The Modular AI Enterprise App Platform
Build interactive data apps from reusable code bricks.
Be in Control!
the problem
The hidden cost of AI code sprawl
AI code generation has gone decentralized: business users and teams ship code straight from LLMs, bypassing IT. What's left behind is a sprawl of generated code that no one owns, governs or can verify.
Spiraling AI token cost
Teams rebuild logic that already exists — or reinvent infrastructure that should stay centralized — so token spend compounds with every prompt.
Unmaintainable code sprawl
Each app adds thousands of lines of generated code with no reuse — hard to test, maintain, evolve or integrate.
Opaque & non-compliant
Large amounts of generated code are hard to understand, test or audit — unverifiable by IT, and a compliance risk.
positioning
Close to your end users
AI’s critical risks concentrate in one tier — the mid-latency compute layer, where business users build task-specific deterministic interactive apps. Both options force a trade-off: incumbents trade flexibility for control; AI-generated apps trade control for flexibility.
| Low latency | sub-second headless | |
| Chat / Agents | Free-form, conversational, autonomous — non-deterministic | |
| UI/Visualization | Incumbents Deterministic Streamlit · Replit · BI · Dev Team Apps · Excel · Jupyter | AI-generated Semi-deterministic microQuant Governed · deterministic |
| Mid-Latency Compute | ||
| Services | value added shared services | |
| Data store | Data lake / warehouse | |
| High-latency workflows | Batch/ETL data processing pipelines | |
the solution
Think code bricks
Code bricks make both your existing code and the new logic AI generates easy to discover and reuse — so you assemble more and code less.
Existing code
Python · Excel · Jupyter you already run.
Reusable code bricks
Grow a firmwide library — wrapped, tested, versioned, governed.
AI fills the gap
Only new core business logic — the gaps between reused bricks.
Governed app
Assembled, multi-user, enterprise-grade.
how it works
Link code bricks on a visual canvas
Wire bricks and generate code with AI — or by hand — for maximum transparency and flexibility, then publish the same app to desktop and mobile.
Build code bricks
Wrap existing Python, Excel and Jupyter into modular bricks. New logic: AI-generated or hand-written.
Connect on the canvas
Wire bricks, inputs and charts — auto-wired by AI or connected by hand.
Share at scale
Autopilot cloud handles performance, security, entitlements and audit — desktop and mobile.
the outcome
One centralized, firmwide portal
Scattered spreadsheets, notebooks and mini-apps become one secure, branded portal of interactive apps — each assembled from reusable code bricks.
- Interactive data intelligence — on-demand computations
- Self-service customisation — safely extensible by users
- Multi-producer, multi-consumer — with fine-grained entitlements
why it matters
Three benefits that compound
Lower AI cost
AI writes only the new core logic a task needs — never the UI, back end or infrastructure. Generate it once, wrap it as a code brick, and reuse it across every app and team — so you stop paying to regenerate what you already own.
Transparency & compliance
Verifiable by your IT team — auditable at the code and runtime-workflow level. No black boxes; every component is understandable, so debugging, testing and extension stay simple.
Enterprise-grade
Multi-app, multi-producer, multi-consumer architecture — deployed to internal or external users, with granular entitlements, full audit trails and automatic scaling.
future proof
Future-proof by design
The one certainty in enterprise software is change. microQuant is built to outlast it — so the apps you ship today keep running, on your terms, tomorrow.
Zero lock-in
Pure, standard Python. The full IP of generated code stays yours and runs anywhere — on or off microQuant.
Custom runtimes
Use any Python library — external (PyPI) or your own internal modules — to build custom runtime environments.
AI-engine agnostic
You choose the AI engine: any LLM, including offline and private models for data security.
Flexible deployment
SaaS with VPC, hybrid, or full on-premise — matched to your compliance needs.
who it's for
Built for firms running real app portfolios
Especially multi-producer, multi-consumer environments managing 10+ apps, hitting high AI-token costs, or modernizing legacy spreadsheets and notebooks.
See your app portfolio's reuse and savings in 30 minutes
A short portfolio review surfaces where reuse and cost savings start immediately — then a scoped pilot on your own apps.
Book a demo