"We didn't start Future AI Solvers to follow a trend. We started because we watched organisations drown in data they couldn't use, and we knew software could think alongside them — not just store things."— Founding statement, 2019
This is the story of how a small Northern Ireland team grew into a trusted AI software partner. Scroll to walk through our timeline.
Every AI project we've delivered has a chapter in this story. We don't believe in generic case studies — we believe in showing you exactly how our thinking evolved, what we built, and why it mattered. Here's our journey, told honestly.
Our first client was a Belfast logistics firm losing £40k monthly to misrouted shipments. We built a predictive routing model that learned from three years of dispatch data. Within eleven weeks, misroutes dropped by 62%. That project taught us: AI doesn't need to be flashy — it needs to solve the pain that keeps a director awake at 2am.
Predictive LogisticsA legal services group approached us with 18,000 unstructured contract documents. They needed clause extraction, risk scoring, and anomaly flagging. We developed a bespoke NLP pipeline — not an off-the-shelf wrapper — that reduced manual review time from 14 hours per batch to under 90 minutes. The system still runs today, updated quarterly.
Natural Language ProcessingA precision parts manufacturer in Derry needed real-time defect detection on their production line. We deployed a computer vision model trained on 26,000 annotated images of acceptable and defective parts. False positive rate: 0.3%. The line now self-corrects before a human ever sees a flaw.
Computer VisionAn NHS-adjacent healthcare provider wanted to reduce phone queue times without losing the human touch. We designed a conversational AI triage system that handles initial symptom gathering, appointment scheduling, and follow-up reminders. Patient satisfaction scores rose from 71% to 89% within the first quarter of deployment.
Conversational AIOur most ambitious build to date: an autonomous decision layer for a financial services firm that evaluates lending risk across 43 variables in real time. It doesn't replace the underwriter — it gives them a confidence-scored recommendation in under four seconds. The firm's approval-to-default ratio improved by 29% in the first six months.
Decision IntelligenceCustom models that forecast demand, detect anomalies, and surface trends hidden in your operational data. Built on your infrastructure, not ours.
Forecasting · Anomaly DetectionFrom contract parsing to sentiment analysis, our language models understand context, not just keywords. Trained on domain-specific corpora for accuracy that generic tools can't match.
Extraction · Classification · SummarisationReal-time image and video analysis for quality control, security monitoring, inventory counting, and medical imaging assistance.
Detection · Segmentation · TrackingAI-powered chat and voice systems that handle intake, support, and transactional workflows — integrated with your CRM, EHR, or ERP.
Dialogue · Triage · SchedulingReal-time scoring, recommendation engines, and autonomous decision layers that augment human judgement with data-driven confidence.
Risk Scoring · RecommendationsWe don't just build models — we build the pipelines that keep them accurate. Monitoring, retraining, versioning, and deployment automation.
Pipeline · Monitoring · CI/CDNot every problem needs AI. We built this matrix to help prospective clients self-assess before a single call is booked. Honest guidance saves everyone time.
| Your Situation | AI Fit | What We'd Recommend Instead |
|---|---|---|
| You have structured data and a clear, repeated decision | Strong fit | — |
| You have unstructured data (text, images, audio) | Strong fit | — |
| You need a one-off report from existing data | Moderate | Business intelligence tooling or a data analyst |
| You have fewer than 500 data points total | Weak fit | Manual process or rule-based automation |
| Your problem changes definition every month | Weak fit | Strategy consulting first, then revisit |
| You want to automate a well-defined workflow | Moderate | RPA or scripted automation may suffice |
We don't collect vanity metrics. These are outcomes from real engagements, verified by the organisations we served.
We are nine people. Three machine learning engineers, two data engineers, one UX researcher, one project lead, one domain analyst, and one founder who still writes code on Fridays. We chose to stay small because small teams make better decisions faster.
Based in Northern Ireland, we work with organisations across the UK and Ireland. Every engagement starts with a diagnostic conversation — not a sales pitch.
It depends entirely on scope. A focused proof-of-concept can be delivered in four to six weeks. A production-grade system with integration, testing, and training typically takes three to five months. We'll give you an honest timeline after the diagnostic conversation.
Yes. AI is only as good as the data it learns from. We'll help you audit, clean, and structure your data — but the raw material needs to come from your operations. If your data isn't ready, we'll tell you that too.
Logistics, legal, healthcare, financial services, and manufacturing are our strongest domains. We've also completed projects in retail analytics and energy monitoring. If your industry isn't listed, reach out — we evaluate fit on a case-by-case basis.
Almost always. We build for integration, not replacement. Our systems connect via APIs, database hooks, or middleware to your existing ERP, CRM, or custom platforms. We handle the plumbing.
A 45-minute call where we listen to your operational challenge, ask about your data landscape, and give you an honest assessment of whether AI is the right tool. No slides, no hard sell. If AI isn't the answer, we'll say so.
Tell us what you're working on. We'll respond within one business day with an honest assessment — not a generic proposal.
Or reach us directly:
Phone: +44 7165 084139
Email: [email protected]
Address: 40 Sipes Orchard, Castle Steuber, Northern Ireland, WZ27 0VM, United Kingdom
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Last updated: January 2026.
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Last updated: January 2026.
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Last updated: January 2026.
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