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Retrieval Mathematics For AI Visibility

AI decides who gets recommended. Will it be you, or your competitors?

AI systems choose which companies to name using retrieval mathematics, not marketing. We're information retrieval specialists, not an SEO agency. We model how those systems select sources in your market, and engineer your information to give them every reason to choose you.

Apply for a free 15-minute consultation See how it works

The approach behind tens of millions in won work for leading contractors across the UK and the United States.

Retrieval, traced Illustrative

The buyer's question · q

› Who are the best commercial roofing contractors for warehouse roof refurbishment?

Best passage per company · cos(q, p)

  • Competitor AWarehouse roofing service page 0.84
  • Competitor BIndustrial re-roofing case study 0.79
  • Your companyHome page 0.58

Named in the answer · k / n, n = 20

  • Competitor A 17/20
  • Competitor B 12/20
  • Your company 0/20
Your retrieval margin −0.26
  • 0.58 − 0.84: your best passage minus the best competitor's

Cause: no passage states the service, the building type and the region together.

Track record

We don't name our clients. Their competitors would like us to.

Our work has produced tens of millions in won work for leading contractors in the UK and the United States.

  • Tens of millions in won work, not pipeline
  • Two markets the UK and the United States

How it works

From application to roadmap.

  1. 01

    Apply

    Answer six short questions about your business. We read every application.

  2. 02

    15-minute consultation

    Free. We show you two or three verified retrieval weaknesses in your market.

  3. 03

    Retrieval Opportunity Report

    A measured diagnosis of one service category, and a prioritised roadmap.

  4. 04

    Implementation

    The roadmap carried out, then re-tested against the same measures.

The method in full

Services

Diagnose. Implement. Validate.

Retrieval Opportunity Report

A fixed-scope diagnosis of one commercially important service category, ending in a measured, prioritised roadmap for search and AI visibility.

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Query & Intent Modelling

Model the queries your buyers use at each stage of a purchase, weight them by value, and measure which ones your pages can actually answer.

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Entity & Ontology Engineering

Define your business, services and their relationships as explicit, connected entities that search and AI systems can interpret without guessing.

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Industry expertise

Built for markets where one customer matters.

We come from construction and industrial supply, where a single contract can be worth more than a year of marketing. The principle holds anywhere one customer is worth competing for.

Commercial Roofing Commercial Law Firms Specialist Accounting Firms Insolvency and Restructuring Specialist Insurance Corporate Finance Forensic Accounting Commercial Property Advisory Cybersecurity Services Engineering Environmental Consultancies Specialist Healthcare Providers Financial Advisory Firms Specialist Industrial Equipment and Power Systems Commercial Surveying Management Consultancies Commercial Debt Recovery B2B SaaS Precision Engineering and Manufacturing Aerospace and Defence Components Specialist Materials and Composites Testing, Inspection and Certification Defence Electronics and Ruggedised Systems Advanced and Additive Manufacturing Industrial Automation and Control Systems Naval Engineering and Marine Systems Military Vehicle Components and Engineering Aerospace Maintenance, Repair and Overhaul Defence Infrastructure and Facilities Management Data Centre Construction and Mission-Critical MEP High-Voltage Electrical and Power Infrastructure Specialist Construction Product Manufacturers Commercial Cladding and Façade Engineering Fire Protection and Building Safety Remediation Industrial Roofing and Waterproofing Mechanical and Electrical Engineering Contractors Water and Wastewater Infrastructure Engineering Ground Engineering, Piling and Remediation Structural Steelwork and Industrial Buildings Industrial HVAC and Building Energy Systems Specialist Civil Engineering and Infrastructure Nuclear Construction and Engineering Services Commercial Building Refurbishment and Retrofitting Defence Infrastructure and Specialist Construction Construction Technology Professional Services

Free 15-minute consultation

Find out where your business stands.

  • How search and AI systems currently interpret your business
  • Where competitors are better understood than you
  • Specific retrieval weaknesses, checked before we speak
  • Whether there is work worth doing, and what it is worth to you

Apply for a free 15-minute consultation

We reply within one business day, and usually within the hour.