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HighByte Intelligence Hub

Industrial DataOps middleware that models and contextualises OT data before it reaches IT systems

As of 1 September 2026, HighByte Intelligence Hub starts at $18500/year. The rare industrial software vendor that publishes a list price: 18,500 USD per year for a Professional licence covering one plant. Softwr lists it under Automation Integration. HighByte Intelligence Hub is made by HighByte, Inc., available on Windows, Linux, Docker.

Overview

What HighByte Intelligence Hub does

HighByte Intelligence Hub is industrial DataOps middleware. It sits at the edge between OT systems (PLCs, historians, SCADA, MES) and IT destinations (cloud data platforms, MQTT brokers, databases, applications), and its job is to turn raw tags into modelled, contextualised payloads. Rather than piping thousands of anonymous tag names into a data lake and reconstructing meaning later, you define asset models in the Hub and publish payloads that already carry structure and metadata. The distinguishing fact is the pricing model and its transparency. HighByte publishes list prices: 18,500 USD per year for a Professional licence covering a single plant, 50,000 USD for a Factory Starter Pack covering three factories with central configuration, and 65,000 USD for a Data Center Starter Pack for a single aggregation point in your cloud. Enterprise is unlimited installations under one annual contract, quoted. Everything including high availability, the embedded MQTT broker, PI System integration, the REST data server and UNS client is in every licence rather than tiered, so the only lever is coverage area. That means the price does not scale with tag count, which is unusual and helps large-tag-count plants and hurts small pilots. Who buys it: manufacturers building a unified namespace, energy and data centre operators, and system integrators who have been maintaining bespoke Python and Node-RED glue and want something supportable. The trade-off is that this is subscription-only middleware with no perpetual option, it does not store data, and if you stop paying, the pipelines stop.

What people use it for

  • A manufacturer replacing hand-written Python scripts that push historian tags to a cloud warehouse with a modelled, supportable pipeline
  • A company building a unified namespace where OT payloads must carry asset context before they reach the broker
  • A data centre operator aggregating building and power telemetry into one cloud model across a campus
  • A team that needs PI System data joined with MES and ERP context without giving IT direct access to the control network

The honest half

Where it falls short

Concrete and checkable, so you can decide whether any of them matter to you. This is the half of a review a vendor will not write about HighByte Intelligence Hub.

  • It is subscription only with no perpetual licence, so the data pipelines are a permanent operating cost and stop working if the subscription lapses.
  • Pricing is per site with a 18,500 USD floor, so a small plant or a proof of concept pays enterprise money for a handful of tags; there is no tag-scaled or starter tier.
  • The Hub does not store data. It has no historian, so a destination outage longer than the store-and-forward buffer means lost data and you still need a historian or warehouse underneath.
  • Definitions of a site and a plant are negotiated rather than published, which creates room for disagreement at renewal when a customer adds a building or a second line.
  • The product depends on a small vendor with a narrow focus; if your integration needs drift towards general ETL or streaming, you end up running HighByte alongside a separate data stack rather than instead of one.

Cross-shopped

What people choose instead of HighByte Intelligence Hub

Each pairing was judged by two reviewers asking whether a buyer would genuinely weigh the two against each other. The ones that failed were deleted rather than published.

Pricing

What HighByte Intelligence Hub costs

Taken from the vendor's own pricing page. Prices move, so check before you buy.

Professional

$18,500 /yr

  • Single plant or agreed coverage area
  • Unlimited data models and pipelines
  • High availability, embedded MQTT broker, PI System integration
  • Live support and version upgrades

Factory Starter Pack

$50,000 /yr

  • Three factories
  • Central configuration across instances
  • All premium features included

Data Center Starter Pack

$65,000 /yr

  • Single aggregation point in customer cloud
  • All premium features included

Enterprise

On request

  • Unlimited installations under one annual contract
  • Negotiated multi-year and multi-site discounts
  • Quoted pricing

Capabilities

Features

  • Data modelling

    Define reusable asset models and instance them across equipment, decoupling payload shape from tag names

  • Unified namespace

    Publish modelled data to MQTT with Sparkplug B or plain topics, with an embedded broker included

  • Pipelines

    Route, transform, buffer and condition data between sources and targets without writing code

  • Connectors

    OPC UA, MQTT, historians including PI System, SQL databases, REST, files and cloud object stores

  • High availability

    Active-standby instance pairing included in every licence tier

  • Store and forward

    Buffers to disk when a destination is unreachable and replays on reconnection

  • Central configuration

    Manage configurations across multiple Hub instances from one place on multi-site licences

  • REST data server

    Expose modelled OT data as an on-demand API to IT applications

Answered, with sources

Questions people ask

Each answer names the page it came from, so you can check it rather than take our word for it.

What does a HighByte licence actually cost?

18,500 USD per year for Professional covering one plant, 50,000 USD for three factories, 65,000 USD for a cloud data centre aggregation point.

Is pricing based on tag count?

No. All licences include unlimited data models and pipelines; the licence covers a coverage area, not a data volume.

Does HighByte store historical data?

No. It models and routes data in motion. You still need a historian or a warehouse as the destination.

Can I buy it perpetually?

No. It is an annual subscription only.

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Softwr does not host reviews and shows no star rating for HighByte Intelligence Hub, because a rating we did not collect is not ours to publish. What is here is the pricing and platform detail from the vendor’s own pages, limitations we could state concretely, and alternatives a reviewer confirmed people weigh against it. Tell us if any of it is wrong.

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