Conversational AIon a shared engine.

A shared conversational and AI architecture, tuned for five operational jobs. Each product builds on the same foundation: chat-first analytics, semantic retrieval, agentic orchestration.

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The Conversational AI family on a shared engine: VizIQ conversational analytics, OpsIQ AI ops co-pilot, CortexIQ cognitive observability, ValenceIQ M&A intelligence, RxIQ clinical-trials AI

Product 01 · Conversational Analytics

VizIQ

Talk to your data. Get answers, not tickets.

Chat-first analytics that gives non-analysts answers from your warehouse without writing SQL. Plug into any data warehouse. Replaces 8-week BI request cycles with 8-second conversations, including charts, drill-downs, and follow-ups the original analyst never thought of.

Natural-language query against semantic layer
Domain-specific visualizations
Self-explainable metadata, business users see why a metric is what it is
Audit trail for compliance teams

NL → SQLSemantic layerVector retrieval

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Product 02 · AI Operations Co-pilot

OpsIQ

Analyze smarter. Detect faster. Resolve instantly.

An AI co-pilot for data platform engineers who run more clusters than people can manage. Predictive recommendations on cost, performance, scaling, and incident response, surfaced where engineers already work. Built by people who run PB-scale data platforms in production every day.

Cost recommendations grounded in workload patterns
Performance anomaly detection with root-cause hypotheses
Scaling guidance tied to demand-curve forecasts
Incident triage, narrows the surface area before you page someone

ML cost modelsConversational opsPredictive scalingIncident triage

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Product 03 · Cognitive Observability

CortexIQ

Platform observability for big-data estates.

Unified logs, metrics, traces, lineage, Storage forecasting, workload analytics, job diagnostics, and AI-powered operations co-pilot running on your Hadoop and Cloudera estate.

Platform metric + log + trace unification
Lineage across Cloudera CDP
Anomaly detection across cluster + pipeline + query layers
Conversational interface, chat to your observability

LineageAnomaly detectionConversational observability

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Product 04 · M&A Intelligence

ValenceIQ

Deal flow + agentic research for corp-dev and PE.

Deal-flow and M&A intelligence powered by structured market signals and agentic research. Specialized for corporate-development teams and private-equity buyers. Replaces manual analyst sweeps with an agentic system that monitors signals, builds dossiers, and surfaces opportunities continuously.

Real-time monitoring of M&A signals across sources
Agentic dossier-building per target company
Deal-fit scoring tuned to your investment thesis
Conversational interrogation of any target, chat your way through diligence

Agentic researchSignal monitoringDossier automationDeal-fit scoring

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Product 05 · Clinical-Trials AI

RxIQ

Patient Recruitments and Protocol Integrity Checks.

Accelerate patient recruitment, cohort discovery, and detect protocol deviations on harmonized clinical data. Built for CROs & Biotech.

Patient cohort discovery from harmonized clinical data
Historical performance + eligible-cohort density
Protocol-deviation detection during trial conduct
Conversational interface for CRA and clinical-ops teams

Clinical lakehouseML cohort discoverySite analyticsProtocol monitoring

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Let's talk.

Twenty-five minutes. Straight to the point.

Tell us what's in your data and AI stack, what's stalled, and what would change if it worked. We'll share what we've shipped against similar patterns in production, and what makes sense as a first step.

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