About Gradient Insight

The AI partner that ships in weeks, not months.

We are a specialist, expert-led AI consultancy with deep roots in safety-critical engineering. We stay intentionally small to ensure our standards never slip — eliminating inflated teams and junior hand-offs so you work directly with the engineers who ship.

80%+

Efficiency gains

6-8 wks

Avg. MVP delivery

Top 1%

Upwork Expert-Vetted

5.0★

Client satisfaction

Featured in

ForbesInc. MagazineInformationWeekTechTargetAuthority Magazine

Who we serve

We specialise in serving tech SMBs

Technology-led small and medium businesses are our sweet spot: teams that need production-grade AI and honest timelines — not enterprise bloat or junior-heavy agencies. You get the same rigour we brought to defence and safety-critical work, tuned for speed and clarity.

Where this applies

Explore industries and example outcomes

Sectors we focus on, typical use cases, and proof — so you can see how teams like yours ship AI without the bloat.

Proven track record

Production AI systems, real-time processing, and multiple top-rated products — we ship outcomes, not slide decks.

Cutting-edge expertise

Years of hands-on work in AI and software. What's impossible one week can be fair game the next — we stay close enough to the frontier to know the difference.

Award-winning excellence

Independent recognition including Top Computer Vision Company, Top AI Company (UK), and AI Development Company of the Year — details below.

How we work

The Gradient Method — 80% efficiency gains in 6-8 weeks

Needs Immersion

We dive deep into your pain points to find exactly where AI makes the highest impact — before writing a single line of code.

Rapid Prototype

A working MVP in 6-8 weeks to demonstrate value, validate assumptions, and collect the real-world data your final system needs.

Custom AI Solution

A full-scale, production-ready system — Docker, cloud-native, and built to scale from day one.

Key Breakthroughs

Milestones of Innovation

2025-26

Aikiu Studio

Next-Gen AI Branding

Built a conversational AI system for unique logo generation using diffusion models. Transitioned complex design tasks into simple natural language conversations.

2024-25

AngelCV

Real-time Vision Ecosystem

Developed a from-scratch YOLOv10 implementation for hardware-agnostic weapon detection across 50+ RTSP streams with <300ms latency.

2025-26

Pulse AI

News Hijacking Platform

Engineered a real-time monitoring and LLM matching system to identify PR opportunities by matching news stories against detailed brand profiles.

Our Leadership

Expert Leadership. Direct Collaboration.

Iu Ayala

Founder & Chief Architect

Architect of safety-critical AI and the lead engineer behind breakthroughs like AngelCV and Aikiu Studio. With over a decade of experience in autonomous systems and high-scale ML, Iu leads every technical engagement personally.

Architect of AngelCV & Aikiu Studio
Upwork Expert-Vetted · Top 1%
MSc Machine Learning & Robotics — Heriot-Watt University
Former defence contractor (L3Harris, TPGroup)
Quoted in Forbes, Inc. Magazine, InformationWeek, TechTarget

Sara Ayala

Co-founder & Head of Operations

Sara ensures the consultancy runs at peak efficiency. From client onboarding and roadmap coordination to ensuring every engagement stays on track and on budget, her focus on seamless operations is what turns MVPs into long-term strategic assets.

Specialist Focus. You get senior-level expertise on every call — not a junior consultant who'll escalate. We stay small intentionally so our standards don't slip.

Background