Oct 2023 to Feb 2024
Senior Technical Product Manager I, SadaPay
Neobank for the Pakistan market. Led the core, infrastructure, mobile, and data teams as product manager.
Product leadership for the systems era: AI infrastructure and developer platforms.
Cape Town, South Africa
Remote from anywhere, open to relocation
Updated JUL 2026
Senior Technical Product Manager at Cerebrium, a serverless GPU cloud for real-time AI inference, since February 2024. The scope is head of product: strategy and quarterly planning, pricing and unit economics, security and compliance as the named Data Protection Officer, delivery, and the customer relationships that come with all of it. Trained as a software engineer; thirteen years across product, engineering, and founding.
Feb 2024 to present
Serverless GPU cloud for real-time AI inference, running across multiple cloud providers. Also the named Data Protection Officer.
Strategy and planning
Writes the annual strategy and drives quarterly planning, negotiating the roadmap with the CEO: market position, customer asks, long-term objectives, and technical debt weighed in one plan. Refined the product-led growth strategy and gives go-to-market the insight that shapes the ideal customer profile. Benchmarks model performance and competing platforms. Supported the Series A with pitch preparation, financial modelling, and clean revenue reporting for due diligence.
Unit economics and pricing
Keeps the fleet balanced between cost and performance and leads every cost-saving exercise on the platform. Informs enterprise contract pricing from usage, capacity, and growth patterns, and supplies the analysis behind reservation and savings-plan decisions. Established the product metrics framework, acquisition through revenue, and built the administrative platform that makes it visible: cloud costs mapped to customer usage for true margins, realtime revenue, and daily AI reports to Slack.
Security and compliance
The named Data Protection Officer. Ran SOC 2 Type 1 and Type 2 and ISO 27001 end to end, through the final audits, and keeps the company compliant under GDPR and HIPAA. Runs the quarterly ISMS and security reviews and owns the evidence gathering behind them.
Customers
Works forward-deployed with customers, helping teams ship realtime multimodal voice, LLM serving, and AI agents. Tunes deployed models, finds the most efficient compute for each workload, onboards new teams directly, and runs their support, turning platform issues into priorities. When usage and growth plans justify it, negotiates better pricing on the customer's behalf.
Developer experience
Champions the voice of the customer inside engineering, turning usage patterns and community feedback into user experience and design improvements. Manages feature requests, the public roadmap, and the product newsletter. Writes the onboarding, documentation, technical content, and code examples that make the platform easy to build on.
Delivery and operations
Leads the product meetings and sees features through: scoping with the CEO and engineering, acceptance testing, documentation, release, and customer release notes. Ships production code, from full features to the priority fixes that keep engineering focused, and builds prototypes engineering can take straight to production. Owns incident response and the day-to-day engineering processes, and manages the cloud provider relationships.
Delivered to market
GPU checkpointing
Restores a model's full GPU state, weights and compiled kernels included, in seconds instead of rebuilding it: cold starts cut by more than 80% on some workloads.
Global distribution
A highly available global router: one deployment served worldwide, routed on latency, capacity, and health, with new regions brought online across three continents.
Multi-region, multi-cloud
Workloads pinned to a geography and replicated across regions and cloud providers, built for data sovereignty.
Faster builds
Custom container image builds sped up by 83%, with image distribution rethought to remove cold-start weight.
StackKubernetes, Knative, ArgoCD, gVisor, vLLM, SGLang, Triton, torch.compile, multiple cloud providers, Grafana, Loki, Prometheus, Vanta, Lago, Stripe.
PublishedBuilding a Real-time Coding Assistant /Deploying Sesame CSM
Oct 2023 to Feb 2024
Neobank for the Pakistan market. Led the core, infrastructure, mobile, and data teams as product manager.
Jun 2022 to Sep 2023
Developer experience, platform availability, and observability for a developer hiring marketplace.
PublishedThe DX Toolbox: 4 strategies for driving developer excellence
Apr 2022 to Jun 2022
Led agency-style engineering teams delivering enterprise software to clients including BMW and Red Bull.
May 2019 to Apr 2022
Ran engineering teams of up to seven and was promoted to Product Owner in June 2021, while placed at Healthforce.io as Engineering Delivery Lead for clinics, claims, and integrations.
Jan 2019 to May 2019
Jul 2018 to Dec 2018
Aug 2017 to Aug 2018
Aug 2013 to Jan 2018
University of Cape Town: Product Management, 2020.
WeThinkCode_: Software Engineering, 2016 to 2018.
CTI Education Group: BA Graphic Design, 2010 to 2011.
Data Protection Officer, credentialed. Design Sprint Masterclass.
Writing: Mission Control, a product leadership framework, and the essays at kylegani.com. Author on the Cerebrium engineering blog.