Services

Technical Consulting

From Model to Production: End-to-End ML Systems Architecture

I help organisations build ML systems that work in the real world. Drawing from my experience building ssensimm's end-to-end ML architecture and working with infrastructure at Dropbox's scale, I design systems that get models to production faster, more reliably, and more cost-effectively. Whether you're struggling with model deployment, real-time inference, or integrating ML with wearables, I can help you avoid the costly mistakes that slow down most ML projects.

What I Deliver

ML System Architecture & Deployment Strategy: Comprehensive assessment of your infrastructure, specific architecture recommendations for your use case, and a deployment roadmap with risk mitigation
MLOps Pipeline Implementation: Automated data pipelines, CI/CD for ML workflows, model versioning, drift detection, and monitoring—so your team can deploy with confidence
Real-Time ML for Wearables & IoT: Architecture for real-time inference on edge devices, low-latency serving, privacy-preserving data handling, and wearable API integration

Business Outcomes

Typically reduce time-to-production by 40-60%, based on industry benchmarks for MLOps adoption
Can reduce operational overhead by 60-80% through the automation of manual tasks like model retraining and deployment
Enable real-time, responsive user experiences that are critical for modern AI-powered products

Ideal Clients: Healthtech and AI startups, companies building ML-powered products, organisations integrating ML with wearables or IoT devices

Ready to accelerate your ML deployment?

Get in touch

Resilient Infrastructure That Scales With Your Business

I help teams build infrastructure that's reliable, scalable, and cost-effective. My experience at Dropbox taught me how to design systems that don't break under pressure, and my recent work at Harness showed me the latest tools and patterns for modern DevOps. I work with you to audit your current infrastructure, identify risks and inefficiencies, and build a roadmap to a more resilient system.

What I Deliver

Infrastructure Audit & Resilience Assessment: Identify single points of failure, security gaps, and cost optimisation opportunities. Get a prioritised roadmap for improvements
CI/CD Pipeline Design & Implementation: Automated testing, safe deployments, and rollback procedures—so your team can deploy multiple times per day with confidence
Monitoring, Observability & Incident Response: Comprehensive monitoring strategy, incident response playbooks, and on-call best practices—so you detect issues faster and recover quicker

Business Outcomes

Can reduce deployment failures by up to 90%, helping you move from a high-failure environment to the 0-15% failure rate of high-performing teams
Typically reduce Mean Time to Recovery (MTTR) by 50-70%, minimising the impact of outages that can cost businesses thousands per minute
Prevent costly outages and build infrastructure that you can trust as you scale

Ideal Clients: Growing tech companies, startups scaling infrastructure, organisations with frequent deployments or reliability concerns

Let's build infrastructure you can trust.

Get in touch

Inclusive Technology & Thought Leadership

Build Truly Inclusive Organisations (Backed by Data and Lived Experience)

I help organisations create workplaces and products that work for neurodivergent people. My consulting background (Data But Make It Human, 2019-2024), lived experience as an autistic person with ADHD, and technical expertise give me a unique perspective. I don't just recommend best practices—I help you understand the real barriers your neurodivergent employees and customers face, and I give you a strategic roadmap to address them.

What I Deliver

Neurodiversity & Accessibility Audit & Strategy: Comprehensive audit of current practices, identification of barriers and opportunities, and a strategic implementation roadmap with metrics
Inclusive Product Design & Accessibility Implementation: Product accessibility audit, specific recommendations, implementation roadmap, and team training on inclusive design
Neurodiversity-Inclusive Hiring, Retention & Culture: Recruitment process redesign, onboarding programs, manager training, and culture initiatives to attract and retain neurodivergent talent

Business Outcomes

Potential savings of £30,000-£100,000+ per employee by improving the retention of neurodivergent talent, as replacing a technical employee can cost 50-150% of their annual salary
Expand your addressable market, as designing for accessibility benefits the 1 in 4 people who have situational, temporary, or permanent disabilities
Improve your employer brand, attract a wider pool of diverse talent, and build a culture where everyone can thrive

Ideal Clients: Tech companies committed to diversity, healthtech and wellness startups, organisations building accessible products

Let's build an organisation where neurodivergent people thrive.

Get in touch

Keynote Speaking

What's Included

Keynote Delivery: 45-60 minute engaging presentation tailored to your audience
Q&A Session: Interactive discussion with audience members
Custom Content: Presentations adapted to your event theme and objectives
Audience Engagement: Interactive elements and real-world examples

Sample Topics

"Building Inclusive Technology: A Neurodivergent Perspective"
"DevOps for Humans: Reducing Burnout and Building Sustainable Teams"
"The Intersection of Identity and Technology: Black, Queer, and Neurodivergent in Tech"
"AI-Powered Solutions for Accessibility and Inclusion"
"Neurodiversity as a Competitive Advantage"

Previous Clients

Content Partnerships

Partnership Types

Guest Articles: Thought leadership pieces for publications and platforms
Interviews: In-depth conversations about expertise and insights
Video Content: Speaking engagements, interviews, and educational content
Collaborative Projects: Joint initiatives and research

Topics of Expertise

Neurodiversity in tech and the workplace
AI and inclusive technology design
DevOps engineering and career development
Building equitable tech communities
Intersectionality in technology

Technical Writing

Content Types

Blog Posts: In-depth technical articles and tutorials
Whitepapers: Comprehensive technical documentation
Case Studies: Real-world implementation stories
Technical Guides: How-to documentation and best practices

Technical Expertise

DevOps engineering and infrastructure
AI and machine learning applications
Cloud infrastructure and deployment
Accessible technology design

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For booking enquiries, collaborations and pricing, contact me on:
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info@jenniferopal.co