CORE Insight

An Intelligence Engine Designed to Understand, Enrich, and Activate Data from Every Angle.

CORE Insight transforms unstructured, quantitative, and qualitative data into enriched, harmonized signals ready for intelligent use. Designed to bridge technical telemetry and human judgment, it powers foresight, autonomy, and feedback through a unified pipeline.

Supports preprocessing and contextualization of:

  • IoT and industrial telemetry.
  • Enterprise system logs and operational metrics.
  • Human resource and workforce data (HRM).
  • Strategic inputs: field notes, leadership directives, survey responses.
  • Third-party API, SCADA, GIS, and ESG data streams.

Enables:

  • Real-time enrichment and signal fusion.
  • Qualitative-to-quantitative translation for human inputs.
  • Statistical and semantic tagging for data readiness.
  • Feedback loops, anomaly tagging, and KPI harmonization.
  • Sustainability signal tracking (e.g., emissions, efficiency, policy constraints).

Feeds:

  • CORE Foresight – Providing clean, multidimensional data for predictive models.
  • CORE Autonomy – Informing agents with calibrated, context-aware insights.
  • Feedback loops, anomaly tagging, and KPI harmonization.

You can’t predict the future without understanding the people in it—CORE Insight brings data to life through human-aligned intelligence.

The Data Engine That Combines Precision with Perspective

From Raw Inputs to Real Outcomes — CORE Insight Surfaces What Matters

CORE Insight fuses fragmented signals—structured, unstructured, and synthetic—into real-time operational intelligence.
Through its proprietary enrichment strategy, it integrates human annotations, third-party data, and machine-generated signals into a single, intelligent stream.
This intelligence layer powers adaptive decision-making across industries, ensuring insights surface where and when they matter most.

Beyond dashboards—CORE Insight is the connective tissue between your data, your strategy, and the moments that matter.

Key Features

Decode Complexity with Confidence — CORE Insight Powers Decision-Grade Intelligence

CORE Insight leverages a modular intelligence engine that processes and enriches signals from over 15 diverse sources.

It fuses structured, unstructured, and synthetic data, applies contextual scoring and hybrid tagging, and pushes unified signals to visual dashboards.

Built to scale across domains, CORE Insight transforms noise into relevance—helping operators, strategists, and systems anticipate, not just react.

CORE Insight sees through the noise—surfacing the signals that shape what’s next.

Production Phase Intelligence:
Artificial Lift & Well Optimization

Modular Insight for Any Function — From Raw Data to Ready Decisions

CORE Insight unlocks foresight at the edge by transforming scattered data into mission-ready signals. Function-agnostic by design, it adapts to sectoral nuance and strategic depth—from supply chains to policy simulations.

  • Combines qualitative signals (field reports, HR inputs, environmental assessments) with real-time streams for rich foresight.
  • Each intelligence tile is modular, able to operate as a standalone service or fuse into larger orchestration with CORE Foresight, CORE Autonomy, or CORE Relay.
  • Supports sustainability alignment, emissions tracking, and energy-efficiency strategy development across sectors.
  • Used to streamline emissions intelligence, interpret shifting workforce patterns, and optimize asset health across dynamic operating conditions.

Cross-Function Applications

Oil & Gas / Energy

AI-optimized control across diverse artificial lift types—including rod pumps, ESP, gas lift, PCP, and plunger systems. Enables predictive maintenance, adaptive tuning, and AI-optimized performance across dynamic well conditions.

Smart Cities + Infrastructure

Real-time production analytics for trend detection, intervention planning, equipment performance, and decline curve forecasting—ensuring proactive and efficient wellsite operations.

Energy & Utilities

Integrated recovery strategies powered by AI—enabling reservoir simulation, field development planning, and production forecasting to enhance output across all phases.

Supply Chain & Inventory Control

Detect fulfillment risk early and dynamically rebalance demand signals.

Manufacturing Operations & Quality Control

Identify friction patterns via telemetry and frontline diagnostics for process improvement.

FMCG & Demand Intelligence

Align customer sentiment, retail data, and sales telemetry to improve promotion targeting and shelf efficiency.

Defense & Situational Planning

Integrate structured reports and real-time observations to model readiness and anticipate field volatility.

Finance & Capital Planning

Analyze spend telemetry and macroeconomic indicators to anticipate liquidity risks and optimize allocation strategy.

ESG & Sustainability Intelligence

Surface emissions insights, monitor compliance telemetry, and model carbon impact scenarios.

Modular by nature, CORE Insight forms the connective tissue across INTELLIGENT CORE™'s ecosystem—enriching all engines with context, telemetry, and foresight.

From edge signal to executive strategy—CORE Insight decodes complexity into decision-ready clarity.

Third-Party Integrations

From Chaos to Signal — CORE Insight Integrates with Anything, Understands Everything

CORE Insight integrates across a growing ecosystem of over 15 enterprise systems—HRMs, CRMs, IoT platforms, SCADA controls, and beyond.

More than a data pass-through, it enriches and transforms every input stream:

  • Custom APIs and scrapers pull structured and unstructured data.
  • Proprietary enrichment layers apply scoring, sentiment, and anomaly classification.
  • Final output flows into dashboards aligned to your strategy, not just your stack.

Integration is reimagined—as an intelligence-generating act, not a technical chore.

Don’t just connect—convert. 

CORE Insight transforms integration into intelligence.

CORE Modular Integrations

Designed to Plug In — CORE Insight Powers Modular Intelligence Across INTELLIGENT CORE™

CORE Insight is purpose-built to drive modular synergy.

Integrated across the INTELLIGENT CORE™ ecosystem, it:

  • Enriches signals for precision forecasting in CORE Foresight.
  • Powers dynamic execution in CORE Autonomy.
  • Supports intelligent support systems in CORE Relay.

It transforms domain data into actionable, cross-functional intelligence—automatically.

CORE Foresight

Forecast well timelines, delays, regulatory risks.

CORE Autonomy

Autonomy adapts control behavior dynamically.

CORE Relay

Relay supports human-in-the-loop decision-making.

From signal to synergy—CORE Insight multiplies value through every modular layer.

Use Case Spotlight

How CORE Insight Enabled Predictive Maintenance Across Critical Infrastructure

A leading multinational energy company used CORE Insight to process over 1.2 million sensor signals per day across a distributed asset network.

By fusing structured system logs with operational context and real-time sensor streams, CORE Insight surfaced anomalies in compressor units 48 hours before failure, resulting in a 37% reduction in downtime and $4.2M in annual savings.

CORE Insight doesn’t just analyze the past—it predicts what’s next. Advanced enrichment and signal recognition stopped failures before they happened.

Technical Specifications

Inside the Analytics Engine Powering Enterprise-Wide Foresight

CORE Insight ingests, enriches, and scores high-variance data—from machine logs to stakeholder feedback—to unlock structured foresight for enterprise-wide operations. Sitting at the center of the IC ecosystem, it empowers the broader AI stack with contextual awareness, enabling real-time calibration, risk detection, and signal-driven orchestration.

Key Capabilities:

001
Multi-Modal Data Processing

- Accepts structured (ERP, SCADA), semi-structured (chat logs, sensor data), and unstructured sources (field reports, social input).

- Harmonizes telemetry with qualitative assessments for scenario readiness and ESG alignment.

002
Signal Intelligence Modules

- Data Scoring Engine — Prioritizes high-impact inputs using pattern detection and value weighting.

- Qualitative Signal Synthesizer — Incorporates HR, operational, and compliance feedback for balanced forecasting.

- Risk Trigger Layer — Surfaces anomalies and volatile indicators across business functions.

003
Modular Tile Framework

- Each tile performs as an independent analytic node or contributes to fused orchestration across Foresight, Autonomy, and Relay.

- Contextual overlays adjust dynamically to highlight change vectors or edge conditions.

004
Orchestration Integration

- Feeds scenario simulation (CORE Foresight), agentic AI pathways (CORE Autonomy), and live control loops (CORE Relay).

- Routes enriched signals into MCP (Model Context Protocol) to ensure coherence and traceability across AI agents.

From unstructured complexity to orchestration-ready intelligence—CORE Insight transforms noise into navigable foresight.

See CORE Insight
in Action

Watch how CORE Insight transforms raw sensor data into strategic clarity.
From ingestion to activation—experience the intelligence layer driving predictive operations.
From blind spots to foresight—CORE Insight turns ambient data into 
strategic advantage.
Branding
UI/UX Design
Developer
Art Direction
Related Domain Solutions

Connected by Design—Explore the Full INTELLIGENT CORE™ Stack

Each modular engine in the INTELLIGENT CORE™ ecosystem integrates seamlessly with Insight, enhancing decision intelligence from field execution to strategic foresight.

From modular alignment to exponential synergy—Insight delivers more when paired with the full CORE suite.

CORE Horizon

System-wide foresight and autonomous orchestration across drilling, completions, construction, and production.

CORE Flow

Coordinate autonomous asset routing and upstream field logic in energy systems.

CORE Influence

Forecasting impact and automating campaign performance across digital ecosystems.