Founder-led engineering

_

Architecture and engineering across AI, cloud, edge, and platform — from first design to running at scale.

Engineering domains

Beyond what's on this page

Systems Architecture

Distributed systems, event-driven design, API platforms, data infrastructure.

Cloud & Platform

Cloud-native migration, Kubernetes, CI/CD, observability, reliability engineering.

Secure & Private AI

AI governance, on-prem inference, PII handling, privacy-aware pipelines.

Edge & IoT

Edge AI, constrained hardware, air-gapped deployment, industrial systems.

Labs

We build before we advise

Active engineering projects with real benchmarks and published findings. This is where our solutions come from.

Active

Governed AI Routing Pipeline

Rules-first prompt router with PII detection and SLM fallback. Benchmarked across healthcare, finance, and telecom domains — 98.2% PII recall, 95% routing accuracy.

In progress

Edge AI on Constrained Hardware

Applying SLM findings to constrained, privacy-first environments — voice, routing, and inference on edge devices where cloud isn't an option.

Benchmarks coming soon

How we work

Where we jump in

Every engagement is different, but the problems tend to fall into three categories.

Build it right the first time

You have a clear problem and need a build partner. We design the architecture, build the core system, and get it deployed — decades of architectural experience, delivered at startup speed through AI-augmented engineering.

Fix what's already running

The monolith is slowing you down, the data pipeline breaks every week, or you need AI capabilities without ripping everything out. We modernise what exists and integrate what's next.

Scale what's proven

The system works but it's hitting its ceiling — performance, reliability, or team throughput. We re-architect for the next order of magnitude and harden what needs to last.

Have a systems problem?

Direct access to Krunal. No sales layer. No account managers. Engineering conversations about engineering problems.

Start a conversation