What We Do

Two anchor practices.
Full-cycle delivery.

Everything we offer orbits two specialisms — real-time observability and AI-native applications — supported by the engineering capability to take either from requirement to production.

Anchor Practice

ClickHouse Observability

Enterprise observability stacks on ClickHouse — sub-second queries over petabyte-scale event data. Ingestion, streaming, analytics, alerting, and business dashboards, architected end to end.

ClickHouseOpenTelemetryReal-Time AlertingAI Telemetry
Anchor Practice

AI-Native App Development

LLM-enabled mobile and web applications with observability embedded. Flagship: MedZyGo — multilingual healthcare discovery for tier-2/3 India. Also conversational commerce and beyond.

LLM IntegrationMobile AppsModel ObservabilityMultilingual NLP

ADLC — AI Development Life Cycle

Our AI-native delivery methodology — the AI-era successor to SDLC. A disciplined loop with observability and evaluation woven into every stage, not bolted on at the end.

ContemplateInstrumentEvolve

AI Strategy & Roadmapping

Executive and technical alignment on an AI adoption roadmap grounded in your data maturity, business goals, and risk tolerance — not vendor hype.

Maturity AssessmentUse-Case PrioritizationROI Modeling

Solution & Data Architecture

Cloud-native, AI-first architecture — scalable from day one, observability instrumented throughout. Lakehouses, streaming, and ML platform design your team can own.

Cloud ArchitectureData LakehouseML Platform

AI & ML Engineering

End-to-end ML — feature engineering, model development, MLOps pipelines, governance, evaluation, and LLM application development with guardrails.

LLM AppsMLOpsEvaluationGovernance

Data Engineering

Modern data platforms — reliable, observable, and built for AI consumption. Pipelines, lakehouses, and streaming architectures your models can trust.

Real-Time PipelinesCDCData Quality

DevSecOps & Deployment

We ship to production — fully, securely, with confidence. Security, compliance, and reliability integrated into every stage of the delivery pipeline.

CI/CDContainersSecurity Automation