AI harness engineering

Your most valuable data lives in systems no AI can reach.

Edgenix is the control plane that connects AI agents to the systems off-the-shelf connectors give up on — under controls you can prove to an auditor.

DefenseManufacturingHealthcare
AI · opendemarcationsystems · locked
Agent
Assistant
Copilot
Harness
Edgenix
SCADA / MES
EHR · Epic
Mainframe
IL4 enclave
The gap

AI is ready for the enterprise. The enterprise isn't wired for AI.

The systems that actually run defense, manufacturing, and healthcare — telemetry clusters, factory floors, EHRs, legacy mainframes — were never built for an agent to touch. So the highest-value work stays manual, and "just connect it" means an unbounded security problem nobody will sign off on.

0
off-the-shelf connectors for IL4, SCADA, or a 30-year-old mainframe
1 plane
every source and every control, governed in one place
~2 wk
to a working, scoped connection into a system no one else will touch
How it works

Two halves of one control plane.

Decide what an agent can reach, and exactly how it's allowed to behave once it gets there. Sources and Harnesses compose — every connection inherits the controls you stack on it.

Pillar 01 — what AI can see

Sources

Native connectors for the systems you already run, plus custom-built MCP servers for the ones nothing else reaches. Each source is scoped — least-privilege by default, not all-or-nothing.

  • CRM, Workspace, Microsoft 365, databases, DevOps, ERP
  • Custom MCP servers for SCADA, EHR, telemetry, mainframes
  • Per-source, per-user, per-session scoping
Pillar 02 — how AI behaves

Harnesses

Stackable behavioral controls layered on top of any source: what the agent may do, what it must check first, and what a human has to approve. Composable, inspectable, and logged.

  • Data grounding & hallucination checks
  • Tool restriction, write-side approval, cost caps
  • Identity binding, output validation, injection defense
Defense in depth

Five layers between the agent and the action.

A request crosses every layer on the way in, and every result is checked on the way out. Each layer is a control surface you can configure, observe, and prove.

L1

Network layer protection

Air-gap and egress control. The agent only reaches what the perimeter allows — nothing ambient, nothing implicit.

L2

Identity & authorization

Every call carries a bound identity. Access is scoped per user and per session — a first-class layer, not an afterthought.

L3

LLM-layer protection

Grounding, hallucination checks, and output validation before a response or a tool call is ever trusted.

L4

Prompt-interception defense

Injection screening on content, plus vetting and attestation of the MCP servers themselves — the second, quieter attack vector.

L5

Observability

Every source touched, every harness applied, every decision logged — an audit trail built for the framework you answer to.

Connectors

Plug AI into the tools your business already runs on.

31+ native connectors out of the box — and a custom-built MCP server for anything that isn't on the list. Every connection is scoped and logged the moment it's switched on.

Slack
Microsoft Teams
Gmail
Google Drive
Google Sheets
Notion
Salesforce
HubSpot
GitHub
Snowflake
Databricks
Jira
Confluence
SAP
PostgreSQL
Datadog
Dropbox
Airtable

Productivity

14
Slack
Microsoft Teams
Gmail
Google Drive
Google Sheets
Notion
Confluence
Outlook
SharePoint
Excel
Dropbox
Box
Asana
Airtable

CRM & ERP

4
Salesforce
HubSpot
SAP
Zendesk

Data & warehouses

7
PostgreSQL
MongoDB
Snowflake
BigQuery
Databricks
Google Cloud
Azure

DevOps & ITSM

6
GitHub
GitLab
Jira
Linear
Datadog
Splunk
The hard systems

The systems you run — and the ones nobody else will build for.

Standard integrations come native. The hard, regulated, legacy systems are where Edgenix earns its place: built-to-order connectors with the controls already wired in.

Productivity
Google Workspace · Microsoft 365 · Notion · Confluence
CRM & ERP
Salesforce · HubSpot · Dynamics · SAP · NetSuite
Data & warehouses
Postgres · Snowflake · BigQuery · Databricks
DevOps
GitHub · GitLab · Datadog · Splunk · ServiceNow
Factory floor
SCADA · MES · historians · PLC gateways
Built by Edgenix
Healthcare
Epic · Cerner · HL7/FHIR · device fleets
Built by Edgenix
Aerospace & defense
Telemetry clusters · IL2/IL4 enclaves
Built by Edgenix
Legacy
Oracle · DB2 · mainframe · green-screen
Built by Edgenix
Where it lands

Built for the rooms where "trust me" isn't an answer.

In regulated verticals, the control plane is the product. The same observability and authorization that keep an agent safe are the evidence your compliance team needs.

Vertical 01

Defense

Reach classified and air-gapped environments without widening the attack surface. Identity-bound, fully logged, deployable into restricted enclaves.

CMMCNIST 800-171IL2 / IL4
Vertical 02

Manufacturing

Put decades of factory-floor and machine data within an agent's reach — read-side first, write-side only behind human approval.

OT / IT splitISA-95Air-gap
Vertical 03

Healthcare

Connect to EHRs and device fleets with PHI handling that holds up. Minimum-necessary scoping and an audit trail by default.

HIPAAHL7 / FHIRMin-necessary
Get started

Reach the systems that mattered all along.

Tell us the system no AI can touch today. We'll scope a connection — controls included — and show you the audit trail before you commit to anything.

→ A scoped pilot in ~2 weeks→ Controls and audit trail wired in from day one→ Or email us: hello@edgenix.ai

We'll only use this to scope your connection. No spam, no list-selling.