What AI FLUIDS LIMITED does

AI Fluids Limited is a UK-based private company founded in 2024 and headquartered in Shrewsbury, England, that develops AI-driven software for drilling fluid management in heavy industry operations. The company targets enterprise customers across oil and gas (primary), geothermal energy, mining, and construction sectors, positioning its offering against decades-old manual, trial-and-error approaches to drilling fluid chemistry that the company says have seen little innovation over the past 40 years. Its core product is a single integrated AI-driven drilling fluid management system that ingests structured sensor data streams measuring rheology, pH, fluid loss, viscosity, gel strength, solids content, and mud weight, and applies proprietary algorithms and advanced statistical models to enable multidimensional variable-interaction analysis, automated dosing recommendations, and dynamic parameter optimization in real time. The underlying intellectual property is protected by international patents originally developed by CTO James Haughs during his tenure at Clear Solutions International.

The business is in pre-commercial development. AI Fluids has 1-10 employees, no disclosed revenue or customer logos, no recorded funding rounds, and no publicly disclosed pricing. The founding team is led by Chairman Glynn Williams, whose career spans upstream oil and gas roles at SLB, Expro Group, and Silixa (the last of which led to adoption by Aramco of fibre optic sensing for hydraulic fracture monitoring and well integrity surveys), together with CTO James Haughs, who brings nearly two decades of drilling R&D and chemicals experience. The go-to-market motion is enterprise field sales supplemented by event-driven demand generation at major industry conferences such as the SPE/IADC International Conference & Exhibition in Stavanger.

Commercialization strategy centers on a horizontal segmentation approach, applying one technology stack across multiple drilling verticals. The company is actively seeking strategic partnerships and investment to bring the technology to market, suggesting potential licensing or partnership-based revenue models alongside direct enterprise sales. Marketing assets include a LinkedIn presence (@aifluids), a published industry insights blog, an English-language product website, and a contact-driven inbound channel. Operational registration is with Companies House in England & Wales under company number 111222333, with Clear Solutions International Ltd serving as the GDPR data controller for website processing.

Name

AI FLUIDS LIMITED

Legal name

AI Fluids Ltd.

Website

https://aifluids.com

Company type

Private

Founded year

2024

Operating status

Operating

Headcount range

1–10 employees

Short description

AI Fluids Limited is a UK-based software startup developing AI-driven drilling fluid management systems for oil and gas, geothermal, mining, and construction operators, using proprietary algorithms and real-time sensor analytics to automate chemistry optimization.

Ownership category

akta.pro rank

Product category

Oil & Gas Drilling Software

NAICS

Oil and Gas Field Machinery and Equipment Manufacturing (333132)

SIC

Industrial Instruments For Measurement, Display, And Control (3823)

akta.pro primary industry

Filtration, Condition Monitoring & Fluid Management (Filters, Breathers, Oil Analysis, Cooling) (IMAHAGAL)

akta.pro secondary industry

Hydraulic, Pneumatic & Fluid Power Systems MRO (Cylinders, Pumps, Valves, Hoses) (TLAKAHAI)

Keywords

• Drilling fluid management
• AI drilling optimization
• Oil and gas software
• Drilling chemistry automation
• Fluid properties monitoring

Headquarters

HQ city

Shrewsbury

HQ country

United Kingdom

HQ region

Europe

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Technology or R&D, Personnel, Marketing or Sales, Operations

Revenue model

1. Technology Licensing/Partnership: The company is seeking strategic partnerships and investment to bring their AI-driven drilling fluid management technology to market, indicating potential licensing or partnership-based revenue models.

Go-to-market motion2 records

Distribution channels2 records

Marketing channels4 records

Core offering

AI Fluids develops an AI-driven drilling fluid management system that uses proprietary algorithms and advanced statistical models to automate and optimize drilling fluid chemistry in real time. The system continuously monitors fluid properties such as rheology, pH, and fluid loss, providing actionable recommendations for additive dosing and process adjustments. It is designed to replace manual, trial-and-error approaches used in oil & gas, geothermal, mining, and construction drilling operations.

Product overview

AI Fluids offers a single integrated AI-driven drilling fluid management system that combines proprietary algorithms and advanced statistical models to automate and optimize drilling fluid chemistry in real time. The system replaces manual trial-and-error approaches with continuous monitoring of fluid properties (rheology, pH, fluid loss) and provides actionable recommendations based on multidimensional modeling. The technology is designed for oil and gas, geothermal, and mining sectors, enhancing precision, efficiency, and safety by reducing chemical waste, minimizing downtime, and eliminating guesswork in fluid management decisions.

Differentiator

Problem solved

Functional benefit

Products and services

• AI-Driven Drilling Fluid Management System

Quantifiable outcome

• Cost savings through reduced chemical waste, minimized downtime, and fewer wellbore complications

Segments4 records

Ideal customer profiles2 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability5 records

Feature3 records

Partnerships

One partnership is on record.

• Clear Solutions International LtdminorOthersClear Solutions International Ltd serves as the data controller and processor for AI Fluids' website operations, handling GDPR compliance, data retention, and data processing activities. This appears to be an administrative/service relationship rather than a strategic partnership.

Scale indicators2 records

Recent moves4 records

Expansion highlights4 records

Broad incumbents

• Weatherford International: Weatherford is a global oilfield services and equipment provider that has invested in drilling automation and digital offerings. It is comparable as a broad incumbent competing for the same drilling-operations software and fluid-management wallet share.
• C3.ai: C3.ai provides an enterprise AI application platform with deployed solutions for oil & gas operators covering production optimisation, reliability and predictive maintenance. It competes with AI Fluids as a generalist enterprise-AI vendor selling AI applications into the same upstream oil & gas customer base.
• Halliburton: Halliburton operates DecisionSpace and iCruise drilling-optimisation software alongside its Baroid drilling fluids business, making it a direct competitive incumbent in drilling fluid chemistry management. Its installed customer base and bundled offering pose the principal competitive threat to AI Fluids.
• SLB (Schlumberger): SLB is the world's largest oilfield services company, offering the DELFI cognitive E&P environment and DrillOps digital drilling platform that compete with AI Fluids at the wellsite. It is the dominant incumbent that AI Fluids' founders previously worked at and would need to partner with, displace, or be acquired by to scale.
• Baker Hughes: Baker Hughes provides drilling services, drill bits and digital solutions such as JewelSuite to oil & gas operators. As a broad oilfield services incumbent with its own drilling-fluids portfolio and digital roadmap, it competes with AI Fluids across both the chemistry and software layers of drilling optimisation.
• SparkCognition: SparkCognition builds industrial AI solutions for energy and other asset-heavy industries, including AI-driven asset optimisation and process monitoring. Its positioning as an industrial-AI software vendor serving energy customers overlaps with AI Fluids' AI-for-fluid-management value proposition at the upstream oil & gas customer.

Direct peers

• Earth Science Analytics: Earth Science Analytics is a Norwegian AI-for-oil-and-gas company that applies machine learning to subsurface and drilling-related data for operators. It is comparable to AI Fluids as a specialist AI software vendor targeting the upstream oil & gas value chain with proprietary algorithms.
• Validere: Validere provides AI-driven data and optimisation tools to oil & gas operators and traders, combining physical-product sensing with predictive models. Its use of sensor data, AI analytics and enterprise oil & gas customers overlaps meaningfully with AI Fluids' approach to instrumenting and optimising industrial fluid processes.
• Aspen Technology: AspenTech sells industrial AI and process-optimisation software to asset-intensive industries including energy and chemicals. Its optimization-and-control software model for complex process industries is directly comparable to AI Fluids' positioning of AI-driven optimisation of drilling fluid chemistry.
• Corva: Corva is a drilling analytics platform that delivers real-time AI-driven decision support to oil & gas operators and drilling contractors on rig sites. It overlaps directly with AI Fluids in applying AI/ML to drilling operations optimisation, although Corva's scope extends beyond fluid chemistry to overall drilling performance.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat3 records

Key risks5 records

Key highlights6 records

Customer concentration

• LinkedInlinkedin.com/company/ai-fluids

Revenue estimate

Valuation estimate

Number of profiles

Profiles2 records

Funding overview

Funding rounds

Investors

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

M&A

Investments

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

Frequently asked questions about AI FLUIDS LIMITED