I design commercial
operating systems
that scale.

I combine commercial strategy, systems, data and AI to improve forecast accuracy, drive operational leverage and create predictable revenue growth.

£100M+

Pipeline Governed

Cumulative pipeline value governed across commercial roles.

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14+

Years Experience

Commercial operations experience since 2011.

50+

Frameworks, Tools and Processes Shipped

Designed, delivered and embedded across the commercial operating model.

12+

Commercial Frameworks Designed

Forecasting, compensation, governance and reporting frameworks operationalised.

10

AI Solutions Built

Practical AI tools, agents and workflows built around commercial decisions.

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Commercial Operating System

Revenue
Engine
Select a team
Forecast Confidence96%Illustrative example
Pipeline HealthHealthyOn track
Quote to Cash8 approval flowsAutomated
Renewals Generated98%Illustrative example
AI Enablement5 workflowsLive
Explore how I build and scale these systems

KEY TOOLS AND PLATFORMS

Salesforce
DealHub
HubSpot
Power BI
Looker
Google Packages
Excel
Asana
Claude
Gemini
OpenAI
SQL
BigQuery
Lusha
Einstein Analytics

I HELP REVENUE TEAMS BUILD FOR SCALE

RevOps Strategy

Building the commercial operating model behind scaling businesses. Governance, cadence, and the frameworks that survive personnel changes.

Forecast & Pipeline

Redesigning forecasting governance to lift accuracy from 80% to 90%+. Inspection cadences and evidence bars, not new tools.

£

Compensation Design

Commission plan architecture across multiple team types. Gate structures, accelerators, and legal language that holds up to dispute.

Systems & Automation

End to end Salesforce, DealHub and Spiff implementation. Systems that reps actually use, not shelfware.

AI & Intelligence

Building AI native RevOps tooling that gives reps back hours. Assistants, workflows and analytical agents on top of the CRM.

Reporting & Insights

Board and SLT reporting that changes decisions. Cut time from data to insight from days to hours.

FEATURED PROJECTS

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Governed AI Agent Layer

Designed a reusable shadow mode framework for entity resolution and call intelligence agents, with confidence scoring, human approval and an evidence based path to selective autonomy.

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Commission Intelligence Platform

Built a flexible commission engine with gates, accelerators and real time payout visibility. Cut commission letter generation from 2 days to under an hour per cycle.

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Forecast Intelligence

Designed a forecasting framework and AI assistant that lifted forecast accuracy from 80% to 90%+, embedded across the GTM organisation.

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Pipeline AI

Built an explainable scoring layer across deal risk, evidence health and account fit, adopted across the full GTM organisation.

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SLT Revenue Pack Automation

Automated the weekly leadership reporting pipeline and reduced time from data to insight from three days to under four hours.

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DealHub Transformation

Led end to end DealHub implementation, including the discount approval framework, quoting logic and adoption across the sales team.

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