Capabilities

Six disciplines. One product mindset.

We pick narrow lanes and go deep. Every capability listed here is one we ship into production — not slideware, not a partner referral, not a roadmap promise. Each card below shows what we build, the stack we use, and where it lives in our actual products today.

AI-assisted product engineering

Models, agents, and orchestration embedded directly into product workflows. The engine behind everything else we ship.

LLM orchestration with task-specific agents
Retrieval pipelines, vector stores, hybrid search
Evaluation harnesses & continuous quality scoring
Human-in-the-loop governance and audit trails
Cloud-native platforms

Serverless, container-native, scaled on AWS with edge delivery and global reach. Production from day one.

AWS Lambda, Fargate, API Gateway, EventBridge
Multi-region CloudFront with origin failover
Infrastructure-as-code in CDK and Terraform
Cost-aware architecture from architecture review
Data intelligence & analytics

Real-time pipelines, dashboards, and intelligence that drives decisions — not reports that nobody reads.

Streaming ingestion via Kinesis & Kafka
Warehouse-grade analytics on Athena, Redshift
Operational dashboards with sub-second refresh
Embedded forecasting and anomaly detection
Hardware & firmware integration

From sensors to gateways to embedded controllers — we build where atoms meet bits.

ESP32, STM32, Raspberry Pi-class controllers
Bluetooth, BLE, LoRa, MQTT protocols
OTA firmware updates with rollback safety
Weighing scales, printers, scanners, kiosks
Mobile & web applications

Flutter, React Native, Next.js — built for India-scale, low-bandwidth, real conditions.

Offline-first with conflict-free sync
Bilingual & multi-script by default
Performance budgets enforced in CI
Native bridges for hardware integration
Security-first architecture

WAF, IAM, encryption-at-rest, audit trails — built in, not bolted on at the end.

Zero-trust IAM with least-privilege roles
AWS WAF, GuardDuty, Inspector continuous scans
Field-level encryption for PII and financial data
SOC 2-ready audit logging and retention
How they fit together

The capabilities aren't separate. They're the same system.

Most of our products use all six at once. KWM Vyapar runs AI agents on cloud-native infrastructure, surfaces intelligence through mobile apps, talks to hardware in the market, and treats security as a first-class concern at every layer. That's the point of going deep across all of them.

One team. End to end.

When a project needs hardware, cloud, AI, mobile, and security all working together, the worst answer is to stitch six vendors together at the seams. The seams break.

We keep all six capabilities under one roof so the products we ship are architected as one system from day one. The trade-off is that we work on fewer projects at a time. We think that's a fair trade.

AI
Cloud
Mobile
Hardware
Engagement

Have a problem that needs all of the above?

Tell us what you're trying to build. We'll come back with a candid take on whether we're the right team for it — and if we are, a concrete next step.