Asymmetri case studies: Hard problems, shipped.

Every case study here is built around the hard problems it solved, and how we solved them: Frame, Design, Engineer, Prove, Operate.

Case studies
05
Hard problems
10
Practices
04

Every case study, one loop

  1. 01
  2. 02
  3. 03
  4. 04
  5. 05

All case studies

01All Case Studies

Each one opens on the hard problems it solved. Pick a problem to jump straight to how we framed, designed, engineered, proved and ran it.

  1. Coaching intelligence that works between sessions.

    An AI performance-intelligence platform for leadership coaches. Behavioural science, biometric data and an AI co-pilot flag burnout risk between sessions.

    Selfie scan to vitals
    60 sSelfie scan to vitals
    AI context per turn
    −90%AI context per turn
    Specialised AI agents
    22Specialised AI agents
    • AI, Agents & Data
    • Application Development
    • Innovation & R&D
    Read the case study
  2. 02 / 05Commerce and Finance

    Komerz OS

    AI platform · Commercial planning

    From a research question to a business plan you can sign.

    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.

    Time to first workbook
    −66%Time to first workbook
    Unallocated P&L balance
    0.00Unallocated P&L balance
    Automated tests
    1,874Automated tests
    • AI, Agents & Data
    • Application Development
    • Technology Consulting
    Read the case study
  3. 03 / 05Health, Care and Wellbeing

    Quicli

    Health platform · WhatsApp + web + doctor app

    From 'Hi' on WhatsApp to a doctor's prescription in minutes.

    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.

    Apps to download
    0Apps to download
    Languages
    11Languages
    Answer paths, no dead ends
    13,216Answer paths, no dead ends
    • AI, Agents & Data
    • Application Development
    Read the case study
  4. 04 / 05Operations, Industry and Logistics

    FinishLine

    Internal platform · Web app + AI agents

    One place to run the studio, for people and their agents.

    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.

    Task read time
    −66%Task read time
    Faster server load
    4×Faster server load
    Permission assertions
    ~3,650Permission assertions
    • AI, Agents & Data
    • Application Development
    Read the case study
  5. 05 / 05AI and ML systems

    Project Protocol

    Research · Multi-agent AI

    What if machine knowledge could compound outside the model?

    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?

    Headroom: oracle vs today's agents
    1.9×Headroom: oracle vs today's agents
    Logged episodes
    ~150Logged episodes
    Conditions, incl. an oracle ceiling
    4Conditions, incl. an oracle ceiling
    • AI, Agents & Data
    • Technology Consulting
    • Innovation & R&D
    Read the case study

02By practice

Practice × case study.

Each case study, mapped to the practices that built it. Hard problems rarely sit inside one discipline.
Asymmetri case studies and the practices that built them. A mark means the practice worked on that project.
Case study · DomainAI, Agents & DataApplication DevelopmentTechnology ConsultingInnovation & R&D
Prescribe LifeHealth, Care and WellbeingYes: AI Agentic Systems and DataYes: Application DevelopmentNoYes: Innovation and R&D
Komerz OSCommerce and FinanceYes: AI Agentic Systems and DataYes: Application DevelopmentYes: Technology ConsultingNo
QuicliHealth, Care and WellbeingYes: AI Agentic Systems and DataYes: Application DevelopmentNoNo
FinishLineOperations, Industry and LogisticsYes: AI Agentic Systems and DataYes: Application DevelopmentNoNo
Project ProtocolAI and ML systemsYes: AI Agentic Systems and DataNoYes: Technology ConsultingYes: Innovation and R&D
Case studies per practice05040202
Frame it until it's obvious.Engineer it until it's boring.Prove it until it's true.
— Asymmetri, on the engagement loop

03FAQ

Questions, answered.

Something else on your mind? Write to hey@asymmetri.in.
  • Asymmetri has delivered AI platforms, agent systems, SaaS products, mobile apps and original research. Examples include Prescribe Life, an AI performance-intelligence platform for leadership coaches; Komerz OS, an AI commercial-planning platform that takes consumer brands from market research to a P&L; Quicli, doctor consultations on WhatsApp in 11 languages; FinishLine, Asymmetri's own delivery platform, where AI agents work as the person who sent them; and Project Protocol, Asymmetri's research into shared memory for teams of AI agents.

  • Asymmetri's case studies span health, care and wellbeing; commerce and finance; operations, industry and logistics; and AI research. Asymmetri also works in digital experience, media and growth, and in physical and connected environments such as property, mobility, IoT and wearables.

  • Yes. AI products in Asymmetri's work include Komerz OS, a research agent and planning workspace that builds commercial plans for consumer brands without letting the model do the arithmetic; Prescribe Life, whose AI co-pilot Preslie.AI tracks patterns and flags burnout risk between coaching sessions; Quicli, where AI prepares a structured clinical summary for a doctor from a WhatsApp symptom history; and FinishLine, where Claude, ChatGPT and Cursor work through a hosted MCP server.

  • Yes. Asymmetri's work spans early-stage founders, fast-growing teams and global brands, from first product to platforms running in production.

  • Send a short brief through asymmetri.in/contact-us or email hey@asymmetri.in. Projects start with a framing conversation, followed by a proposal for a prototype or pilot.

Your hard problem next? We'll find the asymmetric answer.