Puffstack

From raw signal
to approved action.

Watch real telemetry, procedures, and prompts stream through Puffstack. Interpreted by agents, handed back to your team to approve. Nothing writes itself.

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See it in Action

Puffstack in the moments it earns its keep.

Grounded in your docs

P&IDs, procedures, shift logs, historian data, all searchable in plain language.

Plain-language answers

No dashboards to build, no queries to write. Ask what's happening, get an answer.

Cite the source

Every answer links back to the document, tag, or record it came from.

Operator-first UX

Designed for the seat, not the office. Big targets, fast paths, minimum cognitive load.

Works With Your Stack

Sits above what you already run.

SCADA, HMI, historians, alarm servers, and the protocols in between. No rip-and-replace.

Ignition WinCC AVEVA OPC UA MQTT Modbus REST Historians Alarm servers Tag databases
What Puffstack Does

Four capabilities for industrial operations.

01

Alarm Intelligence

Cut nuisance alarms, rank what matters, and give operators the context to act. Shift summaries, likely causes, and next steps pulled from your P&IDs, manuals, and historian.
02

Operator Copilot

Ask questions in plain language. Get answers grounded in your P&IDs, procedures, and live process data. Built so operators can move fast without leaving the seat.
03

Process & Dosing Optimization

Setpoint and dosing recommendations tied to real-time process data. Evidence packs for every change, so adjustments clear procedure and audit.
04

SCADA Configuration Intelligence

Turn engineering intent into tags, alarms, and mappings in hours instead of weeks. Review-before-deploy, so nothing ships until the engineer signs off.
How It Fits Together

One platform. Two surfaces, one data layer.

Puffstack gives operators a runtime copilot and engineers a configuration copilot on top of the same data layer. Both stay read-only until a human approves an action.

For operators A

Runtime intelligence

Alarm triage, anomaly detection, operator copilot, setpoint and dosing guidance, incident summaries, and shift handovers. Every action carries an audit trail.

  • Alarm ranking and context
  • Shift and incident summaries
  • Setpoint and dosing advice
  • Audit trails on every suggestion
For engineers B

Configuration intelligence

Turn engineering intent into SCADA config. Tags, alarms, mappings, HMI and P&ID outputs, all behind a review-before-deploy workflow.

  • Natural-language to tags and alarms
  • Generated HMI and P&ID outputs
  • Review before deploy
  • Deployment workflows your team approves
FAQ

Common questions about how Puffstack fits.

Puffstack is an operational intelligence layer for industrial sites. It gives operators a runtime copilot and engineers a configuration copilot on top of the SCADA, historians, and alarm servers you already run.
No. Puffstack sits on top of your existing SCADA. It reads process, alarm, and historian data, applies intelligence, and surfaces suggestions to operators and engineers. Control still runs through your SCADA.
No. Puffstack is additive. We integrate with what you already run via OPC UA, MQTT, Modbus, REST, historian exports, and tag databases. No rip-and-replace.
Puffstack connects through standard industrial protocols and data sources: OPC UA, MQTT, Modbus, REST APIs, historian exports, alarm servers, tag databases, and engineering documentation like P&IDs and manuals. We meet you where your data already lives.
Most start with a focused pilot on a single site, usually alarm triage or a specific process optimization use case. Pilots are scoped to one outcome, run in weeks rather than months, and expand from there.
Security is foundational, not an afterthought. Puffstack deploys on-premises or in a private cloud instance you control. Your process data, documents, and models never leave your environment. We operate read-only by default with approval gates on every write, enforce role-based access and full audit trails on every suggestion and action, and align with the controls your site already runs (SSO, VPN, network segmentation, IEC 62443 zoning). No ingress to the internet required.
Puffstack uses live and historical process data, alarms, tag metadata, and engineering documents (P&IDs, manuals, standard operating procedures). Deployment can be on-premises or in a private cloud instance. Your data stays under your control.
A typical pilot runs a few weeks, scoped to a defined outcome on a single site or asset. After a successful pilot, we move to subscription with pricing tied to the metrics that actually matter to the operation.
Get in touch

See Puffstack on your stack.

Tell us a bit about your site and how your team operates today. We'll show you what Puffstack looks like in your context.