1. How would you describe your current data infrastructure?
2. What is your primary goal for introducing AI?
3. How large is the team that would interact with the AI system?
4. What is your expected timeline for implementation?
5. Have you previously worked with an AI or software development partner?
Every enterprise has a different relationship with data, automation, and intelligence. Distinct AI Systems doesn't sell pre-packaged AI. We engineer solutions that emerge from your operational reality — your workflows, your constraints, your ambitions.
| Domain | What It Solves | Technology Stack | Typical Engagement |
|---|---|---|---|
| Predictive Analytics Engines | Demand forecasting, churn prediction, risk scoring | Python, TensorFlow, custom ML pipelines | 8–14 weeks |
| Document Intelligence | Automated extraction, classification, compliance scanning | NLP, OCR, transformer models | 6–10 weeks |
| Process Automation | Workflow orchestration, approval routing, data entry elimination | RPA, API integration, custom middleware | 4–8 weeks |
| Conversational AI | Customer support bots, internal knowledge assistants | LLM fine-tuning, RAG architecture | 6–12 weeks |
| Computer Vision | Quality inspection, inventory counting, safety monitoring | YOLO, OpenCV, edge deployment | 10–16 weeks |
| Data Platform Design | Unifying fragmented data, building analytics-ready infrastructure | Cloud architecture, ETL, data lakes | 8–20 weeks |
A 45-minute call where we map your current state, pain points, and ambitions. No sales pitch — just diagnostic questions.
Within one week, you receive a written assessment: what's viable, what's not, estimated effort, and recommended approach. Free of charge.
A focused 2–3 week build of the core mechanism. You see working software before committing to a full engagement.
We develop in fortnightly cycles with live demos. Your feedback shapes every iteration. Integration with your existing systems happens in parallel.
Full documentation, training, and a 90-day support window. Optional ongoing retainer for monitoring and enhancements.
You have a clear idea and need a working proof-of-concept fast. We build a functional prototype in 2–3 weeks so you can validate the concept with real users or stakeholders.
Best for: ValidationYou need a production-grade AI system integrated into your operations. We handle architecture, development, testing, deployment, and training over 2–5 months.
Best for: TransformationNot sure where AI fits? We conduct a structured review of your processes, data, and goals — then deliver an actionable roadmap with prioritised opportunities and honest assessments of what won't work.
Best for: StrategyOur team operates from Old Lynch, Northern Ireland, but our systems run in production environments across the UK, Ireland, and continental Europe. We work remotely by default, with on-site visits when the project demands it.
We specialise in mid-market enterprises — companies large enough to have complex operations, but agile enough to act on AI insights quickly.
We don't build AI for the sake of having AI. If your problem is better solved with a well-designed spreadsheet, a simple automation script, or a process change, we'll tell you. Our reputation depends on delivering outcomes, not billable hours.
We also don't take on projects where the data doesn't exist yet and there's no plan to collect it. AI without data is speculation. We'll help you build the data foundation first if that's what's needed.
Last updated: January 2026
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Effective: January 2026
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The information presented on this website is for general informational purposes. While we strive for accuracy, we make no guarantees regarding the completeness or timeliness of any content.
Case study references and quoted outcomes reflect specific client engagements and should not be interpreted as guaranteed results. Every project is unique, and outcomes depend on factors including data quality, organisational readiness, and scope.
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