# Integration Guys

> Integration Guys Ltd is a technology consultancy founded by Jeff Bradshaw (Forbes Tech Council member, PhD CS, ex-CTO of Proagrica, co-founded Adaptris). The company specialises in AI implementation, data integration, rebate management, and IT security for enterprises, helping organisations modernise their technology stacks and unlock value from their data.

## About

- [Homepage](https://www.integrationguys.net/index.html): Main landing page for Integration Guys Ltd, an enterprise technology consultancy.
- [About](https://www.integrationguys.net/about.html): Background on the company and founder Jeff Bradshaw, including credentials and experience.
- [Blog](https://www.integrationguys.net/blog.html): Articles covering AI, data integration, rebate management, and IT security topics.

## Services

- [AI & Data Services](https://www.integrationguys.net/ai-data-services.html): AI implementation, data strategy, and analytics services for enterprises.
- [Integration Design](https://www.integrationguys.net/integrationdesign.html): System and data integration architecture and design consultancy.
- [Rebate Management](https://www.integrationguys.net/rebate.html): Rebate process optimisation and management solutions for margin recovery.
- [API Strategy](https://www.integrationguys.net/apistrategy.html): API design, governance, and strategic planning services.
- [IoT Integration](https://www.integrationguys.net/iot-integration.html): Internet of Things integration and connectivity solutions.
- [Performance Tuning](https://www.integrationguys.net/perftune.html): System and application performance analysis and optimisation.
- [Testing](https://www.integrationguys.net/testing.html): Integration testing strategy and implementation services.
- [Due Diligence](https://www.integrationguys.net/duedil.html): Technology due diligence for mergers, acquisitions, and investments.
- [AI Content Agency](https://www.integrationguys.net/content-agency.html): AI-powered content creation and strategy services.

## Blog: AI & Security

- [When AI Becomes a Weapon: How Hackers Are Turning Your AI Against You](https://www.integrationguys.net/blog.html#ai-weaponization-hackers): How threat actors exploit AI systems and what organisations must do to defend against adversarial AI attacks.
- [Supply Chain Attacks Are Here. Control Your Dependencies](https://www.integrationguys.net/blog.html#supply-chain-attacks-dependency-control): Understanding and mitigating software supply chain vulnerabilities in modern development pipelines.
- [Securing Your AI Stack: Essential Guard Rails for Developers](https://www.integrationguys.net/blog.html#ai-development-security): Practical security frameworks and guard rails for building safe AI applications.
- [The Black Box Problem: Why Your CFO Won't Sign Off](https://www.integrationguys.net/blog.html#ai-auditability-trust): Addressing AI transparency and auditability challenges to gain executive buy-in for AI projects.

## Blog: AI & Data Integration

- [Garbage In, Chaos Out: Why Data Quality Breaks Agentic AI](https://www.integrationguys.net/blog.html#data-quality-agentic-ai): How poor data quality undermines agentic AI systems and strategies for ensuring data reliability.
- [Fueling Your Sales AI: Why Consolidated Product Data is Your Secret Weapon](https://www.integrationguys.net/blog.html#ai-data-consolidation-sales): The critical role of unified product data in powering effective AI-driven sales tools.
- [Why Your AI Chatbot Is Lying to Your Customers](https://www.integrationguys.net/blog.html#ai-hallucinations-data-integrity): Tackling AI hallucinations through better data integrity and grounding techniques.
- [Your AI Agents Will Fail (Until Your Systems Talk)](https://www.integrationguys.net/blog.html#agentic-ai-system-fragmentation): Why system integration is a prerequisite for successful agentic AI deployments.
- [Why 80% of AI Projects Fail Before They Start](https://www.integrationguys.net/blog.html#ai-projects-fail): Common pitfalls in AI project planning and how to set up AI initiatives for success.

## Optional

- [CI/CD Blueprint: From Monolith to Microservices](https://www.integrationguys.net/blog.html#ci-cd-blueprint-tutorial): A step-by-step guide to migrating from monolithic architectures to microservices with CI/CD pipelines.
- [The Invisible Leak: Rebate Process Costing You 4% Margin](https://www.integrationguys.net/blog.html#invisible-leak-rebate-roi): How inefficient rebate processes silently erode profit margins and what to do about it.