Ideas to Execution

From Idea to Shipped AI Application

The proof behind the keynote

A working gallery of AI applications I have conceived, built and deployed — each one a real solution to a real pain point. At 63, without traditional coding, I turn ideas into working software. This is what "Ideas to Execution" looks like in practice.

The Pain Point My Solution The Payoff

Industry Apps

AI applications built for the world I know best — refineries, plants, operator training and process safety.

AIEVA
AI-Enhanced Virtual Advisor

AIEVA

Operator Training Simulators

The first Operator Training Simulator with a built-in AI advisor — guiding instructors and operators through the simulator by voice, in their own language.

The Pain Point

Operator Training Simulators are powerful but intimidating — dozens of menus and windows across the Instructor and Operator stations. Onboarding depends on scarce expert trainers and thick manuals, knowledge stays tribal and inconsistent, and the interface is English-heavy while many plant operators are more fluent in a regional language.

My Solution

AIEVA — an AI advisor built into ProSimulator that delivers auto-driven, voice-guided tours. It actually opens and operates the real simulator windows while narrating in a human voice, so a trainee learns by watching the system do it.

Instructor Station Tour

A ~25-minute AI walkthrough of every instructor feature: Mode & session setup, Startup modes, Training (monitoring, trends, exercises, reports), Tools, the OPC data interface, and Malfunction & Performance Evaluation.

Operator Station Tour

Walks the trainee through the CS3000 station as used in the plant: Graphics, Control Groups, Faceplates, Tuning, Trends and the Process Alarm window — including how to read tags, controllers and alarm colours.

The Payoff

A multi-day, expert-dependent orientation becomes a self-paced ~25-minute guided tour. Training is consistent and standardised every time, regional-language voice makes it accessible on the plant floor, and it is the first OTS with built-in AI — driving faster operator competency and safer operation.

AI voice guidance Auto-driven simulator windows 6 languages Live monitoring dashboard AI diagnostics engine PFD animation FAQ chatbot CS3000 / Honeywell-ready
ChemPulse
Expert Intelligence System

ChemPulse

Pre-Feasibility Intelligence

Turns months of chemical-project pre-feasibility consulting into hours of structured, confidential intelligence.

The Pain Point

Pre-feasibility evaluation of a chemical project — market, process route, statutory approvals, viability — is months of expensive consulting, and the domain expertise to do it well is scarce and costly.

My Solution

ChemPulse, an Expert Intelligence System that generates 43 comprehensive pre-feasibility sections — deep chemical-engineering process analysis with Indian statutory filing built in (MCA, SPCB, DGFT) — on a zero-retention, privacy-first architecture for corporate confidentiality.

The Payoff

Months of consulting compressed to hours of structured, decision-ready output — consistent, comprehensive and confidential — powered by 40+ years of chemical-industry expertise encoded in the Expert Logic Engine.

43 pre-feasibility sections Process analysis MCA / SPCB / DGFT Zero-retention data Privacy-first

Proprietary system — Jignyashika Consulting. Available to authorised users.

ChemBuddy
Learn plant equipment, gamified

ChemBuddy

EdTech · Chemical Engineering

A gamified way for chemical-engineering students to actually learn plant equipment — 219 types, daily quizzes and a leaderboard.

The Pain Point

Students learn plant equipment from dense textbooks with little visual or interactive reinforcement — engagement and retention stay low, and there's no structured, self-paced path from "never seen a pump" to confident.

My Solution

ChemBuddy, a learning app covering 219 equipment types across 19 categories with a day-wise curriculum, purpose-built equipment visuals (isometric, cutaway, flow-path), daily and weekly quizzes, scoring and a live leaderboard — all Firebase-backed.

The Payoff

Equipment learning becomes a self-paced, competitive game. Piloted with chemical-engineering students at Somaiya Vidyavihar University, Mumbai, and evaluated by the Director & Dean for a paid teaching engagement.

219 equipment types 19 categories Daily & weekly quizzes Leaderboard Firebase University pilot
View the live app
DataTrans
Datasheet → verified Excel

DataTrans

Document Automation

Reads any engineering datasheet and returns a formatted Excel — with an honest accuracy score on every value.

The Pain Point

Engineers manually retype fields from technical datasheet PDFs — pumps, heat exchangers, separators — into Excel. It's slow, error-prone, and impossible to trust or verify at volume.

My Solution

DataTrans reads any datasheet (PDF or Word) and extracts structured fields into a styled Excel — then verifies every value verbatim against the source document and reports a transparent data-transfer accuracy %, flagging anything it couldn't confirm for review.

The Payoff

Bulk datasheet transcription in seconds per document at 94–100% verified accuracy — trustworthy because it shows its work. Now offered as a service: send a datasheet, receive a verified Excel.

PDF & Word input Verified extraction Accuracy score Excel output Batch processing
SHERPA
PSM Audit Tool

SHERPA

Process Safety Management

Guided OSHA PSM and CCPS RBPS safety audits that generate a professional report — entirely offline.

The Pain Point

Process Safety Management audits in refineries and petrochemical plants are complex and checklist-heavy, usually run on ad-hoc spreadsheets with reports written by hand — slow, inconsistent, and hard to standardise across sites.

My Solution

SHERPA, a single-file web app that walks an auditor element-by-element through OSHA PSM (14 elements, 94 questions) or CCPS RBPS (20 elements, 115 questions), auto-saves every answer, and generates a complete, professional audit report — no server, no database, no internet.

The Payoff

Standardised, framework-compliant PSM audits with instant report generation. Runs air-gapped in any browser — friendly to plant security — and resumes exactly where you left off.

OSHA PSM CCPS RBPS 94 / 115 questions Offline single-file Auto-save & resume PDF report

Social & Civic Apps

AI and interactive apps beyond the plant — for citizens, commuters and live audiences.

Chennai Flood Simulator
Hydrological Decision Intelligence

Chennai Flood Simulator

Civic · Disaster Intelligence

A free browser tool that simulates 15 Chennai flood scenarios — for public awareness, emergency planning and policy intelligence.

The Pain Point

Chennai floods again and again, yet citizens, planners and policymakers have no accessible way to see how different rainfall, cyclone, reservoir-release or 2050-climate scenarios would actually play out across the city's most vulnerable areas.

My Solution

Chennai Flood Simulator — a free, browser-based tool that models 15 flood scenarios on a live Esri satellite map, from NE/SW monsoons, cyclones, storm surge and reservoir releases to Climate-2050 sea-level rise, urban cloudburst, tidal-lock and even governance-failure. Its Decision Tool turns four triggers (rainfall, duration, reservoir release, tide/cyclone) into a timed flood sequence, an impact map and policy, emergency-planning and real-estate guidance — with a 6-belt vulnerability framework, a scenario × area risk matrix, depth in feet and inches, and voice narration. Validated against NDMA, IMD, Climate Central 2050 and OpenStreetMap data.

The Payoff

Turns complex flood hydrology into an interactive, evidence-based awareness and planning tool anyone can use — from citizens checking their neighbourhood to planners stress-testing interventions. Submitted to the CavinKare–MMA ChinniKrishnan Innovation & Great Ideas Awards 2026.

15 flood scenarios Live Esri satellite map 4-trigger decision tool 6-belt vulnerability model Scenario × area risk matrix Climate 2050 modelling Voice narration NDMA / IMD validated
Try the live simulator
CUMTA Chat
Chennai Metro AI Assistant

CUMTA Chat

Civic · City Transit

One app for every Chennai Metro & MRTS query — routes, fares, timetables, station details, MTC last-mile and grievances, with an AI chat that actually knows the network.

The Pain Point

Chennai Metro (CMRL) and MRTS commuters juggle route planning, interchanges, fare types, timetables and last-mile bus links across scattered sources — with no single, friendly assistant to answer "how do I get from A to B, and what will it cost?"

My Solution

CUMTA Chat, an installable Progressive Web App across all 6 lines and 61 stations with six core modules: an interactive metro map (SVG schematic + GPS geographic view), an AI chat assistant (Anthropic Claude Sonnet 4) that handles 24 topics with route & interchange planning and typo-tolerant station matching, an official CMRL fare calculator, a timetable planner with next-train estimator, a grievance portal, and a 24-step guided voice tour — all in four languages, working offline.

The Payoff

One friendly app replaces a dozen tabs: commuters get instant route, fare, timing and last-mile answers — in their language, even offline — plus a grievance channel and a network dashboard. Built by Suraja Technologies, backed by Jignyashika Consulting.

6 lines · 61 stations AI chat (Claude Sonnet 4) 24 topics Route & interchange planner Fare calculator Timetable + next-train Grievance portal MTC last-mile (56 stops) PWA · offline 4 languages · voice
Prestoz
Audience Engagement Toolkit

Prestoz

Audience Engagement

Turns a passive audience into active participants — polls, word clouds, Q&A and surveys, live in any browser.

The Pain Point

Keynotes and workshops are mostly one-directional. Speakers struggle to engage a live audience and capture real-time input without making everyone download yet another app.

My Solution

Prestoz, a self-hosted toolkit with five real-time engagement tools — Word Cloud, Live Polls, Feedback, Q&A and Surveys. The audience joins from any browser and results update instantly via Firebase.

The Payoff

Passive rooms become participatory. No app to install, works on mobile, and because it's self-hosted you own your data — built by a speaker, for speakers.

Word Cloud Live Polls Q&A Feedback Surveys Real-time (Firebase) No app required

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