99.8%
03
CFDI UUID
3F2A91C7-…-0FA0B4
99.6%
04
Total
$184,320.00 MXN
99.9%
05
Due date
30 Sep 2026
97.4%

Posted to SAP

MIRO document 5100048812 · 3 fields verified against the PO · 0 manual keystrokes

07 components in this layer

  • In production× 7
01

MCP tool servers

Typed tools per system, with permissions and rate limits.

02

ERP connectors

SAP in production. Oracle, Dynamics, NetSuite and Odoo the same way.

03

CRM and service desks

Read the case, write the outcome, keep the owner.

04

Messaging and telephony

WhatsApp Business API, Vapi, Retell or our own voice stack.

05

Data layer

Snowflake, RDS, S3 and OpenSearch feed the context layer.

06

Files and OCR

PDF, images and scans into fields with confidence scores.

07

Mexican systems

Control, iBuilder, CONTPAQi and Aspel, through our integrations practice.

In production: A real client, or DaCodes itself labeled as internal use, with a KPI measured in the Proof Ledger.

Integration wall

The systems we already speak.

Anything with an API, a database or a file export is reachable. What changes is the effort.

  • SAP, ERP
  • Oracle, ERP
  • Microsoft Dynamics, ERP
  • NetSuite, ERP
  • Odoo, ERP
  • Salesforce, CRM
  • HubSpot, CRM
  • Zendesk, CRM
  • Slack, Messaging
  • Microsoft Teams, Messaging
  • WhatsApp Business, Messaging
  • Vapi, Telephony
  • Retell, Telephony
  • Own voice stack, Telephony
  • Snowflake, Data
  • RDS / Postgres, Data
  • S3, Data
  • OpenSearch, Data
  • REST / GraphQL, APIs
  • MCP, APIs
  • Files & OCR, APIs

Integrations and channels, not partnerships.

An accounting office in Mérida with high ceilings, shutters and stacks of printed invoices

Mexican systems

Differentiator

No connector catalog covers these systems. Our integrations practice does.

  • Control
  • iBuilder
  • CONTPAQi
  • Aspel

Data readiness

We check the data before we build.

Where each field lives, who owns it, how fresh it is. When it is not ready we scope the data work first and the agent waits. An agent on bad data is a faster way to be wrong.

  1. 01Field-level map of the systems it touches
  2. 02Freshness and ownership per source
  3. 03Gaps priced as a separate data project
  4. 04Go or no-go before the build starts
How the discovery works
Data readiness report · SAP S/4 · Vendor master
Demo data
Ready · 4Gap · 2Blocked · 1
  • RFCReady

    SAP · LFA1 · Accounts payable · daily

  • Legal nameReady

    SAP · LFA1 · Accounts payable · daily

  • Payment termsReady

    SAP · LFB1 · Procurement · daily

  • CLABEReady

    SAP · LFBK · Treasury · weekly

  • AP contact emailGap

    Salesforce · no owner · 90 days

  • Tax status PDFGap

    SharePoint · Compliance · unknown

  • SAT 69-B list checkBlocked

    none · Compliance · n/a

VerdictGO with 2 gaps priced separately · 69-B check out of scope for v1

Questions

Architects ask.

Only for the actions the agent is approved to take, and each one is a separate scoped credential. Reads and writes go through your existing APIs or an MCP server we deploy in your account; nothing bypasses your permission model.

Most legacy systems in México expose a database, a file export or a screen. We connect at the database or file level first and only fall back to screen automation for read-only steps. If none of that is viable, the discovery says so and we price the integration separately.

Yes. The MCP servers and connectors live in your repo and your account. Your team can point new agents, or any other tool, at them without us.

Talk to an architect

45 minutes with the people who run the platform. No slides.

We reply in under one business day.

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