Ship AI that moves revenue. Not another pilot that stalls.
We're the AI partner that speaks business and ships production code. From strategy to a live system your users actually touch — in weeks, not quarters.
Four reasons ambitious teams choose us over big-firm decks and freelance guesswork.
Prototype in weeks, not quarters
A working, testable AI prototype in front of real users within 4–6 weeks — so you can prove value before you commit budget.
Senior people only, no bait-and-switch
You work directly with the architects and engineers who build your system. No junior hand-offs, no offshore surprises.
Tied to revenue, not slideware
Every engagement is scoped against a measurable business metric — cost saved, revenue lifted, hours reclaimed.
We build to hand off
Documentation, training, and a clean exit plan come standard. You own the system and the knowledge — not a dependency on us.
What we do
The right AI expertise, right when you need it
Whether you need a roadmap, a model in production, or a full AI team — we bring the senior talent and battle-tested process to de-risk delivery.
01
AI Strategy & Roadmapping
Identify your highest-ROI AI opportunities, build a phased adoption roadmap, and align leadership — grounded in technical reality, not hype.
Opportunity Audit
Build vs Buy
Roadmap
Board Decks
02
LLM & Generative AI
Custom fine-tuning, RAG architectures, agentic workflows, and safe deployment of large language models — purpose-built for your domain and data.
Fine-tuning
RAG
Agents
Guardrails
Eval
03
Predictive Analytics & ML
Demand forecasting, churn prediction, risk modeling, and real-time decision engines — built on modern ML infrastructure that scales with your business.
Forecasting
Classification
CV
NLP
04
ML Engineering & MLOps
Production-grade pipelines, model monitoring, feature stores, and CI/CD for ML. Everything you need to go from notebook to reliable, auditable API.
Pipelines
Monitoring
Feature Store
CI/CD
05
Data Strategy & Infrastructure
Modern lakehouse architectures, real-time streaming, governance frameworks — the data foundations that make every AI initiative possible and sustainable.
Lakehouse
Streaming
Governance
Pipelines
06
AI Team Building & Upskilling
Embedded engineering squads, center-of-excellence design, and enterprise-wide upskilling programs that leave your organization stronger than we found it.
Embedded Teams
CoE Design
Training
Mentorship
Real outcomes
Results our clients can measure in revenue
150+ product teams chose us when AI had to move the needle — fast.
Financial Services
93% less processing time
Cut manual document review by 93% with a custom LLM pipeline
European commercial bank
Healthcare
$18M saved, year one
Real-time patient-risk model serving 12M members
US health insurer
Logistics
34% less waste
Demand forecasting that slashed inventory waste
Global 3PL provider
E-Commerce
+28% AOV in 90 days
AI recommendation engine that lifted average order value
We speak your industry's language — its data, its regulations, its edge cases. Deep experience across the sectors where AI has to be right the first time.
They didn't just hand us a model and leave. They embedded with our team, trained our engineers, and made sure the thing actually worked in production. That's rare.
SSarah Chen CTO, Finova Technologies
★★★★★
We'd been 'exploring AI' for 18 months with nothing to show. They got a working prototype in front of users in 6 weeks. The board noticed.
MMarcus Webb VP of Product, Meridian Health
★★★★★
What sets them apart is that they speak engineering and business fluently. No translation layer needed. They understood our constraints and delivered.
PPriya Nair Head of Data & AI, Atlas Commerce
Ways to work with us
Three ways to start. All begin with a conversation.
Every engagement is fixed-scope and tailored to where you are today. We'll recommend the right one on your call — no pressure, no overselling.
Discovery Sprint
2–3 weeks
Best for: teams still deciding where AI fits
Prove the opportunity before you invest. A fast, fixed-scope sprint that tells you exactly where AI will pay off.
Not sure which fits? Book a free call and we'll point you to the right one — even if that's the smallest.
Our risk-reversal promise
Discovery sprints are fixed-scope — if we can't find a credible, ROI-positive path forward, we'll tell you plainly and you keep the full analysis. Every build we ship comes with a 90-day warranty. The risk of getting started is ours, not yours.
We derisk AI projects by front-loading clarity and baking in review at every stage. No black boxes, no surprises.
01
Discovery & Opportunity Audit
We audit your data assets, tech stack, and business goals to pinpoint where AI will deliver the highest ROI in the shortest time.
Data maturity assessment
Opportunity heatmap
90-day execution plan
02
Architecture & Technical Design
We design the target architecture — model selection, data pipelines, integration patterns, and governance — built to work with your existing stack.
System architecture doc
Model selection rationale
Infrastructure blueprint
Risk register
03
Build, Evaluate & Iterate
We build, fine-tune, and rigorously evaluate against your success criteria. Iteration loops are fast, transparent, and involve your team at every checkpoint.
Working ML pipeline
Evaluation report
API documentation
Code repository
04
Scale, Harden & Hand Off
We productionize, establish monitoring and alerting, document everything, and train your team to own and extend what we have built together.
Production deployment
Monitoring dashboard
Runbook
Team training
90-day warranty
Who we are
Researchers, engineers, and strategists — in one room
Matrix Intelligence was founded on a simple belief: AI consulting should mean both strategic clarity and production-grade engineering. Too many firms offer one without the other. We built a team that delivers both.
Deep research roots. Published researchers and former ML leads from top-tier labs.
Full-stack AI delivery. Data pipelines, model training, APIs, monitoring — we own the entire stack.
Vendor-neutral. We recommend what works for your stack, not what earns us a commission.
We build to hand off. Every engagement includes documentation, training, and a clean exit plan.
Most engagements kick off within 2 weeks of signing. We start with a focused discovery sprint (3–5 days) to align on priorities, then move directly into architecture and build. The time from first conversation to working prototype is typically 4–6 weeks.
Three things. One: we do strategy and hands-on engineering — most firms are strong in one, weak in the other. Two: we are vendor-neutral; our recommendations serve your architecture, not our partner commissions. Three: every engagement includes an explicit hand-off plan so you are never dependent on us long-term.
Yes. The most successful engagements embed our engineers alongside yours. We transfer knowledge continuously, not in a PDF dump at the end. By week 4, your team should feel co-ownership of the work.
We have deep domain experience in financial services, healthcare, logistics, e-commerce, and GovTech. That said, our methodology is industry-agnostic — we have delivered successful projects across 12+ verticals.
Seriously. We are SOC 2 Type II compliant, work within your VPC or private cloud, and never train on client data. We support on-premise, air-gapped, and hybrid deployment models for regulated industries.
Discovery sprints are fixed-scope — if we do not find a credible, ROI-positive path forward, we will tell you plainly and you walk away with the full analysis. Build engagements include a 90-day warranty on everything we ship.
Launch your AI initiative in → 2 weeks
Tell us what you're trying to build
No pitch deck. No junior sales call. Just a direct conversation with the people who will actually design and build your solution. We typically reply within 4 hours.
