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Capability · AI and Tech

Most AI pilots never ship. Ours do.

Every business in 2026 has an AI strategy. Very few have an AI system producing a real outcome. Maxinor AI operators embed inside your team, build AI that ships, and stay accountable to business outcomes -- not dashboards.

Where AI and Tech Founders Get Stuck

Three patterns that keep AI stuck at pilot stage.

01

The Pilot That Never Ships

Most businesses have done an AI pilot. Most are still running 12 months later, producing dashboards nobody uses. The gap is always the same: AI built without understanding the workflow, evaluated on the wrong metrics.

02

Tech Debt That Caps Scale

Architecture decisions that seemed fine at one revenue level become ceilings at the next. Monoliths that can't be broken apart. Founders who ignore this hit a wall -- not because the market dried up, but because the system can't handle the growth.

03

Scale Breaks Yesterday's System

A system built for ₹10 Cr of volume doesn't handle ₹80 Cr automatically. The fix requires an operator who has seen this pattern before and knows which architectural calls to make at which scale point.

Capability Stack

The full AI and tech capability stack.

Three layers. Every capability mapped. Select a layer to explore what sits inside it.

Intelligence Layer

How you build and deploy AI that produces real outcomes

6 capabilities

AI Systems

LLM IntegrationRAGAgentic WorkflowsFine-tuning and EvaluationComputer VisionNLP

How We Engage

What we actually build with you.

01

AI Product Build and MVP

From architecture to working system. We design, build, and deploy AI products -- not proofs of concept. The output is a system running in production.

02

Agentic Automation

Agentic systems that automate multi-step workflows and compound over time -- reliable, auditable, built around your real business processes.

03

Tech Architecture and Debt Remediation

Architecture review, bottleneck identification, and a phased remediation plan that lets you grow without bringing down the house.

04

Data Platform and AI Infrastructure

Building the data foundation that every AI system depends on -- pipelines, warehouses, feature engineering, and the observability layer that keeps it running.

The Team Behind This

An operator who has built and shipped AI, not just advised on it.

Alok Kumar
Alok Kumar

Partner, AI and Tech

ex-Zee, ex-StanChart, ex-Fidelity, ex-Oracle

Technology and AI operator spanning enterprise software, global financial services, and large-scale media. Alok brings the judgment to know which AI system to build, how to architect for scale, and how to get from lab to production with real business impact.

Common Questions

Questions founders usually ask first.

Work With Us

Ready to ship AI that moves the number?

Whether you're stuck at pilot stage, hitting a tech scaling wall, or need a senior operator to make the architectural calls -- start here.

Every engagement ends with the system running without us. We build it, we embed until it works, and we hand it over to your team -- fully documented, fully owned by you.