Machine & AI Integration Services
acty.dev's machine and AI integration hub: vendor-agnostic work connecting equipment, controllers, and shop-floor systems to the business systems around them, covering machine data integration and API integration services scoped to what you already run — never tied to a single named standard or platform.
acty.dev’s machine and AI integration hub. We connect your equipment, controllers, and shop-floor systems to the business systems around them — machine data integration and API integration services scoped to what you already run, vendor- and tool-agnostic, never tied to a single named standard or platform.
The problem we solve
Manufacturers often run equipment, controllers, and shop-floor systems that do not talk to the business systems around them — ERP, MES, reporting, or custom applications — so data stays trapped on the machine or has to be re-entered by hand.
How we work
- Discovery.We review your equipment, controllers, and the business systems you need them connected to, and confirm what access and data points are realistic.
- Scope.We map the integration to your actual equipment and systems and agree a definition of done, without assuming a specific named standard or platform.
- Build.We build and connect the integration, with human review of the data flow before it feeds production systems.
- Support.We hand over documentation and a monitoring or diagnostic checklist, and offer ongoing support as equipment or systems change.
What you bring / what you get
Inputs
- Your current equipment, controllers, and the systems you want them connected to
- Access to the relevant interfaces, data points, or APIs involved
Outputs
- A working integration between your equipment or controllers and your business systems
- Documentation of the connection and a monitoring or diagnostic checklist
Definition of done.A working, scoped integration between your equipment or controllers and the business systems that need the data, delivered with documentation, configuration details, and a monitoring or diagnostic checklist.
Fit and anti-fit
Good fit
- Manufacturers with equipment or controllers that need to reach business systems
- Teams that need integration scoped to their own equipment and protocols, not a fixed product
- Buyers who need working integration delivered, not just advice
Not a fit
- Micro-budgets with no real scope
- Idea-only requests with no defined equipment or systems
- Requests that assume a specific named standard or platform commitment before a task review
Questions
- What does Machine & AI Integration cover?
- Connecting your equipment, controllers, and shop-floor systems to the business systems around them — ERP, MES, reporting, or custom applications — through integration work scoped to what you already run.
- Do you work with a specific protocol or platform?
- No. The integration work is vendor- and tool-agnostic: we scope it to whatever equipment, controllers, and interfaces you already have rather than requiring a specific named standard or platform.
- Is this a fixed product or custom work?
- Custom integration work scoped to your equipment and systems in a task review, not a fixed off-the-shelf product.
- What is out of scope?
- We do not commit to a specific equipment vendor or named integration standard before a task review of your systems, and we do not make unproven performance or capacity claims.
- What do you need from us to start?
- Your current equipment, controllers, and the systems you want connected, access to the relevant interfaces or data points, and the outcome you need.
- How is an engagement scoped and priced?
- Engagements start with a task review of your equipment and target systems; scope and price are defined after that review.
Pricing.Engagements start with a task review of your equipment and target systems; scope and price are defined after that review. Ongoing support and monitoring are scoped separately. (Scoped after a task review.)
