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    MedtechRoboticsAerospaceAdvanced ManufacturingNuclearEngineering Manager / DevOps Lead / IT Security

    AI & External Integrations: Same Rights, Same Traceability as Humans

    Every external tool — AI agents, automation workflows, supplier portals, test platforms — accesses your engineering data through the same fine-grained permissions and the same audit trail as a human engineer. No backdoor, no exception.

    External tools and AI agents bypass the rules your engineers have to follow.

    Uncontrolled modifications by automation

    An AI agent or a script updates a component attribute directly. No review, no trace, no validation. The change propagates silently and the approved baseline no longer reflects reality.

    Workflows that skip the safeguards

    Integrations with PLM, ERP, test platforms or supplier portals create, modify or delete items without triggering the review and approval steps your process requires.

    No audit trail for non-human actions

    When an external system makes a change, nobody knows which integration triggered it, why, or what was affected. The traceability chain breaks exactly where it matters most.

    Agents and connectors with admin-level access

    Most integrations run with their creator's credentials, or worse, with full admin rights. There is no clean separation between what a human can do and what an automated workflow should be allowed to do.

    How it works in Koddex

    AI agents and external tools play by the same rules. No exception.

    Koddex exposes its data model through MCP (Model Context Protocol) and a typed REST/GraphQL API. Every external client — AI agent, n8n workflow, supplier connector, test platform — connects with explicit, scoped permissions and goes through the same validation pipeline as a human user. Locked baselines stay locked. Every action is logged with the same granularity as a human edit.

    01

    Scoped access per integration

    Read-only, write-to-draft or full lifecycle: each external client gets exactly the access it needs and nothing more. Permissions are explicit, not inherited from a creator.

    02

    Same validation pipeline as humans

    Schema constraints, required fields, type rules and lifecycle status — agents must satisfy them all. Invalid data is rejected. No silent corruption.

    03

    Baseline immutability enforced structurally

    Locked baselines cannot be modified by any agent. Blocked attempts are logged and the configuration manager is notified. No override, no backdoor.

    04

    Full audit trail, human-grade

    Every modification by an agent or external system is logged with actor identity, timestamp, old value, new value and affected dependencies. Human and machine actions live in the same audit log.

    Real Scenarios

    Scenario 1: AI agent auto-populates BOM from supplier data

    Affected

    47 components created in draft status. All schema validations passed. Mass roll-ups computed automatically across 3 assembly levels.

    Review Required

    All 47 items are in 'Draft' status. An engineer must review and promote each to 'Validated' before they can be included in any baseline.

    No Impact

    Existing locked baselines and production configurations remain untouched. No approved item was modified.

    Scenario 2: Automation workflow attempts to modify a locked baseline

    Affected

    0 items modified. The agent's write request was blocked by baseline immutability rules.

    Review Required

    The blocked attempt is logged. The configuration manager is notified to assess whether a new revision should be created.

    No Impact

    The locked baseline remains structurally intact. All downstream references are unaffected.

    Scenario 3: n8n workflow syncs requirement status from external test platform

    Affected

    12 requirements updated from 'Not Tested' to 'Passed'. Coverage dashboard reflects the change in real time.

    Review Required

    3 requirements changed status on items linked to a pending regulatory submission. Quality director notified for review.

    No Impact

    All updates follow the same validation rules as manual entry. No requirement was deleted or reassigned.

    The Data

    US Probe US-300
    Coverage67%
    EXG-001Frequency 7.5 MHzPiezo Transducer PZT-7
    EXG-002Sealing IP67Ergonomic Housing
    EXG-003Max Mass 320gFull System
    EXG-004IEC 60601-1Coaxial Cable
    EXG-005Sterilization BLOCKING
    EXG-006V-Scan ConnectorM-Series Connector

    Integration activity log with scoped permissions and baseline protection

    Measurable Outcomes

    BeforeAfterContext
    Agents and tools bypass engineering workflowsSame rules for humans and machinesValidation, lifecycle, permissions: all enforced
    No trace of automated changesFull audit trail per integration actionActor, timestamp, diff, impact: all logged
    Locked baselines modifiable by scriptsImmutability enforced structurallyNo agent can override a frozen configuration
    Integrations with admin-level accessScoped permissions per integrationRead, draft-write or full lifecycle: explicitly granted

    Performance Impact

    0
    Unauthorized Modifications
    100%
    Integration Traceability
    Same
    Rules for Humans & Agents

    Stop managing critical systems on fragile spreadsheets.

    We start from your real product structure. Fifteen minutes to see how Koddex works on your actual system.