Platform

Quarrio CoDEM

Deterministic AI that translates plain English into verified database queries across enterprise structured and semi-structured data sources - delivering instant, 100% accurate, auditable operational intelligence

From the architects of the industry

Q4 2025

ASK

Conversational query interface

Any structured data source

2 second response with full SQL audit trail

Q2 2026

WATCH

Real-time KPI monitoring and alerts

Red/Yellow/Green threshold tracking.

Notify when metrics breach limits

Q4 2026

WORK

Automate corrective actions across multiple systems

Execute workflows based on deterministic triggers with full audit logs

NEXT

SDK: Build custom deterministic agents on the CoDEM engine
Power derivative AI companies with foundational deterministic AI

SDK: Build custom deterministic agents on the CoDEM engine
Power derivative AI companies with foundational deterministic AI

100% Deterministic Accuracy

No hallucinations, no guessing

Same input = same output

Every answer verified against source data

If data exists, it retrieves it. If not, it says so.

Technical Differentiators

Semantic Comprehension

Learns industry, company, and team-specific language. Unified namespace identifies items across systems.

Security and Privacy Built-In

PCII-DSC and SOC 2 compliant. Data never leaves your perimeter.

In-Place Querying, No Transformations

No data movement, connects to enterprise applications, warehouses, datalakes

JDBC-Compatible

Connects to SQL, NoSQL, Salesforce, SAP, Oracle, Workday, MS Dynamics

Cost Effective

Runs efficiently on CPUs and GPUs, no need for data center build

Hardware Agnostic

Deploy mission critical AI on existing infrastructure today

Deploy Now

Quarrio provides enterprises a trustworthy deterministic AI layer that delivers 100% accurate, fully auditable answers from live systems in seconds - without requiring GPUs, data movement, or security compromises.

Implement your Quarrio solution in 4–6 weeks and start executing faster than competitors today.

Why Quarrio: Trustworthy Agentic AI

The Agentic AI Catalyst

Salesforce executives now acknowledge probabilistic agents require deterministic foundations.

As autonomous AI systems execute transactions and workflows, enterprises cannot tolerate probability-driven guesswork.

Quarrio provides the trusted execution layer.

The Symbiotic Future

Quarrio doesn't replace GenAI - it complements it:

  • Deterministic layer = System of record, context management, verified execution

  • Probabilistic layer = Natural language interface, creative generation, task execution

Why Quarrio: Trustworthy Agentic AI

The Agentic AI Catalyst

Salesforce executives now acknowledge probabilistic agents require deterministic foundations.

As autonomous AI systems execute transactions and workflows, enterprises cannot tolerate probability-driven guesswork.

Quarrio provides the trusted execution layer.

The Symbiotic Future

Quarrio doesn't replace GenAI - it complements it:

  • Deterministic layer = System of record, context management, verified execution

  • Probabilistic layer = Natural language interface, creative generation, task execution

Why Quarrio: Trustworthy Agentic AI

The Agentic AI Catalyst

Salesforce executives now acknowledge probabilistic agents require deterministic foundations.

As autonomous AI systems execute transactions and workflows, enterprises cannot tolerate probability-driven guesswork.

Quarrio provides the trusted execution layer.

The Symbiotic Future

Quarrio doesn't replace GenAI - it complements it:

  • Deterministic layer = System of record, context management, verified execution

  • Probabilistic layer = Natural language interface, creative generation, task execution

Trust Proof

Deterministic AI That Delivers What Probabilistic GenAI Cannot:

"This is worth $100M to me"

- CIO, Global Financial Firm (50 countries)

"The only one who tells the truth out of 40 AI companies"

- CIO, Leading Cloud Infrastructure Provider

Trust Proof

Deterministic AI That Delivers What Probabilistic GenAI Cannot:

"This is worth $100M to me"

- CIO, Global Financial Firm (50 countries)

"The only one who tells the truth out of 40 AI companies"

- CIO, Leading Cloud Infrastructure Provider

Trust Proof

Deterministic AI That Delivers What Probabilistic GenAI Cannot:

"This is worth $100M to me"

- CIO, Global Financial Firm (50 countries)

"The only one who tells the truth out of 40 AI companies"

- CIO, Leading Cloud Infrastructure Provider

Get started with Quarrio today

Quarrio is the only deterministic semantic AI platform for enterprise structured data where accuracy is non-negotiable.

Get started with Quarrio today

Quarrio is the only deterministic semantic AI platform for enterprise structured data where accuracy is non-negotiable.

Get started with Quarrio today

Quarrio is the only deterministic semantic AI platform for enterprise structured data where accuracy is non-negotiable.

100% Accuracy, Full Auditability, Real ROI

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