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AI Advisory · Capability Building · AI Failure Analysis

AI Advisory. Delivery.
Forensics.

Practitioner-led AI advisory grounded in real engineering expertise and experience securing the world's most sensitive projects.

For Consultancies

Build and sell AI services

We help consultancies develop AI as a credible, sellable capability. Service design, methodology, go-to-market strategy, and team upskilling.

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For Organisations

Deliver your AI programme

Hands-on AI programme support at the cybersecurity intersection. Strategy, assessment, and execution for enterprises and consultancies alike.

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AI Failure Analysis

Investigate when AI systems fail

Independent root cause analysis when AI and LLM systems produce harmful or unexplainable output. Forensic-grade findings for legal, compliance, and risk teams.

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Our Thesis

AI can match the analytical capability
of your best people.

Every business depends on people who can review complex information, identify what matters, and deliver clear advice. That analytical capability has always been the bottleneck.

AI is changing that equation. The organisations building their own analytical engine, one that augments how their teams process information and deliver insight, are the ones pulling ahead.

AnalystEngine exists to help you build that capability. Whether you’re a consultancy turning AI into a service line or an organisation embedding AI into how you operate, the goal is the same: better analysis, faster delivery, stronger outcomes.

Why AnalystEngine

We advise from
experience.

AnalystEngine operates at the intersection of AI, cybersecurity, and software engineering. Our recommendations come from building real products and delivering real programmes, not from frameworks alone.

We understand how consultancies sell and deliver because we've worked inside them for over 10 years. And we understand AI engineering because we've built and shipped production AI products ourselves.

Deep Domain Expertise

10+ years in cybersecurity consulting and professional services. We understand the domain, the compliance landscape, and the operational realities.

Real AI Engineering Experience

We’ve designed, built, and shipped AI-powered products, from LLM architecture to customer delivery. That hands-on experience shapes every engagement.

Knowledge Transfer by Design

Every engagement is structured to leave your team stronger. We build capability within your organisation, not dependency on ours.

View case studies About us
Case Study

Proof,
not promises.

Cybersecurity Consulting

What We Learned Building an AI-Native Assessment Platform from Scratch

Challenge

Cybersecurity framework assessments are one of the most knowledge-intensive engagements in consulting. They depend on senior practitioners who can interpret evidence, map it to controls, and identify what is missing. We wanted to test how much of this workflow AI could handle reliably.

Outcome

A working AI-native assessment platform that processes client documents, extracts structured claims, maps evidence to framework controls, and generates targeted interview questions. Built over twelve months across cybersecurity, AI, and software engineering.

Read the full case study
Insights

Latest thinking.

Thought Leadership·14 min read

How to Investigate an AI System Failure

A practitioner's guide to investigating AI and LLM system failures. Covers telemetry readiness, hallucination forensics, RAG failure analysis, and structuring findings for legal and regulatory scrutiny.

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Thought Leadership·15 min read

How to Deliver Cybersecurity Assessments

A comprehensive guide to delivering effective cybersecurity assessments, covering document review, questionnaires, interviews, and presentation techniques.

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TALK

Let's talk.

Whether you're building an AI practice, delivering an AI programme, or investigating an AI system failure, a conversation is the best place to start.

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