EIGNN
Intelligence you own

The AI partnerthat builds and ships.

From AI strategy and custom development to agentic systems — and ScribeAI, our flagship product already in market. We build AI that holds up in production.

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The Paradigm Shift

From software to intelligence systems.

Software

Static tools that do what they're told

↓

Intelligence

Systems that learn, adapt, and compound

Dashboards

Rear-view mirrors that report the past

↓

Signal

Forward models that anticipate outcomes

Implementation

Bolt-on AI with no structural foundation

↓

Infrastructure

Intelligence embedded at the system layer

Software

Static tools that do what they're told

↓

Intelligence

Systems that learn, adapt, and compound

Not slideware.
Not a pilot.
Not vaporware.
Real AI,
in production.

What Eigenn Is

Eigenn is an AI company that builds real products and services. Where others sell slideware and pilots that stall, we ship AI that runs in production — grounded in your data, and reviewed by people where it counts.

Our flagship, ScribeAI, is the proof: an AI answer-evaluation platform in market today. The same engineering is how we build for everyone else.

What we do

One AI company. Three ways we help.

01AI Products

We build and ship AI products.

Real products that solve specific business problems — designed, built, and taken to market by our own team. Our flagship, ScribeAI, is in market today.

  • ScribeAI — flagship, in market
  • Product design & engineering
  • Owned, scaled, and supported
See our products →
02AI Services

We build custom AI for your business.

From strategy to production systems. We help organizations adopt, build, deploy, and scale AI — tailored to how their business actually works.

  • AI strategy & consulting
  • Custom AI & model development
  • Agentic AI & workflow automation
  • AI integration & modernization
Explore services →
03AI Innovation & Partnerships

We partner for the long term.

A trusted AI partner — not a one-off vendor. We identify opportunities, design roadmaps, implement, and scale adoption to create durable competitive advantage.

  • Opportunity discovery
  • AI roadmaps & adoption
  • Long-term partnership
Start a conversation →

The Problem / The Solution

Enterprises have AI.
Few have intelligence.

✕  Current State
AI pilots that never reach production
Proof-of-concepts stuck in sandbox forever
Dashboards nobody trusts
Conflicting numbers, no canonical source
Model outputs with no traceable cause
Black-box results that can't be audited
Intelligence siloed in tools, not systems
Point solutions that don't compound
Data teams building for data, not decisions
Pipelines optimised for volume, not value
Vendors that optimize for demos, not outcomes
Impressive pilots, zero production ROI
✓  Eigenn System
Deployment-ready
Models built for production from day one
Single source of truth
One system, all intelligence flows through it
Full audit chain
Every output traceable to its exact input
System-layer integration
Intelligence embedded, not bolted on
Decision-first design
Data pipelines built around outcomes
A real partnership
We own outcomes, not just deliverables
AI pilots that never reach production
Proof-of-concepts stuck in sandbox forever
Dashboards nobody trusts
Conflicting numbers, no canonical source
Model outputs with no traceable cause
Black-box results that can't be audited
Intelligence siloed in tools, not systems
Point solutions that don't compound
Data teams building for data, not decisions
Pipelines optimised for volume, not value
Vendors that optimize for demos, not outcomes
Impressive pilots, zero production ROI

Core Architecture

Three principles. One coherent system.

Flagship product — in market

Meet ScribeAI.

AI answer evaluation for UPSC & State PSC coaching institutes. Students upload handwritten answers; ScribeAI reads them, retrieves syllabus context, and scores content, structure, and language — and every result is checked by the institute's own mentor before the student sees it. Delivered white-label, on your own domain.

Answer & paper evaluationMCQ practiceSmart notes & model answersOMR scanningMentor-in-the-loop reviewWhite-label per institute
Explore ScribeAI →The proof of our approach — built, shipped, and run by institutes every day.
ai.yourinstitute.in
Polity · Answer 3Mentor approved
32/ 40
Overall score
Content17/20
Structure8/10
Language7/10
AI-scored in ~90 seconds — then reviewed by your mentor before the student sees it.

The Mathematical Foundation

Av=λv
AThe transformation — your organisation's data environment
vThe eigenvector — the direction that remains stable under transformation
λThe eigenvalue — the scalar that tells you how dominant that direction is

Every enterprise has its own eigenvalue.

In linear algebra, an eigenvalue decomposition reveals the directions along which a transformation acts most powerfully — the axes that remain stable under complexity. We apply this lens to enterprise data.

Most organisations are drowning in high-dimensional data. Eigenn decomposes that complexity — finding the stable directions, the dominant signals, the structural axes of your business — and builds AI systems that operate on those axes permanently.

“We don't add AI to your business. We find its eigenvalue.”

The Team

We build the systems others depend on.

Eigenn is built by a small team of engineers and scientists focused on AI that holds up in production — not demos. We build the way we’d want the systems we depend on to be built.

Every engagement is led by people who have seen what fails in production — and built systems that don't.

Meet the team →
Core Disciplines
ML_SYSTEMS
ML Systems Engineering
DATA_ARCH
Data Architecture
PROD_ENG
Production Engineering
DECISION_SCI
Decision Science
INTEGRATION
Integration Engineering
DOMAIN_EXPERT
Domain Expertise
EIGENN_SYS // INITIALISE

Find your enterprise's axis of truth.

30 minutes. Your problem. A real technical conversation — not a generic demo.

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