Most tech SMEs are wasting 20+ hours a week on tasks AI should be handling.
We build computer vision and AI-powered automation systems that take over the repetitive, data-heavy work — so your team focuses on what actually moves the needle. Clients see ROI within 60 days.
As seen in
The bottlenecks
we fix every day.
Most tech SMBs lose 25-40% of operational capacity on work AI could handle. Here's exactly where it hides — and how we eliminate it.
"We know AI could help — we just don't know where to start or what's actually worth building."
Your Roadmap from AI-Curious to AI-First — in Weeks
We pinpoint exactly where AI pays off in your business — so you stop guessing and start executing. Every milestone is tied to measurable ROI, so stakeholders see the value before the build even begins.
Explore service"Our cameras capture everything — but we can't possibly watch it all in real time."
Eyes That Never Blink — 24/7 Automated Visual Monitoring
We automate anything that requires human eyes — monitoring, inspection, visual search — so results are instant, consistent, and scale to any volume without growing your team.
Explore service"Half the team's day is spent on repetitive tasks that a machine should be handling."
Turn Your Team's Repetitive Hours into Competitive Advantage
AI doesn't get tired, forget steps, or need supervision. We build automation that handles your repetitive workflows end-to-end, so your team's output grows without your headcount needing to.
Explore serviceAverage efficiency gain delivered across all client engagements
From kickoff to live MVP — while most agencies take 6+ months to deliver
Average ROI within the first year across our projects
Client satisfaction rating across every completed engagement
Our Proven Approach:
Rapid Integration, Real Results.
Here's how we turn your AI aspirations into competitive advantage — not in months, but in weeks.
Find Your Highest-ROI AI Opportunity
We go deep on your operations — bottlenecks, data flows, team workflows, so we can identify the one or two AI moves that will unlock disproportionate value. No generic frameworks. No wasted budget on the wrong problem.
A Working MVP in 4-6 Weeks — Not 6 Months
We ship a real, working prototype fast — so you get early results that prove the business case, gather real-world data, and bring stakeholders on board before the full build even begins. Speed is the strategy.
Production AI Built Around Your Workflow — Not Against It
With real-world data in hand, we build and integrate the full system so it fits how your team actually works — not the other way around. Ongoing support means you're never left holding the bag when things evolve.
We don't just build AI.
We advance it.
Creators of AngelCV
We built and maintain an open-source computer vision library used in real-world firearm detection for schools and hospitals. A from-scratch YOLOv10 PyTorch implementation — NMS-free, hardware-agnostic, Apache 2.0 licensed.
Weekly on YouTube & LinkedIn
We share weekly from real work: what paid off, what stalled, and how to explain AI value to leadership. Plain business language, not engineering jargon.
Machine Learning & Self-Driving Cars
62,900+ learners worldwide have completed our Udemy course on computer vision and autonomous systems — with real reviews to prove it.
Hear directly from clients
we've partnered with.
Every quote below is from a real video testimonial. These are their words, not ours.
This new machine learning model will increase that $1 billion dollar savings even further. Gradient Insight was responsive, handled a complex domain well, and delivered with no hesitation on performance.
I would 100% recommend them. Honestly, I don't even know if I'd want to — I kind of want to gatekeep and keep them for us.
The architecture developed delivered outstanding threat detection accuracy while significantly reducing costs. Any company looking to push the boundaries of what's possible with AI would be fortunate to work with them.
Gradient Insight exceeded the brief and improved our AI efficiencies by over 80%. Working with them was a game changer — it gave me the confidence to take on bigger projects from major enterprises. Stop wasting time and hire them immediately.improved AI efficiencies by over 80%
They improved our computer vision pipeline and helped shape our product strategy. We increased successful usage from 60% to 80%.
I tried working with nine other people before hiring them. None of them could actually deliver. With them was different. They cared about the results, the reliability to actually get things done.
Verified on Clutch
A selection of projects
that delivered real value.
Real-Time AI Gun Detection for School Security
Custom YOLOv10 PyTorch model achieving 97.3% accuracy across 50+ RTSP streams — with 90% hardware cost reduction via distributed AI architecture.
Includes client video testimonial. AI Portfolio Optimisation in Oil & Gas
Interpretable ML models driving improved prediction accuracy across complex energy portfolios — projecting potential $1B growth over 10 years.
Includes client video testimonial. SEO Agency Improves AI Efficiencies by 80%
AI-powered workflow overhaul delivering 50× faster code generation and 80% efficiency boost — enabling the agency to win major enterprise clients.
Includes client video testimonial. AI Coin Counting Boosts ATM Efficiency
AI-powered coin recognition system transforming ATM operations — enhancing counting accuracy, reducing errors, and improving the end-user experience.
Computer Vision Drives 20% User Growth
CV enhancements to a Rubik's Cube solver app delivering a 20% user surge — the app now holds 500k+ downloads and a 4.7-star rating.
Includes client video testimonial. Transforming Warehouse Operations with AI
Advanced AI Machine Vision system deployed at scale — boosting warehouse accuracy, throughput, and operational productivity across the facility.
Computer Vision
Implementation Blueprint
Watch a full breakdown of our Computer Vision Implementation Protocol — step by step, from zero to production.
How do I know if AI is actually a good fit for my business?
If you have repetitive workflows, manual review processes, or decisions based on images, video, or structured data, there's usually a strong opportunity. During the first call, we'll assess whether AI will create real ROI — and if it won't, we'll tell you directly.
What if we're not sure what to build yet?
That's completely normal. Many clients come to us with a vague idea or just a problem. We'll help you identify the highest-impact opportunity, define a realistic AI solution, and prioritise what to build first.
What kinds of problems do you typically solve?
We focus on high-impact use cases: automating repetitive operational workflows, computer vision systems (inspection, detection, monitoring), reducing manual review or decision-making time, and internal tools that improve team efficiency. If your team spends time on tasks that feel repetitive, slow, or error-prone — that's where we come in.
Do you work with early-stage startups or only established companies?
Both — but the best fit is teams that have real workflows in place, already feel the pain of inefficiency, and are ready to implement. We move fast and deliver tangible results, so you need to be ready to act on them.
Do you use off-the-shelf tools or build custom from scratch?
Both. We choose the fastest and most effective approach based on your problem: pre-trained models when speed matters, custom models when accuracy or specificity is critical. The goal isn't to over-engineer — it's to deliver a system that works reliably in your real-world environment.
Our data is messy and incomplete. Can you still help?
Yes — and you're not unusual. Most companies we work with don't have clean, labelled datasets ready to go. Our rapid prototyping process is specifically designed to build the dataset during the project. We start with flexible, general-purpose AI models that work on raw data, then collect real-world examples as we go.
How long does it take to see results?
You'll have a working prototype within 4-6 weeks. Most agencies spend months scoping before building anything. We flip that: we build first on a defined scope, so you see the AI doing its job early and can make informed decisions about what to scale.
Do we need a technical team in-house to work with you?
No. We're often the technical team. We handle everything from scoping and data strategy to model development and integration. We work directly with business stakeholders, not just engineers — and we translate the technical work into plain language throughout.
What happens after the project is delivered?
AI systems degrade when the world around them changes — new edge cases, shifting data distributions, product updates. We offer ongoing maintenance and iteration as part of our long-term partnerships to ensure your system continues to perform.
Start with a conversation.
Leave with a strategy.
No obligation. No sales pitch. A direct conversation with the expert who will build your solution — and a clear picture of where AI delivers the most impact for your business.
Book free discovery callDirect expert access · Strategy-first · Portsmouth, UK