Financial services
Agents that work across onboarding, compliance checks, servicing and reporting - with every decision traceable to the beliefs it was made from, and every action bounded by policy enforced at the substrate.
Solutions
Karrik meets you where you are: on the cloud you already run, in the deployment model your policy requires, and at the level of involvement your business needs. Here is how that breaks down - the technical foundations, the industries we build for, and the use cases we start with.
Sovereign AI
Sovereign AI is not a bolt-on in Karrik - it is engineered into the model layer. Open-weight and bespoke models can be hosted and managed entirely within your own environment, so your data, your agents' beliefs and your shared memory never have to leave your jurisdiction. You choose the model supply chain, the hosting boundary and the policy that governs both - whether that is a dedicated cloud region, a single-tenant install, or hardware you own.
Industry
Karrik is designed for regulated environments, where AI has to be accountable as well as capable. Governance, transparency and auditability are enforced by the platform itself - not left to process and hope - so regulated industries can put AI into real operational workflows with confidence.
Agents that work across onboarding, compliance checks, servicing and reporting - with every decision traceable to the beliefs it was made from, and every action bounded by policy enforced at the substrate.
Sensitive data stays inside the boundary you define, with sovereign model hosting as an option. Workflows gain AI assistance without losing the provenance, consent and audit discipline the sector requires.
Matters, documents and client context live in a governed memory layer, so agents assist with research, drafting and triage while every output remains reviewable, versioned and attributable.
Data residency, single-tenant or on-premise deployment and human-in-the-loop checkpoints make Karrik suitable for services that must be accountable to citizens as well as efficient.
What regulated clients get
Use-case
Most small and medium businesses don't need an AI programme - they need a handful of jobs done better. For them, Karrik is a SaaS: you pick the applications you need, we run everything underneath. No platform team, no infrastructure project, no integration backlog.
Choose the AI-powered applications you need today - from customer support and sales follow-up to quoting, document handling and back-office workflows.
The runtime, models, memory, governance and infrastructure are operated by us as a managed service. Your team just uses the applications.
Add applications as new jobs come up, or move to an isolated instance when the business demands tighter isolation, custom policy or bespoke workflows.
Start with one workflow that matters - quoting, support triage, sales follow-up, document handling - and have it running in days, on the same governed platform the largest enterprises use. When the business outgrows the shared install, the path to an isolated instance is already there.
Departmental augmentation
Your functions work as high-performance pods. Humans set the intent and hold the judgement; agents carry the repeatable work and escalate only what genuinely needs a person.

Around the Karrik Enterprise Brain sit eight departmental pods - Sales & Growth, Finance, Operations and Customer Care, together with Marketing, HR & People, Legal & Compliance and Product & Delivery. Each pod pairs a small human team with its own agents: the people set intent, make the judgement calls and own the relationships, while the agents carry the repeatable work and escalate only what genuinely needs a person. Every pod draws on the same shared brain, so context, memory and governance flow between departments instead of stopping at the first hand-off - nothing is lost between teams.
Hybrid human-AI teams
A Karrik agent is not a personal assistant locked to one person's inbox. Multiple people can join the same group conversation with a single agent - the humans and the agent working as one hybrid team. Everyone sees the same context and the same progress, so nothing gets relayed, duplicated or lost between private chats.
Technical
Karrik runs on all three major clouds - Amazon, Microsoft and Google - from a single codebase. No forks, no translation layers, no cloud-specific rewrite: the platform you validate on one is the platform that runs on another, so your infrastructure decision stays a commercial one, not a technical lock-in.
The full Karrik stack runs natively on Amazon Web Services - compute, storage, model hosting and the execution substrate - deployed into your account or ours.
For organisations standardised on Microsoft, Karrik deploys across Azure with the same capabilities and the same codebase - no feature parity caveats.
On Google Cloud, Karrik runs end to end, with the option to pair Google's model estate with sovereign open-weight models inside your own boundary.
Deployment models
A multi-tenant SaaS deployment, managed and operated by us. The fastest way in for teams that want outcomes, not infrastructure.
We stand up an isolated instance for your organisation - dedicated to you, sized to your workload, and operated under your policy and retention rules.
Where regulation or strategy demands it, we explore fully dedicated deployments and on-premise installs, running the same platform on hardware you own.
Tell us about your environment and we'll map the shortest path onto the platform.