In a plant, the painful questions are the ones that cross system boundaries. The answer has to be hand-assembled across the historian, LIMS, SCADA, MES and ERP by the one person who knows how. It shows up wearing four different masks
While a quality or process problem is investigated across five systems, the line is either stopped or running product you may scrap. The cost is the duration priced at the downtime rate.
When systems disagree, teams hedge overfill, over-hold, reconcile by hand. The hedge is margin walking out the door, every shift.
The decision window closes first Disposition and re-routing are time-boxed. When the answer lands after the window, the only option left is scrap even when faster data would have saved the batch.
When a single expert is the only one who can assemble the answer, every other question waits on their availability a bottleneck today, key-person risk tomorrow.
All four trace to one thing: the data lives in disconnected systems, so every answer has to be hand-assembled across them. Fix the root cause once, and all four numbers move together.
Many plants still answer cross-system questions the hard way: pull from one system, export from another, copy into a sheet, reconcile by hand, then hope the number is still current. The faster path is different: leave the historian, LIMS, SCADA, MES and ERP where they are, bring the question to them, and assemble one trusted answer from the live systems of record.
Move data into a spreadsheet, dashboard, warehouse or broker first then build the answer on top of that extra layer. It works, but every hop adds time, governance and drift.
A virtual layer queries each source in place. Nothing has to be copied to a central store before the plant can ask why a batch failed, which lot shipped, or which number to trust.
A UNS still has its place for real-time streaming architecture. It just is not a tax you have to pay before you can answer the first operational question.
OT Service starts with answerability. The question comes to the systems not the data to another place.
We prove the outcome on one of your real questions, then expand from there. No new warehouse. No broker program first. No rip-and-replace.
The cross-system question that costs you the most when it's slow a quality root cause, a trace, a fill-weight drift. One line, one question.
bitsIO generates and deploys AI agents that query your existing systems where the data already lives federated, read-only, no data movement, no cloud copy.
Ask in plain language; get a fast, cross-system answer with the path it took to get there visible, so the answer is one you can act on.
If you're already evaluating AI for the plant floor, you've seen the demos that ask you to trust a black box. We built the opposite. OT Service is an AI-agent platform bitsIO generates, deploys and manages agents against your systems but every answer is observable, attributable, and yours to verify.
You ask a question in plain language. An orchestrating agent breaks it into the sub-questions each system can answer, dispatches a retrieval agent to each one the historian, LIMS, SCADA, MES, ERP, and where relevant, maintenance or work-order context reads where the data lives, and assembles a single cross-system answer. The data is never copied to a warehouse or the cloud to make this work.
The disconnected-systems problem is universal. What it costs and what triggers the urgency to fix it depends on the floor you're standing on.
The way we prove this is small and low-risk. You don't buy a platform to find out if it works — you watch it answer one of your real questions, on your own floor.
One cross-system question that costs you when it's slow. We map where each piece of the answer lives today.
A lean harness against your existing systems read-only, in place. No new infrastructure, no data movement.
Ask in plain language; get the trusted answer back in minutes with the path it took visible.
Worst case, you get a clean picture of your own data. Best case, you have the ROI for whenever budget opens.
The pain is owned by operations, but quality and OT/IT can each make or break the decision. OT Service is built to satisfy all of them the business case and the technical scrutiny.
How much line time disappears into assembling the answer before you can act? We give that time back.
Compare root-cause speed across sites instead of every plant answering differently. Standardize the answer, not the systems then reuse the proven investigation path across lines and plants.
When a hold hits, trace across systems fast enough to release the good and contain the rest defensibly.
Agents query your tags where they live. No data movement, read-only, and you can see every retrieval. Stop being the bottleneck.
Nothing moves. No new warehouse. Read-only, in place, observable. The data governance answer is "it never left."
Every hour spent hand-assembling an answer is priced at the downtime rate. We compress that hour and the savings are already metered on your floor.
bitsIO is a data-engineering team with deep cross-industry mileage in OT and IT PLCs, SCADA, historians, plant-floor analytics, business intelligence and cybersecurity across food & beverage, general manufacturing, and metals. Our existing business is Splunk professional services: getting fragmented operational data into a state where people can actually trust and act on it. OT Service is that same discipline, delivered through AI agents.
OT Service is a customized architecture and virtual platform, not a shrink-wrapped product. There's no fixed price and no platform to buy sight unseen. The promise is simple and testable: we prove it on one of your real questions, where your data already lives.
Bring the one cross-system question that's most painful to answer today. We'll map where the answer actually lives and if the cost of the current way isn't real, you've lost thirty minutes.
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