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DNA IT Labs

Spend less time on repetitive engineering work.

Identify and implement practical automation across engineering data, integrations and enterprise workflows.

Discuss your project
AI & Engineering Automation
Manual entryRules · AIChecked

The problem we help address

Repeated data entry, manual checks and disconnected reporting consume engineering time. Start with a specific workflow and evaluate whether rules, integration or AI can address the bottleneck.

Relevant systems & technologies

  • Engineering APIs
  • PLM & ALM data
  • Enterprise workflows
  • AI/ML

What the engagement can cover

  • Identify repetitive tasks and establish a baseline for comparison.
  • Review source data quality, permissions and integration access.
  • Build a scoped pilot with human review where needed.
  • Evaluate results and define the conditions for wider rollout.

What you take away

Deliverables are agreed at the start of the engagement and may include:

  • Prioritized automation use cases
  • Pilot workflow and evaluation criteria
  • Data access and human-review requirements
  • Measured pilot findings and rollout recommendation

Before you get started

Does every automation need AI?

No. Rules and conventional integrations may be simpler and more predictable. We choose the approach based on the task and available data.

How are results evaluated?

We agree task-specific criteria before the pilot, such as review effort, error rates or completion time, and compare the results with the starting workflow.

Delivery approach

How an engagement runs.

  1. 01

    Discover

    Workshops with engineering, IT and quality to map the current workflow and agree priorities.

  2. 02

    Design

    A target data model, integration architecture and scope with measurable acceptance criteria.

  3. 03

    Build

    Configuration and integration in short iterations, reviewed against representative records.

  4. 04

    Validate

    Migration reconciliation, integration tests and user acceptance before cutover.

  5. 05

    Operate

    Handover, administrator guidance and support while the new workflow settles in.

Start with the workflow that needs attention.

Tell us about your systems, priorities and the teams involved. We agree scope, schedule and outputs before work begins.