Thembian Systems
AI & Decision Sciences

The gap between AI investment and AI results is a delivery problem.We fix that.

Thembian Systems is a specialist AI and Decision Sciences practice. We build the data foundations, automate the processes, and deploy the models that make AI show up in the P&L — not just in a presentation.

Built on Trust. Measured on Impact.

Start a Conversation How We Work
Enterprise data analytics
Thembian Systems
60+
Years combined enterprise delivery experience
6 Weeks
From scoping session to working solution on your data
8
Enterprise AI solutions built and deployed
What we deliver
Data Engineering/ Business Process Automation/ Data Sciences/ AI / ML/ Delivered Globally
The Problem

Every organisation has tried AI.
Most are still waiting for it to show up in the P&L.

70%
of organisations cannot demonstrate measurable AI impact to their board
91% of enterprises now use generative AI. Yet 70% cannot show the board a number. The investment happened. The P&L impact didn’t follow. That is not a technology failure — it is a delivery and accountability failure.
Source: RSM Middle Market AI Survey 2025
39%
of enterprises report measurable EBIT contribution from AI
Boards are no longer satisfied with adoption metrics. They want AI to show up in cost, margin, or revenue. Only 39% of enterprises can make that case today.
Source: McKinsey State of AI 2025
34%
have no clear AI strategy beyond the pilot stage
Pilots are started. Results are presented. Then nothing moves to production. The failure is not intent — it is the absence of a firm willing to stay accountable for the outcome.
Source: McKinsey State of AI 2025
“
Every organisation I’ve worked with has tried AI. Most are still waiting for it to show up in the P&L. The gap between investment and return is where Thembian Systems lives.
Suresh Satyamurthy
Co-Founder & CEO
What We Do

Four service lines. Any sector. From foundation to production.

We don’t lead with models. We lead with the foundations that make models work — and we stay accountable until the result shows up in the business.

01

Data Engineering

Your data, connected and trusted.

AI runs on data. Most enterprise data isn’t ready — siloed across ERPs, CRMs, and spreadsheets, inconsistently labelled, and too thin in the places that matter most. We build the data foundation: cloud-native lakehouses, automated pipelines, master data governance, and access controls. Built once. Leveraged across every use case that follows.

Pipeline reliabilityAI-ready dataAudit compliance
02

Business Process Automation

The fastest path to measurable ROI.

Every enterprise has workflows that eat skilled people’s time on tasks that follow predictable rules — invoice matching, document verification, approval chains, exception handling, compliance checking. If it follows a rule a person has learned, a model can learn it too. We automate these in weeks, not quarters, with results visible to the board.

Cost reductionProcessing speedError elimination
03

Data Sciences

From describing what happened to predicting what happens next.

We turn your operational data into models that tell you what’s likely to happen — demand, risk, churn, margin — so decisions are made on evidence, not instinct or last month’s report. Pricing models, demand forecasts, credit scoring, customer lifetime value, executive early-warning dashboards.

Decision confidenceRevenue upliftRisk reduction
04

AI / ML

Production AI, not proof-of-concept AI.

We build models that run in your systems, on your data, maintained and improved over time. The last mile — from model to business outcome — is where most AI investments fail. Agentic AI, predictive models, NLP, computer vision — deployed, monitored, and accountable.

Measurable impactOperational AISustainable models
Solutions We Have Built

Every decision. One discipline.

Eight enterprise AI solutions built on data the enterprise already has. Each delivers a working system in weeks, not a technology project in quarters.

Pillar 01 — Financial Intelligence
Where is the cash, where is the risk, and what is the portfolio really worth today?
CreditIQ · DocGenie
Pillar 02 — Operational Intelligence
Are the assets in the field performing, and is the customer experience consistent?
Portfolio PulseIQ · Service & Ratings IQ
Pillar 03 — Trust Intelligence
Can every document the enterprise signs, files, or receives actually be trusted?
Doc Authentication
TraceIQManufacturing
Material Traceability for Manufacturing
When a quality issue or recall hits, manufacturers struggle to trace a batch, component, or finished unit across the production and dispatch chain. TraceIQ assigns QR-based identity at every step and links it to the records you already keep, so any unit can be traced backward to its inputs or forward to its destination from a single scan.
Key outcomesBackward and forward trace from a single scan · Runs on existing GRNs and dispatch records · Recall and quality response in minutes, not days · No new shop-floor systems required.
ProcureIQProcurement
Strategic Sourcing Intelligence
Sourcing decisions get made across scattered spreadsheets, email bids, and inconsistent formats — making true like-for-like comparison hard and the audit trail harder. ProcureIQ takes a requirement from BoQ to signed PO in one tracked line, normalises every bid to an apples-to-apples basis, and ranks suppliers L1/L2/L3 with an explicit, defensible recommendation.
Key outcomesBoQ to signed PO in one tracked line · Normalised apples-to-apples bid comparison · L1/L2/L3 ranking with an explicit recommendation · Full sourcing audit trail.
InsightIQAnalytics
Enterprise Analytics on Your ERP
Most enterprises sit on years of ERP data they cannot easily query or fully trust. InsightIQ builds a cleansed cloud warehouse from your ERP, adds a semantic layer so the business can ask questions in its own language, and delivers self-service BI that is ready for AI and GenAI from day one.
Key outcomesCleansed cloud warehouse from your ERP · Semantic data layer · Self-service BI · AI / GenAI ready from day one.
CreditIQFinancial
Credit Risk & Receivables Intelligence
18–25% of AR is typically overdue; manual credit decisions take 3–5 days; bad debt runs $60K–$180K per $1M portfolio. CreditIQ ingests ERP, CIBIL, D&B, news signals, and CRM data to score every customer A–E in real time, surface early warnings 30–60 days ahead of default, and deploy ARIA — an AI agent that autonomously manages collections, escalates, and holds orders.
Key outcomes40–60% reduction in overdue AR · 3× faster credit decisions · 70% of collector effort automated · 90-day cash forecast at 84%+ confidence. First model live in 8–10 weeks; full platform in 20.
DocGenieFinancial
AI-Powered Supplier Invoice Validation
Finance teams absorb thousands in errors every year because manual invoice validation is slow, fragmented, and unscalable — 3–5% of invoices contain errors. DocGenie auto-picks up every invoice from email, runs four-layer validation across 22 checks against contracts, POs, and rate cards, assigns severity, flags mismatches, and routes clean invoices to payment — with a full audit trail and supplier scoring built in.
Key outcomes90% reduction in manual validation time · 100% invoice audit trail · 3× faster dispute resolution · Zero duplicate-payment exposure. Annual overpayment exposure eliminated: $22K+ per AP team.
Portfolio PulseIQ™Monitoring
Real-Time Portfolio & Asset Monitoring Intelligence
Whether the portfolio is companies in a fund or connected devices in the field, the problem is the same: too many distributed entities to watch, data scattered across systems, and warning signs that surface too late. Portfolio PulseIQ continuously monitors every entity, normalises the data with AI, and surfaces real-time dashboards, severity-ranked alerts, and predictive early warning — with AI agents that resolve issues autonomously and natural-language queries for the people who need answers fast. Proven across PE/VC portfolio companies and connected device fleets alike.
Key outcomesReal-time early warning vs. weeks or months of lag · ~65% of issues resolved autonomously by AI agents · Full portfolio review compiled in minutes, not days · Severity-ranked alerts and what-if simulation · 10+ languages supported.
Service & Ratings IQOperational
Post-Sale Customer Experience Engine
Premium products lose to inconsistent post-sale service; a public rating of 1.7/5 is a commercial liability. Service & Ratings IQ scores fabricators and field teams across delivery, install quality, CSAT, and complaints; runs WhatsApp check-ins at Day 7 and Day 30; assigns resolution owners within 2 hours for sub-4 ratings; and manages reputation recovery across public platforms.
Key outcomesPublic rating trajectory from 1.7 to 3.6+ by month 6 · Complaint resolution before public escalation · Fabricator behaviour improvement · Weekly MD brief on competitor movements.
Doc AuthenticationTrust
4-Layer Tamper Signature
Every document the enterprise signs, files, or receives needs to be trusted. Doc Authentication embeds a 4-layer image signature — under 5 KB — that is tamper-evident, provable, and exportable, turning document integrity from an IT problem into a commercial advantage.
Key outcomesTamper-evident in under 5 KB · Exportable PDF/CSV · Compliance becomes a commercial differentiator · No IT project required.
What every solution has in common
■

First working dashboard live in 4–8 weeks. Full platform in 20 weeks.

■

Runs on data the enterprise already has.

■

Business outcome defined before the algorithm.

■

Every screen ends in a recommendation, a trigger, or an action.

■

Success is fraud prevented, days saved, defaults avoided — not model accuracy percentages.

How We Engage

A Proof-of-Value. Your problem. Your data. Your decision.

Every engagement starts with a Proof-of-Value. We work on a real use case — scoped together in our first conversation — built on your representative data in a secure sandbox environment. At the end of six weeks, you have a working solution and a clear decision to make. The Proof-of-Value is fully credited against the full engagement if you proceed. If you don’t, you keep everything we’ve built.

01

Scoped to your highest-value problem

We use a three-filter framework — Decision Pain, Process Waste, and Data Availability — to find the use case where a Proof-of-Value will produce the clearest, most defensible result.

02

Built on your representative data

Work happens in a secure sandbox environment on your representative data — not a vendor demo, not synthetic data. What you see at the end is what will run in production.

03

Fully credited. Your IP. No lock-in.

If you proceed, the first payment is applied in full against the engagement. If you don’t, you walk away with the prototype and the IP. Either way, you are ahead.

The Proof-of-Value works when both sides are invested. We bring expertise and time. You bring a defined use case, representative data, and a named contact who can make decisions.

Choosing Your Highest-Impact Use Case

We help you find it before we build it.

Not every AI use case delivers equal value. A simple three-filter framework identifies where a Proof-of-Value will produce the clearest result.

01

Decision Pain

“Which decision in your business is made most often, with the least confidence, on the oldest data?”

02

Process Waste

“Which workflow eats the most skilled hours on tasks that follow predictable rules?”

03

Data Availability

“Which system in your business has the most complete, longest-running data that nobody is fully using?”

◆

The highest-impact Proof-of-Value use case sits at the intersection of all three.

The People Behind Thembian Systems

You’re not betting on a brand. You’re betting on people who’ve done this.

Suresh Satyamurthy
Co-Founder & CEO
Strategy, Commercial & Executive Advisory · ~35 Years
“Every organisation I’ve worked with has tried AI. Most are still waiting for it to show up in the P&L. The gap between investment and return is where Thembian Systems lives.”
  • Led ~$80M Siemens TMT P&L
  • Co-Founded Tarnea Technology Solutions
  • CEO advisory across the US, Europe & APAC
  • Guest Faculty: IIM Bangalore, Friedrich-Alexander, NID & SP Jain
Madhav Sitaraman
Co-Founder & CTO
Technology Architecture & AI Delivery · 25+ Years
“Organisations spend millions on AI that never reaches production — not because the models are wrong, but because the data foundations and workflows aren’t there. That is the problem I exist to solve.”
  • Architected a $30M EAI programme at CSC
  • Built 100+ person engineering teams
  • Co-Founded Enlightiks (acquired by Practo)
  • Designed Agentic AI for pharma distribution
60+
Years combined experience
Fortune 500
Global delivery track record
2×
Companies built
$80M+
P&L & programme leadership
Leadership & Advisory

Senior leaders across strategy, technology, and delivery.

NM
Nambi
Enterprise Transformation & Aviation Industry Leader
30+ years leading large-scale digital transformation, aviation MRO platforms, government modernization, and enterprise software delivery. Former senior executive at Ramco, Wipro, Ultramain and Tesser Insights — responsible for $100M+ portfolios, global delivery organizations, and large-scale programs across Aviation, Defense, Analytics, and e-Governance.
RN
Ravi
Technology Architecture & Data Platforms Specialist
30+ years across financial services, logistics, healthcare, telecommunications, and software. Expert in enterprise data architectures, AI/ML, database modernization, cloud infrastructure, large-scale migrations, systems integration, and IT transformation — across global organizations including IBM, Broadridge, and Level 3 Communications.
PR
Prasanna
Delivery Centre Head, Product Owner & QA Leader
17+ years in Retail and Healthcare software, spanning product ownership, Agile delivery, and quality engineering. Built and heads Tarnea’s Product Development Centre from genesis — owning delivery, product backlog and roadmap, QA strategy and automation, and centre operations across SmartMile and the wider Tarnea suite. Earlier a Test Lead on US healthcare platforms.
Who We Work With

Enterprises that need the problem solved. Not just advised on.

🏢

Enterprises

Any size, sector, or geography. We start with a Proof-of-Value — no minimum deal size, no long procurement cycle before you see something working on your data.

🔗

IT Service Providers & System Integrators

We work inside your delivery structure, bringing AI and Decision Sciences depth without the overhead — quietly, dependably, and to your standards.

Partner With Us
🧠

Leadership Teams Starting Out

A 90-minute Discovery Conversation with the founders to map where AI can realistically move your numbers. Free. No commitment.

Book a Conversation
For IT Service Providers & System Integrators

We make your AI programme stronger. Without making it complicated.

We slot into your delivery structure as a specialist AI and Decision Sciences team — bringing the depth your clients expect, without competing for the relationship you own.

Have a Conversation About Your Programme
1

Technical depth without overhead

60+ years of combined enterprise delivery and a $30M EAI architecture pedigree — available as a focused team, not a large fixed cost.

2

Business and technical fluency in the same team

An $80M P&L background sitting beside $30M-scale architecture means we speak to both the boardroom and the build.

3

Discretion and dependability

We work to your brand, your standards, and your timelines. Wherever the problem is, the lights are always on.

How We Deliver

Wherever the problem is.

We are a remote-first delivery practice, based in Bengaluru. Work happens in secure sandbox environments on your representative data, so geography is never the constraint — the problem defines where we work, not a map. No headquarters advantage. No time-zone excuse. The lights are always on.

Remote-first delivery Secure sandbox environments Based in Bengaluru No time-zone excuse The lights are always on
Why Thembian Systems

We think there’s a better fit for the problem you’re trying to solve.

Large IT Integrators Global Consultancies Thembian Systems
Entry point$2M+ minimum$2M+ minimumProof-of-Value
Business & technical depthOne or the otherStrategy onlyBoth, every engagement
Working solution in 6 weeks✗✗Built-in
Founders in every engagement✗✗Always
Any sector, any geography✗✓✓
Pre-built solution portfolio✗✗✓
SI / partner delivery model✓✗✓

We don’t compete on cost. We compete on accountability.

Get Started

One conversation. No commitment. See what’s possible in your business.

Two ways to begin. Both start with a conversation, not a contract.

Path 1

Start a Proof-of-Value

A 90-minute scoping session to agree the use case, then six weeks of work on your representative data. Fully credited against the full engagement if you proceed.

Start a Proof-of-Value
Path 2

Book a Discovery Conversation

A 90-minute diagnostic with the founders to map your top 3–5 AI opportunities and a prioritised action plan. No charge, no commitment.

Book a Discovery Conversation
Emailsuresh@thembian.com
Webwww.thembian.com
LinkedInlinkedin.com/company/thembian