AI Transformation Consultancy

AI that works in the real world

We help regulated institutions move AI from experimentation into live workflows, with measurable value, full data control and compliance at every stage.

Prove, then scale

"Most AI projects fail at the transition from proof of concept to production."

We put value first - proving it in a focused prototype before broader rollout. Every engagement is structured to build confidence and secure internal support at each stage, keeping momentum high and risk low.

Client work runs confidentially. The advantage we create belongs to you.

01
Phase-Gated Proofs of Value

Focused prototypes designed to show measurable results within weeks. Each phase builds confidence and secures internal support for the next stage, keeping momentum high and risk low.

02
AI Process Agents

Purpose-built agents trained on defined workflows to deliver quantifiable time and cost savings. Clear metrics demonstrate impact and validate the business case for scaling.

03
Executive Enablement

Decision-ready materials that help leadership understand how to budget, govern and scale AI safely. We translate technical capability into strategic clarity.

04
Accelerated Productisation

Our library of modular components accelerates build time and enables efficient scaling, while every engagement remains tailored to your specific environment.

Efficiency on every level

We operate across regulated and data-intensive sectors, focusing on operations where AI and process optimisation can deliver fast, measurable transformation.

Process Optimisation

Digitise repetitive document handling, data extraction and reconciliation workflows. Free your teams from manual tasks to focus on higher-value strategic work.

Decision Support

Build intelligent tools that summarise, rank and visualise complex information. Enable leaders to make faster, more confident decisions backed by comprehensive analysis.

Operational Intelligence

Create insight layers over existing systems to unlock transparency and drive continuous improvement, without heavy IT projects or disrupting current operations.

Pilot
Single-digit weeks
Prove
Confidence before rollout
Perform
At pace, safely

Bridging strategy and delivery

Built for operators

Leancrest was founded to make AI strategy and real-world delivery accessible. Many organisations know they need to act on AI but struggle to move from concept to credible results.

Delivery, not theory

We focus on outcomes that can be demonstrated and measured. Every engagement is structured to prove value in weeks, not months — and to leave your organisation with capabilities that persist beyond the engagement.

Value-first mindset

We exist to close the gap between ambition and results — proving value fast and scaling only what works. No year-long programmes. No theoretical frameworks. Just tangible outcomes.

Operators, not theorists

Matt Reed

Director

Thirteen years as COO at BGF, helping scale the fund from its first investment to 280+ portfolio companies and £2bn deployed. Earlier career across JP Morgan, CCMP Capital and Santander Infrastructure. Brings the operational, financial and commercial depth that regulated private capital clients expect, drawing on experience across fund management, financial control and investment operations.

Jessica Zoutsos

Director

Investment banking background at Goldman Sachs, followed by growth capital investing at BGF and Northern Gritstone across technology, industrial and health sectors. Remains close to active private capital deal-making through Penrose Capital. That investment domain fluency is what ensures Leancrest's AI outputs hold up in the rooms where regulated financial institutions make real decisions.

Brendan Ellis

Delivery Lead

Data and AI leadership across Big Four (EY, Deloitte), banking (Shawbrook) and private capital (Pantheon, as Head of Data and Digital Strategist). Experience inside regulated financial institutions gives him a practical understanding of the compliance landscape. Owns Leancrest's delivery process end to end, from configuring AI agents in client environments through to testing, iteration and user rollout.

John Eggleston

Strategic Advisor

Co-founded Callcredit Group as CIO, scaling it through acquisition to a $1.4bn exit as TransUnion UK. Part of the BGF founding team across eight years on the Executive and Investment Committees. Led technology, data and transformation as a Partner at Pantheon ($90bn AUM). Currently COO of a global private markets platform, keeping Leancrest's thinking grounded in what regulated institutions actually face.

Let's talk

If you're evaluating how AI can work within your organisation, or looking to move an existing concept into production, we'd like to hear about it.

Focus Regulated Financial Services · Public Sector · Enterprise AI
Mode Confidential engagements · Proof of Value programmes