AI Integration That Works With Your Systems
Whether you’re enhancing your CRM, automating internal processes, or connecting multiple data sources, we’ll help you make AI a practical part of your business.
Our team specialises in integrating modern AI models and APIs into real-world workflows. That way, you get results that are secure and reliable – helping your teams save time, cut manual work, and make smarter decisions every day.
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Why AI Projects Get Stuck
Most teams know AI could make their business smarter. Actually getting it to work inside existing systems is where things break down.
You’ve got platforms that don’t communicate well with AI models or APIs. Off-the-shelf tools that promise quick wins but can’t handle your real workflows. Even when something works, it’s often fragile, slow, or impossible to scale.
Without the right integration strategy, companies typically get stuck in experimentation mode: huge potential, no production-ready results.
The issue isn’t a lack of tools – it’s the missing link between your data, your systems, and the AI that could change them.
Our Approach: Making AI Work Inside Your Systems
We make AI work where it matters most – inside your existing infrastructure. Our team bridges the gap between powerful AI models and the systems your business relies on every day, turning disconnected tools into seamless, intelligent workflows.
Connect APIs
Integrate leading AI providers like OpenAI and Anthropic, or your own custom endpoints, directly into your existing stack.
Design & Automate Workflows
Using Python and Django, we build automated processes that remove bottlenecks and let AI handle repetitive work reliably.
Build Custom Connectors
Create secure bridges between your internal systems and AI services. That way, you’ll have a smooth, compliant data flow.
Optimise Data Handling
Implement data pipelines and compliance-first practices for performance, security, and scalability.
Deliver Production-Ready Integrations
We go beyond prototypes by deploying stable, maintainable integrations built to grow with your business.
Deliver Production-Ready Integrations
We go beyond prototypes by deploying stable, maintainable integrations built to grow with your business.
We adapt to your team’s tools, workflows, and priorities to make AI an effortless extension of your current setup.
Each integration is designed to fit naturally into your business – stable for today, scalable for tomorrow.
Where AI Delivers Real Business Value
AI integration isn’t one-size-fits-all. Every business has its own data, systems, and goals – but the right implementation can make all of them smarter and more efficient.
CRM Enhancements
Automatically summarise customer notes, score leads, and surface insights directly within your CRM.
Helpdesk Automation
Use AI to triage tickets, suggest responses, and resolve common queries faster.
Knowledge Base Assistants
Turn your internal documentation into intelligent, searchable chat interfaces.
Data Enrichment & Analytics
Clean, enrich, and analyse data at scale to uncover trends your team can act on.
Content & Document Automation
Extract, classify, or generate information from PDFs, reports, and forms automatically.
How We Work: A Clear Process from Audit to Optimisation
Integrating AI isn’t just about wiring in an API – it’s about building something secure, scalable, and ready for real-world use. That’s where Raw Jam stands out.
Step 01
Audit & Discovery
We start by looking at your current setup like your systems, data, and workflows, to identify where AI can make a real impact.
Step 02
Prototype & Validate
Next, we build a lightweight prototype or proof of concept to make sure the integration works before you invest further.
Step 03
Develop & Deploy
Once validated, we design and implement secure, production-ready integrations that connect your tools, APIs, and data pipelines.
Step 04
Train & Support
We help your team understand how to use the new tools effectively. This paves the way for a smooth handover.
Step 05
Monitor & Optimise
After launch, we stay involved by tracking performance, refining workflows, and scaling as your needs grow.
It’s a process designed to reduce risk, deliver fast wins, and make sure every integration adds long-term value. You’ll always know what stage we’re at – and what’s coming next.
Why Choose Raw Jam
Integrating AI isn’t just about wiring in an API – it’s about building something secure, scalable, and ready for real-world use. That’s where Raw Jam stands out.
Proven Python & Django Expertise
With nearly 20 years in Python and Django, our senior developers average 8+ years’ experience. We’ve built, scaled, and stabilised systems across government, energy, and media.
Real AI Integration Experience
We’ve delivered production-ready AI integrations for CRMs, data pipelines, and intelligent dashboards – all without disrupting critical systems.
Fast, Transparent Delivery
When time matters, we can begin in as little as 24 hours. You’ll always know what’s being delivered, why it matters, and how it supports your goals.
UK-Based and Timezone-Aligned
Our developers work in your hours, join your standups, and use your tools – no offshore delays or late-night calls.
Security-First, GDPR-Compliant
We’re Cyber Essentials certified and follow OWASP best practices, strict dependency management, and secure access controls. Your IP and data stay protected at all times.
Collaborative, Long-Term Approach
We don’t just deliver and walk away. We embed within your workflow, support your teams, and ensure stability well beyond launch.
You’re not just hiring developers – you’re partnering with a UK-based team trusted by the National Gallery of Scotland and Executives Media to deliver secure, scalable, and future-proof digital products.
Let's Bring AI Into Your Business - The Right Way
You’ve seen what AI can do – now it’s time to make it work for you. Whether you want to automate workflows, connect APIs, or bring intelligence to existing platforms, we’ll help you integrate AI in a way that’s secure, scalable, and built to last.
Let’s connect your systems, automate your workflows, and make AI part of your day-to-day operations.
Frequently Asked Questions
Yes, that’s exactly what we specialise in. We connect AI models and APIs directly into your existing systems, whether you use a CRM like Zoho, Pipedrive, HubSpot, Salesforce, an ERP platform, or a custom internal tool.
We design our integration to have a positive impact on your current system, with no rebuilds and no disruption. We use Python and Django to create secure connections between your data and AI models, so tasks like lead scoring, email insights, or predictive reporting happen automatically within your existing platforms.
This means your teams continue to use the tools they already know, but they become faster, smarter, and more capable with AI working behind the scenes.
Not at all. We build AI integrations that work with what you already have.
Before applying any intelligence layer, we do a full audit of your current systems and data setup. If any compatibility issues arise, we’ll flag them immediately and provide clear workarounds or technical solutions.
Everything will be clear before the project starts. You’ll know exactly what’s possible, what might need adjusting, and how the integration will fit into your existing stack.
Our goal is to make AI work around your environment, not force you to change it.
Security and compliance are part of every stage of our process, not something we add later. We follow OWASP best practices, apply strict access controls, and ensure all data transfers are encrypted.
Our team is Cyber Essentials certified and fully GDPR compliant, ensuring that all integrations meet UK and EU data protection standards.
We also design each integration to match your organisation’s specific security and compliance needs. This includes API authentication, monitoring, and audit trails, so you always stay in control of your data.
Most projects take between 2 to 6 weeks, but some can take longer depending on the requirements and the complexity of your systems.
All timelines are fully scoped out in the functional scoping document before we proceed, so you’ll know exactly what to expect.
For larger projects, we typically recommend a phased approach, where the core functionality goes live first while we continue to develop more advanced features in the background.
This way, your business keeps running smoothly, and your team can start benefiting from AI early, without waiting for the entire project to finish.
Clients typically see immediate improvements in efficiency and accuracy. Repetitive manual tasks are automated, customer and team interactions become faster, and decision-making improves thanks to real-time insights.
Over time, these integrations create more value, such as lower operational costs, faster response times, and better use of your internal data. The biggest benefit is that your teams can focus on growth and innovation instead of maintenance or admin.