NVMD Partners with SingleStore to Deliver Enterprise AI at Millisecond Speed: The Data Infrastructure Revolution

Published by NVMD | August 2025 | Strategic Partnership Announcement

Executive Summary

Partnership Announcement: NVMD has formed a strategic partnership with SingleStore, the world's fastest distributed SQL database for real-time AI applications, to deliver unprecedented performance in enterprise AI implementations.

The Challenge: Enterprise AI systems require instant data access and processing, but traditional database architectures create bottlenecks that limit AI agent effectiveness and real-time decision-making capabilities.

The Solution: By combining NVMD's proven AI implementation methodology with SingleStore's millisecond-response data platform, enterprises can now deploy AI systems that deliver true real-time intelligence across all business operations.

Impact: This partnership enables NVMD clients to achieve 10-100x better performance at 1/3 the cost compared to legacy data architectures, while supporting the complex data requirements of modern AI agents and generative AI applications.

Why This Partnership Matters for Enterprise AI

The Real-Time AI Imperative

Modern AI systems, particularly AI agents and generative AI applications, demand instant access to fresh, contextual data. Traditional database architectures simply cannot meet these requirements:

Traditional Database Limitations:

• Latency bottlenecks prevent real-time AI decision-making
• Separate OLTP/OLAP systems require complex data movement
• Limited vector support hinders RAG and semantic search capabilities
• Scalability constraints limit AI system performance under load

The Enterprise Reality:

• 75% of AI implementations fail to deliver measurable ROI due to infrastructure limitations
• Average query response times of 100ms+ make real-time AI impossible
• Data silos prevent AI agents from accessing complete context
• Infrastructure complexity increases total cost of ownership by 300%

SingleStore: The Perfect Foundation for Enterprise AI

SingleStore represents a fundamental shift in database architecture, purpose-built for the demands of modern AI applications:

Core Capabilities:

• Sub-millisecond query response on massive datasets
• Unified OLTP and OLAP processing in a single platform
• Native vector database capabilities for AI and ML workloads
• Multi-modal data support (JSON, time-series, vectors, full-text)
• Real-time data ingestion up to millions of events per second

AI-Specific Advantages:

• Built-in vector search with approximate nearest neighbor (ANN) capabilities
• Semantic and full-text search combination for advanced RAG implementations
• Real-time contextualization for generative AI applications
• Horizontal scalability supporting enterprise-grade AI workloads

How NVMD + SingleStore Transforms Enterprise AI

The Architectural Revolution

Our partnership creates a new paradigm for enterprise AI infrastructure:

Traditional AI Architecture:

Data Sources → ETL → Data Warehouse → Analytics Layer → AI Models → Applications
(Hours of latency, complex data movement, limited real-time capability)

NVMD + SingleStore Architecture:

Data Sources → SingleStore → AI Agents → Real-time Applications
(Millisecond response, unified platform, true real-time AI)

Key Partnership Benefits

1. True Real-Time AI Agents

The Challenge: AI agents need instant access to current data to make informed decisions.

Our Solution: SingleStore's real-time data ingestion and millisecond query performance enable AI agents to:

• Access fresh transactional data instantly
• Perform complex analytical queries in real-time
• Combine vector search with traditional SQL operations
• Scale to handle millions of concurrent AI requests

Real-World Impact: AI agents can now respond to business events as they happen, not hours or days later.

2. Advanced RAG Implementations

The Challenge: Retrieval-Augmented Generation requires fast vector search combined with contextual data analysis.

Our Solution: SingleStore's native vector capabilities combined with NVMD's RAG expertise deliver:

• 100x faster vector searches compared to specialized vector databases
• Semantic search combined with analytical filters for precise context retrieval
• Real-time knowledge base updates without system downtime
• Enterprise-scale vector storage with unlimited scalability

Client Success: One financial services client achieved 95% accuracy improvement in AI-generated investment recommendations using our combined RAG implementation.

3. Unified Data Architecture

The Challenge: Enterprise AI requires access to diverse data types across multiple systems.

Our Solution: SingleStore's multi-modal support eliminates data silos by handling:

• Structured transactional data (customer records, transactions)
• Semi-structured data (JSON, logs, API responses)
• Unstructured data (documents, images via vector embeddings)
• Time-series data (IoT sensors, market feeds)
• Geospatial data (location-based services)

Business Value: Enterprises can deploy AI across all data types without complex integration projects.

4. Cost-Effective Performance

The Challenge: Traditional approaches require multiple specialized databases and complex infrastructure.

Our Solution: SingleStore's unified platform delivers:

• 10-100x better performance than traditional architectures
• 1/3 the total cost of ownership by eliminating data movement
• Simplified operations with one platform instead of many
• Reduced infrastructure complexity and maintenance overhead

Real-World Applications and Use Cases

Financial Services: Real-Time Fraud Detection

Client Challenge: A major European bank needed to detect fraud patterns across millions of transactions in real-time while maintaining complete customer context.

NVMD + SingleStore Solution:

• Real-time transaction ingestion into SingleStore
• AI agents analyzing patterns with millisecond response times
• Vector search for identifying similar fraud patterns
• Instant customer context retrieval for accurate decisions

Results:

• 99.2% fraud detection accuracy with <1% false positives
• 2ms average response time for fraud decisions
• €50M annual savings from prevented fraud and reduced false positives

Manufacturing: Predictive Maintenance at Scale

Client Challenge: A global manufacturer needed predictive maintenance across 10,000+ machines with real-time sensor data analysis.

NVMD + SingleStore Solution:

• High-throughput ingestion of sensor data from all machines
• AI agents continuously analyzing equipment patterns
• Time-series analytics combined with maintenance history
• Real-time alerts and automated maintenance scheduling

Results:

• 40% reduction in unplanned downtime
• 60% improvement in maintenance efficiency
• $25M annual savings from optimized maintenance schedules

Retail: Dynamic Pricing and Inventory Optimization

Client Challenge: A major retailer needed real-time pricing optimization across 50M+ products based on inventory, demand, and competitor data.

NVMD + SingleStore Solution:

• Real-time data ingestion from inventory, sales, and external pricing feeds
• AI agents analyzing market conditions and demand patterns
• Dynamic pricing calculations with immediate implementation
• Inventory optimization based on real-time sales velocity

Results:

• 15% increase in gross margins through optimized pricing
• 30% reduction in overstock situations
• Real-time price adjustments responding to market changes within minutes

Technical Deep Dive: The Integration Architecture

Data Ingestion and Processing

High-Performance Ingestion:

• Millions of events per second from diverse sources
• Native CDC support for real-time database replication
• Streaming integration with Kafka, Kinesis, and other platforms
• Batch and real-time data processing in the same system

NVMD Integration Expertise:

• Seamless connection to existing enterprise systems
• Optimized data pipelines for AI workloads
• Change data capture implementation for real-time updates
• Data quality and governance framework implementation

AI-Optimized Query Performance

SingleStore Performance Features:

• Universal Storage combining columnstore and rowstore benefits
• Parallel processing across distributed cluster nodes
• Intelligent query optimization for complex AI workloads
• In-memory processing with persistent storage durability

NVMD Optimization Services:

• Query optimization for specific AI use cases
• Index strategy design for vector and analytical workloads
• Performance tuning for enterprise-scale deployments
• Monitoring and alerting for production AI systems

Vector Database Excellence

Advanced Vector Capabilities:

• Indexed vector search with ANN algorithms
• Combined semantic and keyword search for superior relevance
• Real-time vector updates without performance degradation
• Enterprise-scale vector storage supporting billions of embeddings

NVMD AI Implementation:

• RAG architecture design and implementation
• Vector embedding strategy and optimization
• Semantic search integration with business applications
• Knowledge base management and updates

Competitive Advantages of the NVMD-SingleStore Partnership

vs. Traditional Database + AI Combinations

Traditional Approach Limitations:

• Multiple databases required for different data types
• Complex ETL processes introduce latency
• Separate vector databases create additional complexity
• Limited real-time capabilities

NVMD + SingleStore Advantages:

• Single platform for all data types and AI workloads
• Zero ETL with real-time data availability
• Integrated vector capabilities with superior performance
• True real-time processing at enterprise scale

vs. Cloud Provider Native Solutions

Cloud Native Limitations:

• Vendor lock-in with proprietary architectures
• Limited cross-cloud portability
• Performance bottlenecks in multi-service architectures
• Higher total cost of ownership

NVMD + SingleStore Advantages:

• Cloud-agnostic deployment across AWS, Azure, and GCP
• Consistent performance regardless of cloud provider
• Lower TCO through architectural efficiency
• European data sovereignty options for compliance requirements

Getting Started with NVMD + SingleStore

Assessment and Planning

Infrastructure Readiness Evaluation:

• Current database architecture analysis
• AI workload requirements assessment
• Performance and scalability gap identification
• Migration strategy and timeline development

Business Case Development:

• ROI analysis and cost-benefit modeling
• Performance improvement projections
• Risk assessment and mitigation planning
• Success metrics and KPI definition

Implementation Services

Migration and Integration:

• Zero-downtime migration from legacy systems
• Real-time data synchronization during transition
• Application integration and testing
• Performance optimization and tuning

AI Solution Development:

• AI agent architecture design and implementation
• RAG system development and deployment
• Custom AI model integration and optimization
• Monitoring and governance framework setup

Success Metrics and Expected Outcomes

Performance Improvements

Response Time Optimization:

• 90%+ reduction in query response times
• Sub-millisecond performance for AI agent queries
• Real-time data availability without ETL delays
• Linear scalability maintaining performance under load

Cost Reduction

Infrastructure Efficiency:

• 60-80% reduction in database infrastructure costs
• Elimination of ETL tools and associated licensing
• Reduced operational overhead through platform consolidation
• Lower development costs through simplified architecture

Business Impact

AI Effectiveness:

• 3-5x improvement in AI model accuracy through real-time data
• 10x faster AI agent response times
• 100% uptime for critical AI applications
• Measurable ROI within 6-12 months of implementation

Frequently Asked Questions

What makes the NVMD-SingleStore partnership unique?

The partnership combines NVMD's proven AI implementation methodology with SingleStore's revolutionary real-time database platform. This creates the only solution that can deliver true real-time AI at enterprise scale while maintaining cost efficiency and European compliance standards.

How does this partnership address data sovereignty concerns?

SingleStore can be deployed entirely within European data centers with full GDPR compliance, while NVMD ensures all implementations meet European digital sovereignty requirements. This addresses the growing concern about data governance in AI implementations.

What's the typical implementation timeline?

Most clients see initial value within 30-60 days, with full implementation completed in 3-6 months depending on complexity. Our phased approach ensures business continuity while delivering incremental value throughout the process.

How does cost compare to current solutions?

Organizations typically achieve 1/3 the total cost of ownership compared to traditional multi-database architectures, while gaining 10-100x performance improvements. The combination of reduced infrastructure costs and improved AI effectiveness delivers strong ROI.

What level of support is provided during implementation?

NVMD provides comprehensive support including architecture design, migration services, performance optimization, and ongoing maintenance. Our team includes certified SingleStore experts ensuring optimal implementation and operation.

Can this solution integrate with existing AI investments?

Yes, the NVMD-SingleStore platform is designed to enhance and accelerate existing AI investments rather than replace them. We provide integration services for current AI models, tools, and workflows.

Next Steps: Transform Your Enterprise AI with NVMD + SingleStore

Ready to unlock the full potential of real-time AI for your organization? Our partnership with SingleStore creates unprecedented opportunities for enterprises seeking to deploy AI at scale with true real-time capabilities.

Contact NVMD to Begin Your Transformation:

• 🇺🇸 US Market: jack@nvmd.tech (Austin, Texas)
• 🇪🇺 EU/Switzerland: hugo@nvmd.tech (Aix-les-Bains, France)

Partnership Services Available:

• Free architecture assessment and ROI analysis
• Proof-of-concept development with performance benchmarking
• Migration planning and implementation services
• Ongoing optimization and support

About the Partnership

NVMD is a specialist AI consulting & delivery firm that helps ambitious organizations move from exploration to real-world AI execution. Our expertise spans AI strategy, architecture design, and implementation across enterprise environments with a focus on European compliance and digital sovereignty.

SingleStore empowers the world's leading organizations to build and scale modern applications using the only database that allows you to transact, analyze and contextualize data in real time. With streaming data ingestion, support for both transactions and analytics, horizontal scalability and vector search capabilities, SingleStore delivers 10-100x better performance at 1/3 the costs compared to legacy architectures.

Together, we're creating the future of enterprise AI—where intelligence meets speed, scale meets efficiency, and innovation drives measurable business value.

Media Contact: For partnership inquiries and technical demonstrations:

• 🇫🇷 France: hugo@nvmd.tech
• 🇺🇸 United States: jack@nvmd.tech

Learn More:

• NVMD: www.nvmd.tech
• SingleStore: www.singlestore.com