01
Discover
Understand the workflow, users, data sources, AI opportunities, regulated boundaries, integrations, constraints, and success criteria.
Company
An AI-driven analytics engineering studio for realtime systems.
Viquantra Labs, founded by G. Muralee Sharma, builds custom analytics platforms, technical intelligence systems, realtime dashboards, API integrations, and workflow automation tools for clients who need dependable data products.
Who we are
Founder-led, engineering-driven, and built for client trust.
Viquantra Labs is positioned as a custom software and analytics infrastructure company. The focus is practical engineering: clean data models, reliable dashboards, AI-assisted workflows, integrations, deployment, and documentation.
AI-driven analytics engineering focus
Django-based platform delivery
Realtime dashboard and backend architecture expertise
Market data analytics and technical intelligence systems
API integrations and workflow automation
Client-owned custom software platforms
Operating boundary
We build software systems, not regulated advice services.
That boundary protects the brand and gives serious clients confidence. Market-related work is scoped as analytics infrastructure, informational dashboards, technical structure detection, data visualization, and automation.
Delivery model
A structured path from workflow to working platform.
Trust grows when clients can see how the work will move from idea to architecture, implementation, and scale.
02
Architect
Define system modules, data models, APIs, infrastructure, permissions, compliance boundaries, and delivery milestones.
03
Build
Implement iteratively with usable releases, reusable components, backend quality, AI-ready data flows, and documented decisions.
04
Scale
Optimize performance, harden deployments, add observability, improve AI-assisted workflows, and prepare the platform for future modules.