AI Production Readiness | Fractional CTO | Secure Platforms

Turn fragile AI into trusted products.

I help regulated B2B teams assess, secure, and ship AI products that work beyond the demo—then provide the architecture and leadership needed to scale them.

Dubai, UAEFounder energy with enterprise-grade discipline

Signal 1

13+

Years in technology and product leadership

Signal 2

40+

Engineers led across technical teams

Signal 3

1,250+

Officer reach through LEO AI onboarding

Operating Spectrum

AI Platforms

RAG, citations, guardrails, and product governance.

Secure Systems

RBAC, trust boundaries, and operational resilience.

Applied Interaction

Computer vision, mobile AR, and realtime product surfaces.

Recent Signals

LEO AI

AI Platform

NexxusOne

Secure SaaS

WGTS

SportsTech

TerraGrow

AgriTech

Available for focused AI audits and fractional CTO work
Portrait of Dr. Mohammed Raiyan

AI Product & Platform Partner

Production readiness, secure architecture, and calm technical leadership through ambiguity.

Leadership Depth

13+

Years in technology and product leadership

Team Scale

40+

Engineers led across technical teams

Public-Safety AI

1,250+

Officer reach through LEO AI onboarding

Secure SaaS Reach

300+

Officers supported by NexxusOne

AgriTech Data

3M+

Daily TerraGrow data points

Venture Capital

$2M

Raised for TerraGrow

Product Accuracy

98%+

WGTS accuracy positioning

Realtime Product

25

Documented Table-AR capability areas

Signal Console

The work changes domains, but the operating pattern stays sharp.

AI, secure SaaS, AR, agritech, and realtime platforms all need the same discipline: turn complex systems into products people can trust and use.

Active Signal

AI Systems

Legal intelligence

RAG + citations + guardrails

RetrievalCitationsAdminUsage

Source-grounded workflows that make complex legal and operational knowledge usable.

Case Studies

Proof, Not Resume Filler

The portfolio is organized around systems built, risks handled, and outcomes created across AI, security, sports technology, agritech, and real-time platforms.

LEO AI logo

LEO AI

AI Platform

https://www.leoai.ca/

Agency-governed legal intelligence platform for law enforcement operations.

Built LEO as a multi-surface AI platform spanning public intake, officer workspace, agency administration, and platform operations, with agentic RAG, cited legal answers, credit governance, answer-quality review, support workflows, and knowledge-base operations.

4

Website, Officer, Agency, and Admin surfaces

6

Controlled AI legal work modes

Agentic RAGLegal AIPublic Safety SaaSCredit Governance
NexxusOne Platform logo

NexxusOne

Secure SaaS

nexxusone.ca

Secure public-safety collaboration for multi-agency coordination.

Built and delivered a secure public-safety collaboration platform for law enforcement agencies, modernizing officer coordination, secure messaging, case workspaces, and encrypted information sharing.

300+

Officer-scale adoption

AES-256

Enterprise-grade encryption posture

Law EnforcementSecure MessagingRBACAudit Logs

AI + AR measurement for lawn bowls, Bocce, and precision sports.

Built and delivered an AI + AR lawn bowls measurement app using a YOLO-trained computer vision pipeline, native iOS, and LiDAR-assisted measurement, with expansion planned for Bocce and similar precision sports.

98%+

High-accuracy measurement positioning

<3 sec

Fast shot measurement

SportsTechComputer VisionYOLONative iOS

AI and data infrastructure for controlled-environment agriculture.

Led TerraGrow as a founder/operator, building agritech data systems that connected AI, IoT, cultivation intelligence, dashboards, and business operations.

$2M

Venture-backed execution

3M+

Large-scale agritech telemetry

AgriTechIoTAI AnalyticsData Infrastructure
Table-AR logo

Table-AR

Real-Time Platform

table-ar.com

A connected campaign workspace and live virtual tabletop for role-playing groups.

Built the live-play side of a two-product RPG platform: Tavern prepares characters, campaigns, and media; Table-AR turns them into synchronized sessions with maps, combat, audio, notes, and spectator-safe streaming. It is browser-based, not camera AR.

25

Live-play capability areas

4

Player, DM, creator, and viewer journeys

Virtual TabletopCampaign ContinuityRole-Safe SessionsLive Combat
What I Build

Systems For Complex Work

Five capability pillars connect the case studies into a CTO-level operating pattern: AI, trust, speed, applied interaction, and zero-to-one leadership.

AI-Native Platforms

LLM products designed around retrieval, governance, guardrails, and adoption.

  • RAG pipelines
  • AI agents
  • Vector databases
  • Cited workflows

Secure Enterprise Systems

Sensitive-domain platforms shaped for trust, access control, and auditability.

  • RBAC
  • Encryption posture
  • Audit trails
  • Multi-tenant administration

Real-Time Product Experiences

Live state, broadcast, collaboration, and interaction systems where latency matters.

  • WebSockets
  • Broadcast flows
  • Session state
  • Token sync

Computer Vision & Mobile AR

Applied AI products that connect detection, spatial sensing, and native mobile UX.

  • YOLO pipelines
  • ARKit
  • LiDAR flows
  • Object detection

Zero-to-One Leadership

Founder/operator execution across MVPs, teams, funding, architecture, and delivery.

  • MVP to production
  • Team scaling
  • Product strategy
  • Stakeholder demos
Technical Leadership Stack

Depth Where It Matters

The emphasis is not on tool collecting. It is on the architecture areas that decide whether a product becomes secure, scalable, and adopted.

AI & RAG

LLM workflowsEmbeddingsVector searchCitation mappingGuardrails

Cloud & Platform

Next.jsNode.jsServerlessPostgresMulti-tenant SaaS

Security & Trust

RBACAudit logsEncrypted workflowsSOC 2-aware practices

Realtime & Interaction

WebSocketsBroadcast stateSession syncThree.jsWebGL

Mobile & Vision

Native iOSARKitLiDARYOLOCore product UX

Delivery Systems

MLOps thinkingCI/CDObservabilityAI-assisted development
Experience

Technology Leadership Across Products

Thirteen-plus years spanning enterprise delivery, product management, venture building, AI-native architecture, and secure platform leadership.

Founder / CTO / TerraGrow

Apr 2021 - Present

Builds agritech data and AI systems while leading venture, product, and engineering execution.

  • Scaled technical execution across product, infrastructure, analytics, and stakeholder demos.
  • Led teams and systems supporting high-volume operational data workflows.
  • Raised venture funding and translated complex technology into business outcomes.

Head of Engineering & Product (Contract) / Drive Technology

Jan 2022 - Mar 2024

Led product, engineering, rapid delivery, and AI-assisted development across fintech and venture contexts.

  • Shapes zero-to-one product roadmaps and technical architecture.
  • Applies AI-assisted delivery workflows to accelerate build cycles.
  • Connects founder, investor, and operator priorities into executable plans.

Technical Product Manager - HealthTech / Injazat

Oct 2021 - Jan 2022

Defined virtual-care platform requirements spanning telehealth, payments, AI-assisted triage concepts, and patient data.

  • Shaped compliance-aware architecture, encryption, access controls, and audit-oriented requirements.
  • Connected enterprise healthcare needs to executable product specifications.

Product Manager - Digital Payments / Frontier Learning Solutions

May 2020 - Oct 2021

Launched wallet, transaction, rewards, and peer-to-peer payment capabilities for an edtech platform.

  • Used product analytics to guide retention and registration improvements.
  • Balanced financial workflows, user experience, and delivery constraints.

Senior Product Manager / Laboratory Learning Solutions

Apr 2019 - Apr 2020

Led a digital STEM platform and managed product economics, operating costs, and market positioning.

  • Owned a $2M+ product P&L and cross-functional delivery.
  • Connected product strategy to measurable commercial outcomes.

Senior Product Manager - AI & Fintech / SAAL.AI

Sep 2017 - Aug 2019

Delivered healthcare AI MVPs and fintech and edtech proof-of-concepts across enterprise-facing programs.

  • Worked across machine learning, NLP, rapid prototyping, and stakeholder validation.
  • Improved operating workflows with AI-enhanced delivery and documentation.

Senior Project Manager - Enterprise Systems / Infosys Tech

Apr 2013 - Jul 2016

Led cross-functional ERP delivery for manufacturing clients and complex technical programs.

  • Developed delivery discipline across complex technical programs.
  • Established the hands-on engineering foundation behind later CTO-level work.
Leadership Philosophy

Calm Under Complexity

Principle 1

Build fast, but build trusted systems.

Speed matters most when the product can still earn confidence from users, administrators, and executives.

Principle 2

Use AI to multiply engineering execution.

AI should accelerate delivery while senior judgment protects architecture, security, and product fit.

Principle 3

Architecture must connect to the business model.

The best technical decisions make user value, scalability, governance, and monetization easier to reason about.

AI Audit / Platform Rescue / Fractional CTO

Have an AI product that needs to earn trust?

Start with a focused production-readiness audit, a delivery sprint, or fractional technical leadership. Executive roles and agency partnerships are welcome too.