The hard problems technology company
Engineering intelligence into the way global brands operate.
We solve consequential problems across intelligence, process, experience and scale.
- IntelligenceSystems that think, decide and act. Models, knowledge, memory and agents engineered into one accountable layer.
- ProcessOperations redesigned around intelligence, so work is planned, coordinated and completed with people in control.
- ExperienceProducts people transact with, depend on and trust, on screens and in the physical world.
- ScaleInfrastructure, governance and unit economics that hold up from pilot to production.
Asymmetri is a hard problems technology company. We engineer AI systems, agents and digital products for global brands, across intelligence, process, experience and scale.
A hard problems technology company for what's next.
01Point of view
AI becomes valuable when it leaves the chat window and enters the operation.
- InterfaceInteraction, judgment and approval
- InformationContextual, retrievable knowledge
- AutomationAgents that plan, coordinate and act
- ExperimentGoverned, observable operating capability
We do not add AI around the edges. We redesign the system around intelligence.
Intelligence is not a feature. It is a new operating layer.
02We bring this intelligence to
Systems people transact with, depend on and use in the physical world.
- Commerce and FinanceMarketplaces, bookings, payments, fintech, and the trust and verification layer around every transaction.
- Digital Experience, Media and GrowthBrand experiences, content and media platforms, streaming and publishing, community, engagement, and the growth systems that acquire and keep users.
- Health, Care and WellbeingCare access, monitoring, coaching, fitness and wellbeing: systems people rely on for their health.
- Operations, Industry and LogisticsManufacturing, inventory, supply chains, fleets and field operations: the software that runs physical output.
- Physical and Connected EnvironmentsProperty and the built environment, mobility, IoT and wearables, and safety and emergency response.
Bring us the hard problem.
Ambitious AI, tangled operations, global scale.
We frame it, engineer it and put it into production. Strategy, design and engineering in one accountable team.
Four practices, one team
Systems that think, decide and act on your data.
AI Agentic Systems and Data
Agents, knowledge and data engineered into one accountable operating layer. From retrieval and memory to orchestration, evaluation and governance, we build AI that leaves the chat window and does the work.
Inside AI & dataProducts people transact with, depend on and trust.
Application Development
Web platforms, mobile apps, SaaS and connected devices, designed and engineered by one team. An AI-driven delivery loop takes the product from first commit to production, then keeps it improving.
Inside app developmentFrame the hard problem. Architect the answer.
Technology Consulting
Strategy, architecture and technical leadership from people who also build. We find where technology creates real operating leverage, design the system, and stay accountable until it runs.
Inside consultingWhat is next, engineered into what ships.
Innovation and R&D
Applied research in AI and machine learning systems and in mixed reality, plus the products we build and run ourselves. We prototype the frontier, prove it, then transfer it into production.
Inside R&D
Hard problems, shipped.
Each one built around the hard problems it solved: framed, designed, engineered, proved and run in production.

AI platform · Web + mobile
Prescribe Life
An AI performance-intelligence platform for leadership coaches. Behavioural science, biometric data and an AI co-pilot flag burnout risk between sessions.
Read Prescribe Life
AI platform · Commercial planning
Komerz OS
An AI commercial-planning platform for consumer brands. A research agent answers where to play, then a planning workspace builds how to win, down to a P&L that reconciles.
Read Komerz OS
Health platform · WhatsApp + web + doctor app
Quicli
Doctor consultations on WhatsApp. Say 'Hi', describe your symptoms in your own language, and a real doctor's prescription arrives in the same chat, with medicines and tests ready to order.
Read Quicli
Internal platform · Web app + AI agents
FinishLine
Asymmetri's own delivery operating system: projects, QA, clients, chat and calendars in one secure app, where AI agents work as the person who sent them.
Read FinishLine
Research · Multi-agent AI
Project Protocol
Asymmetri research into shared machine cognition: can teams of AI agents write what they learn into a shared, inspectable layer that the next agents inherit and build on?
Read Project Protocol
Trusted with the problems others walk away from.
More than 50 founders, fast-growing teams and global brands have brought us their hard problem. A few of them, with the work to show for it.
Questions, answered.
What is Asymmetri?
Asymmetri is a hard problems technology company. It engineers AI systems, agents and digital products for global brands, across four areas: intelligence, process, experience and scale. Asymmetri works through four practices: AI agentic systems and data, application development, technology consulting, and innovation and R&D.
What does a hard problems technology company do?
A hard problems technology company takes on consequential problems that off-the-shelf tools cannot solve: workflows where AI has to decide and act, products people depend on every day, and systems that must work in the physical world. Asymmetri invents the approach, proves it, then makes it repeatable.
What AI services does Asymmetri offer?
Asymmetri engineers the full AI stack as ten connected layers: AI product and interaction design, data and knowledge architecture (RAG, vector search, knowledge graphs), model and inference engineering, context and memory, agent runtimes, multi-agent orchestration, tool integrations including MCP, evaluation and observability, security and governance, and AI infrastructure economics.
How is Asymmetri different from an AI consultancy or a software agency?
Asymmetri does not add AI around the edges or stop at demos. Strategy, design and engineering stay in one accountable loop, from framing the opportunity to operating the system in production, with evaluation, governance and unit economics built in from the start.
Which industries does Asymmetri work in?
Asymmetri is domain agnostic. The team starts from the hard problem, not the industry, and brings the same approach to any sector. Recent work spans commerce and finance; digital experience, media and growth; health, care and wellbeing; operations, industry and logistics; and physical and connected environments such as property, mobility, IoT and wearables.
Which AI models and frameworks does Asymmetri use?
Asymmetri is model-agnostic and lets the use case decide the architecture. Teams choose between OpenAI, Anthropic Claude, Google Gemini and open models served with vLLM, and build with tools such as LangGraph, the OpenAI Agents SDK, Model Context Protocol, Langfuse and Kubernetes. These are representative technologies, not a fixed stack.
How does an engagement with Asymmetri work?
Every engagement follows one loop: Frame, Design, Engineer, Prove and Operate. Asymmetri finds the valuable decision or workflow, shapes the interaction and control model, builds the intelligence and tool chain, evaluates performance, safety and cost, then deploys and improves it in the real workflow, moving from prototype to pilot to production.
How do I start a project with Asymmetri?
Send a short note about the problem through the contact page or email hey@asymmetri.in. The first step is a framing conversation to find where AI or new technology creates real operating leverage, followed by a proposal for a prototype or pilot.