01
AI Engineering
Production AI systems built around real business workflows — from intelligent agents and RAG to applied machine learning and automation.
AI AgentsRAGLLMsApplied ML
Software · AI · Engineering
We build
intelligent software.
We design and engineer AI systems, web platforms, mobile applications and cloud infrastructure built for production.
AI EngineeringWebMobileCloudAutomation
What we build
Engineering digital products from idea to production.
I2Prod combines software engineering, artificial intelligence and product development to build systems designed for real-world use.
02
Software Engineering
Reliable software engineered for production, from backend services and APIs to distributed systems and complex business applications.
APIsBackendArchitectureIntegrations
03
Web & Platforms
High-performance digital products including SaaS applications, marketplaces, internal platforms and customer-facing web experiences.
SaaSMarketplacesWeb AppsPlatforms
04
Mobile
Modern mobile experiences engineered for iOS and Android with product-quality interfaces, scalable architecture and connected services.
iOSAndroidCross-platformAPIs
05
Cloud & Infrastructure
Cloud architecture and production infrastructure designed to keep software secure, observable, deployable and ready to scale.
CloudContainersCI/CDObservability
Need something outside these categories? We work across the full software product lifecycle.
Explore our capabilitiesSelected work
Software designed to exist beyond the prototype.
01
PropTechPlatformWebMobileCloud
PropTech · Rwanda
Hills Props Rwanda
A digital real estate marketplace connecting property buyers with houses and land across Rwanda through modern web and mobile experiences.
Next.jsTypeScriptFirebaseReact NativeCloud
View case study01
02
PropTechPlatformWebCloud
PropTech · Uganda
Hills Props Uganda
A localized property marketplace engineered for the Ugandan market with scalable infrastructure and country-specific operations.
Next.jsTypeScriptFirebaseVercel
View case study02
03
FinTechPlatformWebMobileCloud
FinTech · Remittance
EANPay
A digital remittance product designed to make international money transfers simple and accessible across web and mobile experiences.
FinTechPaymentsWebMobileCloud
View case study03
04
TravelPlatformWebMobileCloud
Travel · Events · Experiences
Tourifique
A discovery platform for events and experiences, designed to help people find activities, explore destinations and engage with experiences through web and mobile products.
AIWebMobileCloud
View case study04
Research
Exploring what comes after today's software.
Research across large language models, operations research, intelligent systems and applied artificial intelligence.
01
Peer Reviewed2025
Evaluating LLM Reasoning in the Operations Research Domain with ORQA
AAAI Conference on Artificial Intelligence (AAAI-25)
Research introducing ORQA, an Operations Research Question Answering benchmark designed to evaluate the ability of large language models to reason through complex operations-research and mathematical-optimization problems.
LLM EvaluationOperations ResearchReasoningBenchmarking
02
Preprint2025
SMARTAPS: Tool-augmented LLMs for Operations Management
arXiv / CoRR
Research combining large language models with operations-research tools to create a conversational Advanced Planning System for querying plans, counterfactual reasoning, recommendations and scenario analysis.
Tool-Augmented LLMsAI AgentsOperations ResearchPlanning
03
Research2026
Artificial Intelligence Approaches to Type 2 Diabetes and Insulin Resistance
Research comparing deep learning, gradient-boosted machine learning and agentic LLM approaches for understanding and predicting insulin resistance using population health data.
Deep LearningLightGBMAgentic LLMSHAP
Publications, applied research and experimental systems.
View all researchResearch is not separate from engineering. It expands what we can build.
Technology
Modern tools.
Serious engineering.
We select technology based on the problem, not the trend — and engineer systems that remain maintainable as they grow.
Artificial Intelligence
LLMsRAGAI AgentsMachine LearningSHAP
Languages
PythonTypeScriptC#JavaScript
Applications
Next.jsReact.NETFastAPIReact Native
Cloud
AzureAWSGoogle CloudVercel
Infrastructure
DockerKubernetesCI/CDObservability
Data & Systems
FirebaseSQLAPIsDistributed Systems
Architecture and technology selected for each product's requirements.
From the model to the API, from the interface to the cloud, we engineer the complete system.
How we work
From an unclear problem to production software.
Our process connects product thinking with engineering so that decisions made early still make sense when the system reaches production.
01
Discover
We define the problem, users, constraints and business objectives before deciding what should be built.
02
Design
We translate requirements into product flows, technical architecture, interfaces and an executable engineering plan.
03
Build
We engineer the product across application, AI, data, API and infrastructure layers with production in mind.
04
Ship & evolve
We deploy, observe and improve the system using real-world feedback, product data and changing requirements.
About I2Prod
A Canadian software and AI engineering company building technology for the real world.
I2Prod works across software engineering, artificial intelligence, web, mobile and cloud infrastructure to turn ideas into complete digital products.
We combine engineering with applied research and product thinking, from early architecture through deployment and continued evolution.
Start a project
Build what's next.
Have a product, platform or engineering problem that needs to move from idea to production?