LNM-AI · DIGITAL EXPERIENCE INDEX

Most AI guesses why customers don't buy.
We score it.

Sriya.AI's Large Numerical Model reads every click, scroll and search on your site and turns it into one explainable number — the DXI — that predicts who's about to buy and shows you exactly how to lift conversion 20–80%.

20–80%
CONVERSION LIFT
25+
DEPLOYMENTS
7
PATENTS FILED
Sample session · DXI read
LIVE
0
Propensity-to-buy percentile
Visual DXI0
Behavior DXI0
Transactional0
KPI DXI0
The leak

Your funnel is bleeding value at every stage

E-commerce, travel and payments businesses all lose value the same way: silently, and at every step of the journey — not just at checkout.

98–99%
Extremely low conversion
of visitors leave without buying anything.
95–98%
Wasted ad spend
of people who see your ad never act on it.
90–94%
The pricing enigma
of pricing and promotions fail to add value.
10–15%
Order-to-cash failure
of orders fail somewhere in fulfillment.
The fix

From clicks to conviction

LNM-AI doesn't replace your analytics — it gives every visitor a single, explainable score that tells you how close they are to buying, and why.

Digital engagement

Every click, scroll, search and session is captured across your site, app and ads.

DXI super score

SXI++ compresses every signal into one quantitative, explainable engagement index.

Propensity to buy

DXI is super-correlated to real conversion — so you act on it, not on a guess.

20–80%

Conversion lift, proven across 25+ live customer deployments since 2024.

The score

One number. Four explainable layers.

DXI breaks down into four sub-scores, so a single number never feels like a black box.

“DXI is the credit score for digital engagement — for any platform, any industry.”

HOW WE DESCRIBE IT INTERNALLY

Visual DXI

How visitors view and rate your website's design and clarity.

Behavior DXI

How visitors move, scroll and search across your site.

Transactional DXI

How visitors actually transact once they reach checkout.

KPI DXI

How that engagement ladders up into your real business KPIs.

The playbook

Every DXI score comes with a next move

DXI reports break down into four views your team can act on the same day.

The engine

SXI++ — explainable by design

The proprietary engine that powers every Large Numerical Model. No black boxes — every score comes with a reason.

Proprietary math + stats

A blend of ML/DL formulas and statistical methods, refined with reinforcement learning.

Explainable by design

Empirical and interpretable — not a black box like general-purpose LLMs and ML.

Battle-tested

Validated on 50+ real-world datasets, outperforming Auto-ML and general LLMs.

7 provisional patents filed
Head-to-head

Outperforming general-purpose AI on the metrics commerce teams care about

Accuracy on real e-commerce case studies, by platform

The platform

Three agents. One expert system.

LNM-AI runs as an agentic pipeline — each step handled by a dedicated agent, with a human always in the loop.

01 / DATA SCIENTIST

Data ingestion

Automates engineering across multi-modal, multi-API sources — numbers, text, images and A/V — into one clean dataset.

02 / AI SCIENTIST

Explainability

Selects and explains the right AI/ML model, powered by SXI++, and connects predictions back to your KPIs.

03 / MLOPS ENGINEER

Guided execution

Translates insight into operational workflows and tracks outcomes in real time, with human oversight.

In the wild

Proven across e-commerce, health and higher ed

DXI is already running in production for a growing roster of customers and research partners.

E-commerce customers

Buffalo Market
Sunday Citizen
The Cauldron Co.
Momar
Open Studio
Fluent Forever
Agogie
Avocademy
ExploreCredit
WetKeys

Industry & academic partners: Helvoet · Empower Health · Arizona State University · DDM · Clarkson University

Customer footprint

25
2024
90
2025E
150
2026E
Who's building this

Entrepreneurs and researchers, not just engineers

Led by repeat founders and faculty researchers with deep commerce and AI experience.

SK

Srinivas Kilambi

FOUNDER & CEO
6x entrepreneur · 2 US IPOs · 25 patents · Professor, Clarkson University
MB

Dr. Mahesh Banavar

VP, R&D
14+ years computer science research · industry-focused publications
VS

Vasan Sampath

E-COMMERCE EXPERT
CEO of tech companies · technology operations leader · startup builder
SH

Sivaram Hariharan

BUSINESS DEVELOPMENT
Morgan Stanley · IIT Madras

Curious what your DXI score would be?

Send us your site and we'll show you a sample read — no integration required to start.