Production Data Analytics
acty.dev builds production data analytics and reporting software: dashboards and reports on output, downtime, deviations, and shift performance, built from your operational or spreadsheet data with a data-preparation path and maintenance notes.

We build production data analytics and production reporting software: dashboards and reports on output, downtime, deviations, and shift performance, built from your operational or spreadsheet data. We do not claim enterprise MES or historian platform status without supporting data.
The problem we solve
Production output, downtime, and deviation data is often scattered across shift logs, spreadsheets, and machine exports, so plant and operations leads rebuild production reports by hand instead of working from one dependable view.
How we work
- Task review.We review your production data sources, the reports or views you need, and who reads them, then agree on a scoped piece of work before development starts.
- Data preparation.We define the data-preparation path that turns shift logs, spreadsheet exports, or machine data into a structure a report or dashboard can use.
- Build with review.We build the production reporting workflow or analytics dashboard against the agreed scope, with human review of AI-assisted output.
- Deploy and document.We deploy or hand off the result with documentation and maintenance notes, and offer ongoing support when further work is needed.
What you bring / what you get
Inputs
- Your production output, downtime, or deviation data
- The shift logs, spreadsheets, or machine exports involved
- The reports or views your team currently tracks by hand
Outputs
- A production data analytics dashboard or reporting workflow
- A data-preparation path from shop-floor data to usable reports
- Documentation and maintenance notes
Definition of done.A production data analytics dashboard or reporting workflow built from your shift, output, or deviation data, delivered with a data-preparation path, documentation, and maintenance notes.
Fit and anti-fit
Good fit
- Plants rebuilding production or shift reports from spreadsheets by hand
- Operations leads who need one dependable view of output, downtime, or deviations
Not a fit
- Requests for enterprise MES or historian platform status or certified plant governance
- One-off reports with no repeatable data source behind them
Questions
- What does production data analytics at acty.dev include?
- Building a production reporting workflow or analytics dashboard from your shift, output, downtime, or deviation data, delivered with a data-preparation path, documentation, and maintenance notes.
- What is out of scope?
- We do not claim enterprise MES or historian platform status, certified plant governance, or measured production outcomes without supporting data.
- What do you need from us to start?
- Your production output, downtime, or deviation data, the shift logs, spreadsheets, or machine exports involved, and the reports your team currently tracks by hand.
- How is production data analytics work scoped and priced?
- Small scoped reporting tasks can start from a few hundred dollars. Larger dashboard builds and ongoing retainers are scoped after a task review.
- How does this differ from procurement or BI analytics?
- This page covers production-floor reporting: output, downtime, and deviations. Spend and supplier data belongs to procurement analytics, and broader cross-functional dashboards belong to BI analytics.
- Can you maintain the dashboard or report after it ships?
- Yes. It comes with documentation and maintenance notes and can run as recurring work. Ongoing maintenance is scoped after a task review.
Pricing.Small scoped reporting tasks can start from a few hundred dollars. Larger dashboard builds and ongoing retainers are scoped after a task review. (Scoped after a task review.)




