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Cerebre

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uuid00066oj

Namestring
Cerebre
Legal namestring
Cerebre, Inc.
Websiteurl
cerebre.io
Company typeenum
Private
Founded yearint
2018
Descriptiontext

Cerebre is a privately held, Boston-based industrial intelligence software company founded in 2018. It targets enterprise operators in energy, chemicals, refining, and nuclear sectors with a platform that converts static engineering artifacts (P&IDs, CAD schematics, isometrics, single-line diagrams) into a connected, navigable digital model of the plant. The platform is built around two patented-pending products: StudioPro, which uses an algorithmic drawing-to-data conversion library with AI detection models and human-in-the-loop validation to digitize facilities within a week at 99%+ accuracy, and PlantGraph, a graph-based live intelligence map that supports 150+-layer-deep search, upstream and downstream path analysis, and graph queries billed as 10,000x faster than competing graph products at billions of data nodes.

The company reports 1+ billion nodes of data processed, 125,000+ schematics digitized, and 250+ industrial facilities deployed across 61 countries and five continents. Its go-to-market is a direct enterprise field sales motion, demo-driven with quote-based, multi-year SaaS contracts (no public pricing tiers). Customer segments span Digital Transformation, IT and Data, Process and Operations, and Reliability and Maintenance teams within large industrial operators. Strategic anchors include a long-term agreement with ExxonMobil for its Foundational Digital Backbone and selection for Chevron Technology Ventures' Catalyst Program; the company also maintains offices in Houston and Poznań, Poland to support field operations and engineering capacity.

Revenue mechanics are subscription-based recurring SaaS, with ancillary value delivered through ecosystem integration into ERP, CMMS, AI/ML, and planning tools via federated graph queries. The company lists 51-100 employees, no public financials or ARR disclosure, corporate backing from the Chevron Catalyst Fund (since 2018), and a recent acceleration of named-logo enterprise partnerships through 2024-2025. The operating status is active, the legal entity is Cerebre, Inc. (Delaware, USA), and ownership remains private with no disclosed institutional venture rounds.

Short descriptiontext

Cerebre is a Boston-based industrial intelligence platform that converts engineering drawings into structured, navigable facility data models. Its StudioPro and PlantGraph products serve enterprise process manufacturers in energy, chemicals, refining, and nuclear sectors through multi-year SaaS contracts.

Operating statusenum
Operating
Ownership categoryenum
Headcount rangeband
51–100
akta.pro rankint
HeadquartersBoston, United States
HQ citystring
Boston
HQ countrystring
United States
HQ regionstring
North America
Markets served

Serves global market

Offices3 records

Each record includes

City, Country, Type, Description, Source

Keyword5 values
industrial intelligence software, plant digitization platform, CAD drawing conversion, facility graph database, P and ID digitization
NAICS code1 code
  • Software Publishers513210
SIC code2 codes
  • Instruments For Meas & Testing Of Electricity & Elec Signals3825
  • Services-Prepackaged Software7372
Product category
Industrial Intelligence Software / Plant Data Infrastructure
Social media profiles1 record
GTM motion1 record

Each record includes

Type, Description, Source

Revenue model1 record
1Software Platform Subscription
TypeSubscription Recurring
Description

Cerebre generates revenue through software platform licensing, likely as annual or multi-year subscriptions for access to StudioPro and PlantGraph products. The enterprise sales motion and long-term agreements with major operators like ExxonMobil suggest contract-based SaaS pricing.

cerebre.io
Marketing channels4 records

Each record includes

Title, Type, Stage, Description, Source

Distribution channels1 record

Each record includes

Title, Type, Scope, Target buyer, Description, Source

Cost components4 values
Personnel, Technology or R&D, Marketing or Sales, Operations
Pricing details1 tier
1Enterprise contract-based pricing
ModelSubscriptionBilling cadenceMulti-year contract
Notes

Quote-based pricing; specific tiers and price points not publicly disclosed. Contact sales for demo and pricing discussions.

cerebre.io
GTM typeB2B
B2B
Offering typeSoftware
Software
Core offering1 text field

Cerebre provides an industrial intelligence platform consisting of two core products — StudioPro and PlantGraph. StudioPro converts engineering drawings (P&IDs, CAD schematics) into structured, high-fidelity facility data models using AI detection models combined with human-in-the-loop validation, achieving 99%+ accuracy. PlantGraph then serves as a live, navigable intelligence map of the facility, enabling Google Maps-like search of assets, upstream/downstream equipment analysis, and graph queries 150+ layers deep across billions of data nodes.

Differentiator
Functional benefit
Problem solved
Quantifiable outcome1 of 4 values shown
  • 99%+ data accuracy achieved through human-in-the-loop validation
+3 more records
Product overview1 text field

Cerebre offers a unified industrial intelligence platform consisting of two core patented products — StudioPro and PlantGraph — supported by four integrated capabilities. StudioPro digitizes engineering drawings into structured facility data using AI detection models with human-in-the-loop validation. PlantGraph serves as the live intelligence map enabling search, navigation, and graph queries across facility assets. These products are complemented by Map+Organize (drawing-to-map conversion), Search+Navigate (asset discovery), Enrich+Analyze (data annotation and workflow automation), and Consume+Scale (data distribution to third-party systems). The platform targets industrial process manufacturing companies in digital transformation, IT/data management, process/operations, and reliability/maintenance use cases.

Product and service2 records
1StudioPro
CategoryIndustrial intelligence software — drawing-to-data conversion
Description

StudioPro converts engineering drawings (P&IDs, CAD schematics) into high-fidelity structured data models of a facility, using an algorithmic library with AI detection models and human-in-the-loop QA workflows to achieve 99%+ accuracy, enabling facility digitization within a week.

2PlantGraph
CategoryIndustrial intelligence software — facility graph intelligence platform
Description

PlantGraph is a live intelligence map of a facility that enables Google Maps-like search, navigation, and contextual understanding of plant assets. It allows users to analyze upstream and downstream paths between equipment, search across 150+ graph layers, and query billions of data points at speeds 10,000 times faster than competing graph products.

Scale indicator6 records

Each record includes

Type, Value, Description, Source

Partnership2 partners
Strategic tierCoreTypeStrategic or Co-development PartnerAnnounced on2025-08-18
Description

Cerebre and ExxonMobil signed a long-term agreement in August 2025 to accelerate and sustain ExxonMobil's Foundational Digital Backbone. This strategic collaboration underscores ExxonMobil's commitment to data and innovation targeted at driving enterprise operational efficiency in the energy sector.

Strategic tierFlagshipTypeStrategic or Co-development PartnerAnnounced on2024-03-14
Description

Cerebre was selected by Chevron Technology Ventures as part of its Catalyst Program launched in 2017 to promote and accelerate innovation from early-stage companies that can help transform the Energy sector. The Catalyst Program provides strategic backing for companies developing technologies relevant to Chevron's energy transition goals.

Recent move6 records

Each record includes

Date, Type, Title, Description, Source

Expansion highlight6 records

Each record includes

Type, Description

Peers10 records
TypeBroad incumbent
Description

Bentley Systems offers infrastructure engineering software, including iTwin for digital twins. Its OpenAsset and plant-focused products overlap with Cerebre's drawing-to-graph conversion use case for brownfield facilities.

TypeEmerging player
Description

Akselos builds structural digital twin technology for industrial assets, with partial overlap to Cerebre's plant-graph approach for asset-level contextualization in process industries.

TypeBroad incumbent
Description

AVEVA provides industrial software including PI System, plant design, and digital twin capabilities for process industries. It is a broad incumbent with deep enterprise relationships across the same energy, chemical, and refining customers Cerebre targets, making it the most strategically overlapping competitor.

4Honeywell Forge
TypeBroad incumbent
Description

Honeywell Forge is Honeywell's industrial digital transformation platform with connected plant, asset performance, and process optimization capabilities, directly overlapping Cerebre's reliability and operations use cases in refining and chemicals.

TypeBroad incumbent
Description

Hexagon provides asset lifecycle intelligence, CAD, and digital twin software for industrial and infrastructure customers, with overlap to Cerebre's drawing-to-graph and asset hierarchy capabilities.

TypeOthers
Description

Neo4j and similar graph database providers serve as enabling infrastructure for industrial knowledge graphs. They are not direct competitors but represent the underlying technology category Cerebre's PlantGraph is built upon and against which Cerebre claims 10,000x speed advantages.

TypeEmerging player
Description

CONTACT Software provides PLM, IoT, and digital twin platforms for industrial engineering, with comparable use cases around structured asset data and engineering workflow integration.

8Siemens Digital Industries (Xcelerator / COMOS)
TypeBroad incumbent
Description

Siemens offers industrial software (COMOS, Xcelerator, Teamcenter) used by process manufacturers for plant engineering and operations. It is a broad incumbent that competes with Cerebre for digital transformation budgets at industrial customers.

TypeBroad incumbent
Description

GE Digital's APM and Predix offerings compete in industrial data management and reliability, addressing similar reliability and maintenance use cases Cerebre targets in power, refining, and chemicals.

TypeBroad incumbent
Description

Emerson's Plantweb digital ecosystem and DeltaV automation suite target reliability and process optimization in process industries, overlapping with Cerebre's PlantGraph use cases for asset hierarchy and contextualization.

Market position
Strengths5 records

Each record includes

Headline, Details, Source

Weaknesses5 records

Each record includes

Headline, Details, Source

Competitive moat5 records

Each record includes

Type, Details

Key risks6 records

Each record includes

Headline, Details, Source

Key highlights7 records

Each record includes

Headline, Details, Source

Customer concentration

Classification, Details

Named customers5 records

Each record includes

Name, Industry, Type, Use case, Source, UUID

Segment4 records

Each record includes

Title, Type, Primary, Description, Pain point addressed, Use case, Source

Ideal customer profile1 record

Each record includes

Profile, Firmographic size, Sales motion, Sales cycle length, Buying structure, Purchase trigger, Buyer persona, Geography, Industry vertical, Primary use case, Description, Pain points, Evidence proof points, Target buyer

Technology focused
Yes
API detail
Has APIbool
No

Docs URL, Description

AI capability6 records

Each record includes

Type, Description, Source

AI maturity
App detail

Has app

Feature4 records

Each record includes

Title, Differentiator, Description, Source

Core technology
Revenue estimate
Valuation estimate
Number of profiles
Profiles2 records

Each record includes

Name, Designation, Designation category, Overview, Profile commentary, Source

No data
No data
Funding overview

Funding stage, Last funding date, Total funding USD

Funding rounds

Each record includes

Round, Amount USD, Date, Pre money valuation, Total investors, Investors, News

Investors

Each record includes

Name, Type, Date of entry, Rounds participated, Website

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Each record includes

Name, Acquisition type, Announced date, Completed date, Status, Website, News

Investment

Each record includes

Name, Round, Announced date, Lead investor, Website, News

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Cerebre

Industrial Intelligence Software / Plant Data Infrastructurecerebre.io

Cerebre is a Boston-based industrial intelligence platform that converts engineering drawings into structured, navigable facility data models. Its StudioPro and PlantGraph products serve enterprise process manufacturers in energy, chemicals, refining, and nuclear sectors through multi-year SaaS contracts.

What Cerebre does

Cerebre is a privately held, Boston-based industrial intelligence software company founded in 2018. It targets enterprise operators in energy, chemicals, refining, and nuclear sectors with a platform that converts static engineering artifacts (P&IDs, CAD schematics, isometrics, single-line diagrams) into a connected, navigable digital model of the plant. The platform is built around two patented-pending products: StudioPro, which uses an algorithmic drawing-to-data conversion library with AI detection models and human-in-the-loop validation to digitize facilities within a week at 99%+ accuracy, and PlantGraph, a graph-based live intelligence map that supports 150+-layer-deep search, upstream and downstream path analysis, and graph queries billed as 10,000x faster than competing graph products at billions of data nodes.

The company reports 1+ billion nodes of data processed, 125,000+ schematics digitized, and 250+ industrial facilities deployed across 61 countries and five continents. Its go-to-market is a direct enterprise field sales motion, demo-driven with quote-based, multi-year SaaS contracts (no public pricing tiers). Customer segments span Digital Transformation, IT and Data, Process and Operations, and Reliability and Maintenance teams within large industrial operators. Strategic anchors include a long-term agreement with ExxonMobil for its Foundational Digital Backbone and selection for Chevron Technology Ventures' Catalyst Program; the company also maintains offices in Houston and Poznań, Poland to support field operations and engineering capacity.

Revenue mechanics are subscription-based recurring SaaS, with ancillary value delivered through ecosystem integration into ERP, CMMS, AI/ML, and planning tools via federated graph queries. The company lists 51-100 employees, no public financials or ARR disclosure, corporate backing from the Chevron Catalyst Fund (since 2018), and a recent acceleration of named-logo enterprise partnerships through 2024-2025. The operating status is active, the legal entity is Cerebre, Inc. (Delaware, USA), and ownership remains private with no disclosed institutional venture rounds.

Cerebre firmographics

Firmographics
Name
Cerebre
Legal name
Cerebre, Inc.
Website
https://cerebre.io
Company type
Private
Founded year
2018
Operating status
Operating
Headcount range
51–100 employees
Short description
Cerebre is a Boston-based industrial intelligence platform that converts engineering drawings into structured, navigable facility data models. Its StudioPro and PlantGraph products serve enterprise process manufacturers in energy, chemicals, refining, and nuclear sectors through multi-year SaaS contracts.
Ownership category
akta.pro rank

Where Cerebre is headquartered

Location

Headquarters

HQ city
Boston
HQ country
United States
HQ region
North America

Offices3 records

Markets served

Cerebre business model

Business model
GTM type
B2B
Offering type
Software
Cost components
Personnel, Technology or R&D, Marketing or Sales, Operations

Revenue model

  1. Software Platform Subscription: Cerebre generates revenue through software platform licensing, likely as annual or multi-year subscriptions for access to StudioPro and PlantGraph products. The enterprise sales motion and long-term agreements with major operators like ExxonMobil suggest contract-based SaaS pricing.

Pricing tiers

ModelBillingPrice
SubscriptionMulti-year contractEnterprise contract-based pricing

Go-to-market motion1 record

Distribution channels1 record

Marketing channels4 records

Cerebre product offering

Product offering

Core offering

Cerebre provides an industrial intelligence platform consisting of two core products — StudioPro and PlantGraph. StudioPro converts engineering drawings (P&IDs, CAD schematics) into structured, high-fidelity facility data models using AI detection models combined with human-in-the-loop validation, achieving 99%+ accuracy. PlantGraph then serves as a live, navigable intelligence map of the facility, enabling Google Maps-like search of assets, upstream/downstream equipment analysis, and graph queries 150+ layers deep across billions of data nodes.

Product overview

Cerebre offers a unified industrial intelligence platform consisting of two core patented products — StudioPro and PlantGraph — supported by four integrated capabilities. StudioPro digitizes engineering drawings into structured facility data using AI detection models with human-in-the-loop validation. PlantGraph serves as the live intelligence map enabling search, navigation, and graph queries across facility assets. These products are complemented by Map+Organize (drawing-to-map conversion), Search+Navigate (asset discovery), Enrich+Analyze (data annotation and workflow automation), and Consume+Scale (data distribution to third-party systems). The platform targets industrial process manufacturing companies in digital transformation, IT/data management, process/operations, and reliability/maintenance use cases.

Differentiator

Problem solved

Functional benefit

Products and services

  • StudioPro StudioPro converts engineering drawings (P&IDs, CAD schematics) into high-fidelity structured data models of a facility, using an algorithmic library with AI detection models and human-in-the-loop QA workflows to achieve 99%+ accuracy, enabling facility digitization within a week.
  • PlantGraph PlantGraph is a live intelligence map of a facility that enables Google Maps-like search, navigation, and contextual understanding of plant assets. It allows users to analyze upstream and downstream paths between equipment, search across 150+ graph layers, and query billions of data points at speeds 10,000 times faster than competing graph products.

Quantifiable outcome

  • 99%+ data accuracy achieved through human-in-the-loop validation
  • +3 more outcomes

Companies that use Cerebre

Customer profile

Named customers5 records

Segments4 records

Ideal customer profiles1 record

Cerebre technology and API

Technology

Technology focussed Yes

API detail

Has API
No
API docs
API detail

Core technology

AI maturity

App detail

AI capability6 records

Feature4 records

Cerebre partnerships and signals

Strategic signal

Partnerships

Two partnerships are on record, tiered core and flagship.

  • ExxonMobilcoreStrategic or Co-development Partner · 18 August 2025Cerebre and ExxonMobil signed a long-term agreement in August 2025 to accelerate and sustain ExxonMobil's Foundational Digital Backbone. This strategic collaboration underscores ExxonMobil's commitment to data and innovation targeted at driving enterprise operational efficiency in the energy sector.
  • Chevron Technology VenturesflagshipStrategic or Co-development Partner · 14 March 2024Cerebre was selected by Chevron Technology Ventures as part of its Catalyst Program launched in 2017 to promote and accelerate innovation from early-stage companies that can help transform the Energy sector. The Catalyst Program provides strategic backing for companies developing technologies relevant to Chevron's energy transition goals.

Scale indicators6 records

Recent moves6 records

Expansion highlights6 records

Cerebre competitors and assessment

Company assessment

Broad incumbents

  • Bentley Systems: Bentley Systems offers infrastructure engineering software, including iTwin for digital twins. Its OpenAsset and plant-focused products overlap with Cerebre's drawing-to-graph conversion use case for brownfield facilities.
  • AVEVA: AVEVA provides industrial software including PI System, plant design, and digital twin capabilities for process industries. It is a broad incumbent with deep enterprise relationships across the same energy, chemical, and refining customers Cerebre targets, making it the most strategically overlapping competitor.
  • Honeywell Forge: Honeywell Forge is Honeywell's industrial digital transformation platform with connected plant, asset performance, and process optimization capabilities, directly overlapping Cerebre's reliability and operations use cases in refining and chemicals.
  • Hexagon (HxGN SDx / Asset Lifecycle Intelligence): Hexagon provides asset lifecycle intelligence, CAD, and digital twin software for industrial and infrastructure customers, with overlap to Cerebre's drawing-to-graph and asset hierarchy capabilities.
  • Siemens Digital Industries (Xcelerator / COMOS): Siemens offers industrial software (COMOS, Xcelerator, Teamcenter) used by process manufacturers for plant engineering and operations. It is a broad incumbent that competes with Cerebre for digital transformation budgets at industrial customers.
  • GE Digital (Asset Performance Management): GE Digital's APM and Predix offerings compete in industrial data management and reliability, addressing similar reliability and maintenance use cases Cerebre targets in power, refining, and chemicals.
  • Emerson (DeltaV / Plantweb): Emerson's Plantweb digital ecosystem and DeltaV automation suite target reliability and process optimization in process industries, overlapping with Cerebre's PlantGraph use cases for asset hierarchy and contextualization.

Emerging players

  • Akselos: Akselos builds structural digital twin technology for industrial assets, with partial overlap to Cerebre's plant-graph approach for asset-level contextualization in process industries.
  • Contact Software (Cideon / CONTACT Elements): CONTACT Software provides PLM, IoT, and digital twin platforms for industrial engineering, with comparable use cases around structured asset data and engineering workflow integration.

Others

  • Neo4j-based industrial graph solutions: Neo4j and similar graph database providers serve as enabling infrastructure for industrial knowledge graphs. They are not direct competitors but represent the underlying technology category Cerebre's PlantGraph is built upon and against which Cerebre claims 10,000x speed advantages.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

Cerebre social profiles

Digital presence

Cerebre financial estimates

Financial estimate

Revenue estimate

Valuation estimate

Cerebre leadership team

Management profile

Number of profiles

Profiles2 records

Cerebre funding detail

Funding detail

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

Cerebre M&A and investment

M&A and investment

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Cerebre

What does Cerebre do?

Cerebre provides an industrial intelligence platform consisting of two core products — StudioPro and PlantGraph. StudioPro converts engineering drawings (P&IDs, CAD schematics) into structured, high-fidelity facility data models using AI detection models combined with human-in-the-loop validation, achieving 99%+ accuracy. PlantGraph then serves as a live, navigable intelligence map of the facility, enabling Google Maps-like search of assets, upstream/downstream equipment analysis, and graph queries 150+ layers deep across billions of data nodes.

Is Cerebre a public or private company?

Cerebre is a private company. It is classified as venture growth investor backed and is currently operating.

When was Cerebre founded?

Cerebre was founded in 2018. It employs 51 to 100 people.

Where is Cerebre based?

Cerebre is headquartered in Boston, United States, in the North America region.

How does Cerebre make money?

One revenue line is on record: software Platform Subscription.

Who are Cerebre's main competitors?

Broad incumbents on record are Bentley Systems, AVEVA, Honeywell Forge, Hexagon (HxGN SDx / Asset Lifecycle Intelligence), Siemens Digital Industries (Xcelerator / COMOS), GE Digital (Asset Performance Management) and Emerson (DeltaV / Plantweb). Emerging players are Akselos and Contact Software (Cideon / CONTACT Elements). Neo4j-based industrial graph solutions is listed as an others.

Does Cerebre have an API?

No public API is recorded for Cerebre.

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Live signals
of Supply Chain NewsOctave Expands Industrial AI Offering After Cerebre TakeoverOctave Intelligence acquired Cerebre, a US-based software company that transforms engineering schematics and plant data into a connected model. The acquisition strengthens Octave's industrial AI tools for customers in oil and gas, with Octave's installed base covering 60% of Fortune 500 companies. The deal aims to accelerate ARR growth and new licensing models.Engineering.comOctave acquires Cerebre to strengthen industrial AI platformOctave Intelligence acquired Cerebre, a U.S. software company that creates connected plant models from engineering schematics and operational data. Cerebre's models are deployed across 200+ plants and are expected to generate $8M in revenue in 2026. The acquisition aims to strengthen industrial AI use cases in brownfield facilities.Startup ResearcherOctave Acquires CerebreOctave Intelligence acquired Cerebre, a U.S. software company that creates connected plant models from engineering schematics and plant data. Cerebre expects US$8 million in 2026 revenue, mostly recurring, and Octave plans to integrate its capabilities into its engineering and operations solutions.Dealroom.coOctave buys stealthy Cerebre to fuel industrial AI push | Dealroom NewsOctave acquired Cerebre, a US software company that converts engineering schematics and plant data into a connected, real-time plant model. The deal was announced on November 11, 2026, with financial terms undisclosed. Cerebre is expected to generate $8 million in recurring revenue in 2026.TradingViewOctave acquires Cerebre to add connected plant model capabilitiesOctave Intelligence acquired U.S.-based software company Cerebre on Wednesday, with financial terms undisclosed. Cerebre's capabilities will be delivered through the Octave platform to customers of Octave's engineering and operations solutions.Quiver QuantitativeOctave Intelligence Acquires Cerebre to Strengthen Industrial AI for Mission-Critical Facilities | OCTV Stock NewsOctave Intelligence acquired Cerebre, a U.S. software firm that integrates engineering schematics and plant data into a connected plant model. Cerebre, deployed at over 200 plants, is expected to generate $8 million in revenue in 2026, primarily from recurring sources. The integration will be announced as part of Octave's platform launch in coming months.FinancialContent Business PageOctave announces acquisition of CerebreOctave Intelligence announced its acquisition of Cerebre, a U.S. software company that transforms fragmented engineering schematics and plant data into a connected plant model. Cerebre is expected to generate $8M in revenue in 2026, with high-growth potential in brownfield facilities. The acquisition aims to strengthen industrial AI use cases and support Octave's accelerated ARR growth.GlobeNewswireOctave announces acquisition of CerebreOctave Intelligence announced the acquisition of Cerebre, a U.S. software company that transforms fragmented engineering schematics and plant data into a connected plant model. Cerebre is expected to generate $8M in revenue in 2026, with high-growth potential in brownfield facilities. The acquisition aims to strengthen industrial AI use cases and support Octave's accelerated ARR growth.Stock TitanOctave acquires Cerebre; $8M revenue expected in 2026Octave Intelligence announced the acquisition of Cerebre, a U.S. software company that transforms engineering schematics and plant data into a connected plant model. Cerebre is expected to generate $8M in revenue in 2026, most from annual recurring revenue, with high-growth potential in brownfield facilities.Business & FinancialOctave Announces Acquisition Of CerebreOctave Intelligence announced its acquisition of Cerebre, a U.S. software company that transforms engineering schematics and plant data into a connected plant model. Cerebre is expected to generate $8M in revenue in 2026, most of which is ARR, with high-growth potential in brownfield facilities.