Executive Profile   ·   GrayCrayon Network
Michael A. Flanagan
Fractional CTO & AI Implementation Specialist | Data Architecture | Intelligent Automation

Thirty-five years bridging enterprise data systems with cutting-edge AI — from TensorFlow implementations in 2015 to today's agentic architectures and MCP servers. Helping businesses not just adopt AI, but thrive with it.

MAF
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Executive Profile · GrayCrayon · 2026
35+
Years Experience
10+
Years in AI
5
AI Portfolio Projects
01   Summary

Executive Profile

"I don't just implement AI — I create comprehensive strategies that ensure your business doesn't just adopt AI, but thrives with it."
Current Roles
Fractional CTO · MoxyWolf LLC
Also At
Lead PM AI · Elsevier
Availability
Consulting & Implementation
AI Experience
10+ Years (TensorFlow 2015)
Data Expertise
SQL Server Admin Since 1995
Community
Skool · Known as "Gandalf"

Michael A. Flanagan is a data architecture and AI implementation specialist with 35+ years of enterprise-grade experience bridging traditional data systems with cutting-edge AI technologies. He partners with businesses to identify and deploy transformative AI opportunities that create genuine competitive advantages — combining strategic consulting with deep hands-on technical expertise.

His AI journey began in 2015 with TensorFlow implementations, long before generative AI entered the mainstream. Today he is an early adopter of emerging paradigms including MCP (Model Context Protocol) servers, positioning clients ahead of the technology curve. His approach encompasses workflow automation, data intelligence, and system integration into cohesive strategies that deliver measurable business impact.

Currently serving as Fractional CTO at MoxyWolf LLC and Lead Project Manager of an AI Initiative at Elsevier, Michael also brings deep operational credibility through nearly two decades as Lead DBA and Senior DevOps Engineer at Aries Systems. He is an active contributor to one of the largest Skool developer communities, where his ability to quickly diagnose blockers and provide actionable guidance has earned him the nickname "Gandalf."

Data Architecture

Enterprise SQL Server administration since 1995, multi-platform data integration, and robust ETL/ELT pipeline design ensuring data quality and accessibility.

AI & LLM Integration

Strategic selection and deployment of language models, agentic AI systems, MCP server architecture, and explainable AI solutions optimised for specific business needs.

Workflow Automation

n8n rapid deployments, LangGraph enterprise orchestration, and API integrations that unify disparate applications into cohesive, intelligent business processes.

Fractional CTO Advisory

Strategic AI roadmap development, end-to-end project implementation, and knowledge transfer — working as an extension of your team to ensure lasting self-sufficiency.

02   Impact

Career Impact

35+
Years of Enterprise Delivery

Three and a half decades transforming enterprise data into competitive advantages across publishing, DevOps, and AI-driven organisations.

10+
Years in AI & ML

From TensorFlow implementations in 2015 through today's agentic LLM systems and MCP server architectures — early and continuous AI adoption.

20+
Years Building Business Apps

Custom application development from no-code rapid prototypes to enterprise-grade Python platforms — maximising existing technology investments.

5
Deployed AI Portfolio Projects

Production AI systems spanning explainable AI, multi-model orchestration, transaction log analysis, peer review prediction, and workflow automation.

1995
SQL Server Since

Enterprise-level database design, optimisation, and management spanning three decades — the bedrock of every intelligent data system he builds.

4–6
LLMs in AI Council Framework

Proprietary multi-model orchestration system running simultaneous LLM evaluations with an orchestrator agent returning consensus responses.

n8n Automations Deployed

Continuous deployment of workflow automations that streamline daily operations — from simple triggers to complex multi-system business processes.

03   Career

Career History

Three and a half decades of progressive technology leadership — from database foundations through DevOps and into the AI era.

AI & Automation 2015 – Present
Academic Publishing 2025 – Present
DevOps & Platform Eng. 2019 – Present
Database Administration 1995 – Present
Enterprise Software 2005 – 2019
2025
Present
MoxyWolf LLC
Fractional CTO

Leading technology strategy and AI implementation for the firm, combining strategic consulting with hands-on technical delivery. Responsible for identifying and deploying transformative AI opportunities that create genuine competitive advantages for clients.

Developing comprehensive AI strategies encompassing workflow automation, data intelligence, and system integration
Deploying MCP server architectures to streamline AI model management and enhance solution maintainability
2025
Present
Elsevier
Lead Project Manager, AI Initiative

Directing AI programme management for one of the world's leading academic publishing organisations. Overseeing the integration of AI capabilities across editorial and publication workflows to enhance research quality and operational efficiency.

Managing cross-functional AI initiatives including a peer review publication predictor for manuscript evaluation
Bridging technical AI implementation with editorial stakeholder requirements at enterprise scale
2019
Present
Aries Systems
Senior DevOps Engineer

Leading DevOps engineering practices for a prominent academic publishing technology provider. Responsible for CI/CD pipeline architecture, infrastructure automation, system reliability, and the operational integration of AI-powered tools into development workflows.

Leveraged AI to analyse mobile app transaction logs — identifying trends, anomalies, and underutilised features
Designed and deployed n8n workflow automations to streamline daily operational tasks and business processes
2005
2019
Aries Systems
Lead DBA

Served as the lead database architect and administrator for 14 years, owning all aspects of enterprise SQL Server environments supporting academic publishing platforms. Built and maintained the data foundation that underpins the firm's core product offerings.

Enterprise-level database design, optimisation, and management across the full SQL Server lifecycle
Established data pipeline architectures and ETL/ELT processes ensuring data quality and long-term accessibility
Multi-platform data integration expertise developed across SQL/NoSQL databases, data lakes, and cloud storage
04   Expertise

Technical Expertise

A career spanning 35+ years across the full evolution of enterprise technology — from SQL Server administration in 1995 through TensorFlow in 2015 to today's agentic AI architectures and Model Context Protocol servers. Deep hands-on background combined with strategic advisory experience across publishing, DevOps, and AI-driven environments.

Proficiency ratings reflect direct production delivery experience — not theoretical familiarity. Every area below has been put to work under real operational conditions, from database foundations that have run for decades to AI systems deployed in active enterprise environments today.

Data Management
SQL Server & Data Architecture

Enterprise SQL Server administration since 1995. Multi-platform data integration across SQL/NoSQL databases, data lakes, and cloud storage. Robust ETL/ELT pipeline architecture ensuring data quality at scale.

AI & Machine Learning
LLM & Agentic AI Systems

10+ years AI experience from TensorFlow to advanced LLM deployment. MCP Server architecture, agentic AI development, multi-model orchestration, and explainable AI with full citation transparency.

Workflow Automation
n8n & LangGraph Orchestration

Rapid n8n automation deployments for immediate business impact. Sophisticated LangGraph Python workflows for complex multi-system orchestration. API integration connecting any application or data source.

Platform Engineering
DevOps & System Reliability

Senior DevOps engineering with deep CI/CD pipeline architecture, infrastructure automation, and the operational integration of AI tools into production development workflows.

Application Development
Custom Business Applications

20+ years building business solutions — from no-code rapid prototypes to enterprise-grade Python applications. Emphasis on maximising existing technology investments and seamless legacy integration.

Strategic Advisory
AI Roadmap & Fractional CTO

Comprehensive AI strategy assessment, roadmap development, and end-to-end solution delivery. Technology-agnostic approach selecting the right tools for each need — not pushing predetermined solutions.

05   AI Portfolio

AI Portfolio & Projects

Production AI systems built and deployed across enterprise environments — each solving a distinct business challenge with measurable, transparent outcomes.

01
Explainable AI (XAI) System
Chatbot with Citation Intelligence · Enterprise Deployment

A chatbot interface that references a company's document corpus to return responses with full citation links — providing complete transparency on where each response originated. Eliminates AI "black box" concerns in regulated and knowledge-intensive environments.

02
AI Council Framework
Multi-Model Orchestration System · Proprietary Architecture

A multi-model orchestration system that passes input simultaneously to 4–6 LLM models. An orchestrator agent manages, compares, and evaluates all results to return a consensus response — delivering higher-confidence outputs than any single model alone.

03
Transaction Log Analysis System
Mobile App Behavioural Intelligence · Aries Systems

AI-powered analysis of a mobile application's extensive transaction logs, identifying trends, anomalies, and user behaviour patterns — highlighting both usage tendencies and underutilised features to inform product and engineering priorities.

04
Peer Review Publication Predictor
Academic Manuscript Analysis · Elsevier

A pilot programme for academic paper submissions that analyses manuscripts and provides detailed feedback on publication likelihood, with specific recommendations for improving acceptance chances — augmenting the editorial review process at scale.

05
Workflow Automation Suite
n8n & LangGraph Deployments · Multiple Clients

An ongoing portfolio of n8n workflow automations and LangGraph enterprise orchestrations designed and deployed to streamline daily operational tasks and complex business processes — from simple triggers to sophisticated multi-system Python workflows.

SC
Strategic Consulting
Data and AI roadmap development aligned to business objectives
PI
Project Implementation
End-to-end solution delivery from discovery through production
SI
System Integration
Connecting AI capabilities with existing infrastructure and legacy systems
PO
Performance Optimisation
Ongoing refinement, monitoring, and enhancement of AI and data systems
TE
Training & Enablement
Empowering your team with AI and data skills for long-term self-sufficiency
fCTO
Fractional CTO
Senior technical leadership without the full-time overhead — MoxyWolf LLC · 2025 – Present
06 · Get in Touch

Start a
Conversation

AI implementation engagements, fractional CTO opportunities, workflow automation projects, and strategic data consulting are available through direct outreach and the GrayCrayon network.