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Case Study - Performance Benchmark

40% Faster Transactions, Queries and Dashboards Than Leading Global Systems

Performance is not a vanity metric on a busy shop floor - slow transactions and dashboards mean operators wait and decisions lag. In a head-to-head benchmark, the system Ajinkya Technologies engineered delivered 40% faster transaction speed, query response and dashboard load times than leading global systems.

Free scoping call. We start with one line, never change your machine logic, and you own the code and the data.

On this page

  1. The challenge
  2. The solution Ajinkya Technologies built
  3. The measurable result
  4. Why performance is a strategic advantage

The challenge

On high-volume industrial workloads, the difference between a snappy system and a sluggish one is the difference between a system people use and one they work around. The benchmark goal was to compare transaction throughput, query response and dashboard load times against leading global systems on a demanding, representative workload.

The bar was high: match or beat established global platforms not on features in a brochure, but on raw operational responsiveness under realistic load.

The solution Ajinkya Technologies built

We engineered the data model, transaction paths and dashboard queries specifically for industrial workloads - optimising hot paths, indexing for the real query patterns operators run, and building dashboards that stay fast as data volume grows.

Because we own the engineering end to end rather than reselling a generic platform, we could tune the system to the workload instead of accepting whatever performance a packaged product happened to offer.

  • Transaction paths optimised for high-volume industrial workloads
  • Indexing and query design tuned to real operator usage patterns
  • Dashboards engineered to stay fast as data grows
  • End-to-end ownership enabling workload-specific tuning

The measurable result

The benchmark recorded 40% faster transaction speed, query response and dashboard load times versus leading global systems. For the operation, that translates into operators who are not waiting on screens, supervisors who get answers immediately, and a system the floor actually adopts because it keeps up with them.

It is concrete evidence that purpose-built engineering can outperform generic global platforms on the metrics that matter day to day.

Why performance is a strategic advantage

On the shop floor, software speed is adoption. A system that lags is a system people work around, quietly recreating the spreadsheets and paper it was meant to replace. Responsiveness under real load is therefore not a technical nicety - it is what makes a digital-transformation investment actually stick.

Owning the engineering end to end is what made this result possible. Instead of accepting whatever a packaged product offered, we tuned the data model, transaction paths and dashboards to the exact workload - the kind of optimisation a reseller of someone else’s platform simply cannot do.

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  • MES implementation & consulting
  • Digital transformation for manufacturers

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Common concerns, answered

Will this disrupt production?

No. We connect read only first, install during planned stops, and edge devices buffer data so a network problem never stops a machine. Nothing writes to a PLC without your controls team and a test.

Our machines are old. Do we need to replace them?

No. Old machines are the usual case. A running signal, a cycle signal or a current sensor on the motor is enough to start, without touching the machine program.

We tried a system before and nobody used it.

That is the most common failure, so we design with the operators and supervisors who will use it, start with one report they already fill in by hand, and only extend once they rely on it.

What about IT security?

Read only by default, a segmented OT network, and a review with your IT team before anything connects, following the ISA/IEC 62443 zone approach.

We will not replace SAP or Oracle. Do we have to?

No. We connect to the ERP you already run through its standard interfaces and add what the shop floor is missing. Your ERP stays the system of record.

Do your engineers understand a heavy industrial floor?

Our systems run in steel plants, warehouses and process lines. We start every project by walking the line with your operators and supervisors, and the first release is tested by them, not only by IT.

Are we locked in?

No. You own the source code and the data, documented, in your own repository. Another team can maintain it.

Want a system that keeps up with your floor?

Tell us about your workload and performance pain points and we will engineer for the speed your operators need.

  1. Step 1

    An engineer reads it

    Not a sales bot. Our team replies within 24 hours with questions or times for a call.

  2. Step 2

    30 minute call

    Your process, machines, systems and the number you want to move. We tell you honestly if we are a fit.

  3. Step 3

    A written scope for one line

    What we would connect, what you would see, how long it takes. You decide; nothing starts without your approval.

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