For Industrial Plants

Act on margin opportunities in real time.

CVector analyzes plant, application, and live market data to create dollar-scored recommendations so operators can act before opportunities are missed.

See how quickly CVector can deliver the first recommendations in your plant.
Problem

In dynamic markets, margin moves with every decision.

So much data, so many insights, but what to do first?

Equipment, application, and market data hold the signals - but turning them into priorities takes time you don't have.

Opportunities move faster than you can take action.

Energy prices change by the hour, feedstock costs by the day, and output values shift with market conditions. By the time teams can respond, the opportunity is often gone.

Every operating decision moves margin, but the link is invisible.

Each choice moves costs, revenue, and margins, but the link between what happens on the floor and what shows up in the bottom line is impossible to see.

What is cvector

AI-native margin optimization solution

CVector runs continuous analysis of real-time asset, plant application, and market data to create dollar-scored recommendations with a full audit trail for front line operators.

How it works

From plant data to operator decisions.

1
Data
2
Analysis
3
Recommendations
4
Decisions

Plant and market signals are stored and modeled in real-time.

CVector continuously ingests plant data and external market signals for real-time analysis, including energy, feedstock, and commodity prices.

Internal plant data from equipment, assets and control systems
Internal application data such as ERP, CMMS, inventory, POs
External signals including energy and feedstock prices, weather, and market conditions

Operational scenarios and economic impact are analyzed 24/7.

CVector continuously runs scenario, impact, and risk analysis against your plant's operating constraints to calculate how different actions affect performance, risk, and economic outcomes.

Continuous evaluation of operational scenarios across the plant
Analysis of economic impact, performance, and operational risk
Proactive analysis as plant and market conditions change

Dollar-scored recommendations are generated in real time.

CVector's agent skills and models generate recommendations ranked by expected economic impact, so operators can see which actions are projected to have the greatest effect on margins and performance.

Dollar-scored recommendations focus attention on top priorities
Continuous updates as plant and market conditions change
A full audit trail with data sources, scoring model, and recommendation logic

Operators review recommendations and remain in control.

Plant teams review recommendations through an easy-to-use interface, decide which actions to take, and remain in control of operating decisions.

Every accepted, rejected, or adjusted recommendation captures operator expertise and improves the next decision
Faster onboarding and expertise building for new employees
Expertise is captured before it retires or walks out the door
Signals

Plant and market signals are unified in real time

CVector continuously ingests plant data and external market signals for real-time analysis, including energy, feedstock, and commodity prices.

Internal plant data from operational systems
External signals including energy, feedstock, and commodity prices
Unified data for operational and economic analysis
Analysis

Operational scenarios and economic impact are analyzed 24/7

CVector continuously evaluates operational scenarios using plant and market signals to calculate how different actions affect performance, risk, and economic outcomes.

Continuous evaluation of operational scenarios across the plant
Analysis of economic impact, performance, and operational risk
Ongoing analysis as plant and market conditions change
Recommendations

Dollar-scored operational recommendations are generated in real time

CVector's AI Orchestrator generates recommendations ranked by expected economic impact, so operators can see which actions are projected to have the greatest effect on margins and performance.

Clear prioritization of operational actions
Continuously updating as plant and market conditions change
Audit trail showing what was recommended, why, and when
Decisions

Operators review recommendations and remain in control

Plant teams review recommendations through an easy-to-use interface, decide which actions to take, and remain in control of operational decisions.

Operators remain in control of operational decisions
Designed for practical adoption with minimal training
CVector learns from operator decisions and plant outcomes
impact

Measurable impact on plant performance and margins.

CVector identifies and dollar-scores high-impact recommendations as plant and market conditions change.

3-7%
Operating margin uplift
Across optimized batch and continuous operations
3-8%
Yield improvement
Through dynamic set-point optimization tied to feedstock, energy, and demand conditions
12-15%
Throughput improvement
By routing production against forecasted demand, weather, and price signals
20-35%
Reduction in downstream rework
Predicted quality issues caught mid-batch and routed to diversion in batch-based operations
20-30%
Reduction in unplanned downtime cost
Through optimized restart sequencing tied to real-time feedstock quality
8-12%
Energy waste identified
Across assets within the first two weeks via per-equipment target energy baselines
Solutions

Recommendations that align decisions with bottom line business results.

Recommendation LIVE Scored Impact +$18K EXTERNAL SIGNALS PLANT TELEMETRY APPLICATION DATA

Plant Margin Optimization

CVector analyzes live plant data and market prices to deliver dollar-scored operating recommendations for plant teams so they can take decisions and actions before an opportunity is missed.

15 MW Realtime Power PRICE SPIKE 18:00-21:00 RAMP DOWN SUGGESTED

Industrial Energy Management

CVector analyzes energy use at the equipment level in the context of its energy demand, price, and volatility predictions. Predict and optimize energy consumption and revenue impact from, for example, demand charges, storage cycling, and ramp profiles.

2 min ago Compressor vibration UPTIME AT RISK $184K 12 min ago Heat-rate drift FOULING $62K

Asset Health Intelligence

CVector dollar-ranks the anomalies and predictions associated with each asset and tracks operator decisions so plant expertise is captured and compounds with each shift.

LIVE Pipeline Flow Forecast v2.1 · 42 runs in last 2 days LIVE DR Bid Optimizer v1.2 · 18 runs in last 2 days

Custom Model Integration

CVector runs your models on the same AI-native harness that already integrates your data and learns operator expertise. Bring the models you already trust, or build new ones with us.

Testimonials

Built in partnership with industrial leaders.

Tristan Gilbert
CTO, Ammobia
"Our partnership with CVector gives us the analytical capabilities of a much larger company at a fraction of the cost and headcount."
Industries

CVector for chemicals, power, and metals.

Chemicals & Industrial Gases

Turn feedstock spreads, energy volatility, and process constraints into dollar-scored recommendations - so every operating hour protects margin.

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Dispatchable Power

Turn load flexibility, capacity participation, and stacked-revenue capture into dollar-scored recommendations - pre-positioned before prices move or grid events hit operations.

Learn More

Metals & Foundries

Make every heat profitable. Per-batch economics priced against scrap mix, electricity, labor, and output pricing.

Learn More
Security & Deployment

Rapid delivery of dollar-ranked insights on margin impact and opportunity

Built for enterprise security

ISO 27001 certified, cleared through TSA cybersecurity review.

Integrate with existing systems

Connect to SCADA, DCS, and historians already in place.

No rip-and-replace

Layer onto your current infrastructure instead of replacing it.

Blog

Research, publications, and case studies

View all
Case Studies
5 min

Ammobia is accelerating plant development with CVector's Techno-Economic Analytics

Ammobia teamed up with CVector to elevate designing and simulating optimized ammonia production facilities with real-time techno-economic scenario analysis.