Unlock Your Plant’s Best Possible Margins.
Evolved from our founder’s World‑first patented breakthrough in optimizing with unseen inputs, our next‑generation algorithms adapt to changing targets to maximize margins across industries and processes.

 Global first Closed Loop Reinforcement Learning system for SOx Control

Controlled SOx emissions within a narrow range with unknown feed composition. Turned several million dollars emissions control cost into profit.

Furnace Optimizer

Our proprietary furnace engine anticipates excess O2 10-15 minutes ahead, slashing fuel wastage and maximizing process yield.

 Master High Margin Crude compatibility

Tamed the severe instability of high-margin opportunity crudes, unlocking tens of millions in new profit.

From High-Speed Chaos to Absolute Control

Implemented Vision AI to stabilize combustion by measuring petcoke particle size in real-time, delivering significant combustion efficiency.

Our Services

The AI Control Layer for Your Process stability

Our Adaptive Inference Engine acts as the AI control layer for Operational Excellence & Decarbonization, turning chaos into predictable control.
Our Breakthrough: Originating in a patented innovation and expanded through ongoing R&D, our engine learns the unique physics of each operation and optimizes confidently despite unseen inputs,preventing disruptions and sustaining peak performance across diverse industries.
The result is a truly autonomous system that delivers:
Unwavering Stability: Tame process instability regardless of the fuel or feedstock you use.
Hyper-Efficiency: Learn to use the absolute minimum amount of energy and costly materials.

"We had a multi-million dollar problem driven by something we couldn't measure. The work Dr. Gupta did to control it without direct measurement was, frankly, unbelievable. He solved what our best engineers considered an 'impossible' problem."

— Head of Operations, A Downstream Energy Major

Industries

Chemicals & Refining

Taming Feedstock Chaos. Tame feedstock instability and eliminate process chaos. Our AI unlocks the full potential of opportunity crudes and optimizes complex reactions for unwavering stability.

Steel Manufacturing

Green Steel, Golden Margins. Master scrap variability and optimize furnace efficiency to produce higher-grade green steel at maximum yield.

Cement Manufacturing

Decarbonize with Confidence. Confidently adopt alternative fuels and reduce CO2 per ton. Our engine masters input variability to ensure stable clinker quality and lower fuel costs.

Biomass & Power Generation

Stable Power from Unstable Fuels.Master the instability of biomass and waste-derived fuels. Our AI ensures stable combustion and maximizes energy output, enabling a reliable transiyion from fossil fuels.

Master FGD Efficiency for Emissions Control

Optimize Flue Gas Desulfurization (FGD) systems to handle variable feed compositions and minimize reagent consumption. Our AI infers real-time dynamics, ensuring precise SOx removal, reduced operational costs, and compliance without excess resources.

Minerals Processing

The End of Ore Variability.Adapt to lower-grade ore in real-time. We optimize grinding and flotation circuits to maximize recovery rates, even with fluctuating feed quality.
Why Choose Us

A Performance Partnership. Not a Platform.

Tired of expensive software and consulting reports that don’t deliver results?

We guarantee a financial outcome |
Not just another bill.

Proven results: We implement
high impact use cases with significant RO |

Performance based fee: You
Pay a small fraction of the value we actually create

FOR C-SUITE & EXECUTIVE LEADERSHIP
Strategic AI Roadmap: Expert counsel to transform your most ambitious goals—from decarbonization to peak operational excellence—into a de-risked, high-return financial strategy. Our fixed-fee advisory packages provide tailored audits, roadmaps, and ongoing support to empower your vision.
 
FOR PLANT DIRECTORS & OPERATIONAL LEADERS

High impact AI use case: We guarantee you’ll hit your production and efficiency targets. Our performance-based partnership solves your #1 operational challenge, risk-free—focusing on a single high-impact use case like SOx control or furnace optimization. 

FOR ENTERPRISE & SITE-WIDE TRANSFORMATION

Profit Improvement with AI: Unlock multi-million dollar gains across your entire plant or company with our comprehensive, domain-expert-led implementation. This program includes our Value Acceleration phases (rapid scoping, MVP rollout, and full-scale deployment), powered by our Adaptive Inference Engine, computer vision, physics-informed models, and a basic digital twin. Expect 1–3% yield growth, 3–8% cost reductions, and enhanced stability— all with performance-linked fees and minimal risk.

FOR C-SUITE & EXECUTIVE LEADERSHIP

Strategic AI Roadmap: Expert counsel to transform your most ambitious goals—from decarbonization to peak operational excellence—into a de-risked, high-return financial strategy.

FOR PLANT DIRECTORS & OPERATIONAL LEADERS

We guarantee you'll hit your produc on and efficiency targets. Our performance-based partnership solves your #1 operational challenge, risk-free.

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