About CoreMetric AI

Our AI solutions are built on a robust, enterprise-grade infrastructure designed for reliability, scalability, and cost-effectiveness. We leverage industry-leading AI models from providers like OpenAI and Anthropic, enhanced through sophisticated implementation techniques including fine-tuned API parameters, advanced prompt engineering, and Retrieval-Augmented Generation (RAG) to ensure your AI understands your specific business context. Our solutions incorporate comprehensive validation and retry logic to guarantee robust, repeatable responses that meet your quality standards. We deploy these enhanced AI systems using Python and proven open-source libraries on AWS, utilizing a comprehensive suite of services including both traditional server instances and cutting-edge serverless options like Lambda functions. This hybrid approach allows us to optimize for both performance and cost, scaling resources dynamically based on your actual usage. We choose AWS for its industry-leading SLAs, cost efficiency, and comprehensive compliance certifications, giving you peace of mind that your AI systems meet enterprise standards. Our comprehensive technology stack includes specialized tools designed for AI workloads and enterprise reliability:

• DynamoDB & S3: High-performance data storage solutions for both transactional data and large-scale file storage, ensuring fast access and reliable backup of your business data.
• Lambda Functions: Serverless computing that scales automatically with your needs, providing cost-efficient processing power that only runs when required.
• Vector Databases: We deploy specialized databases such as Pinecone and Weaviate to power semantic search and contextual understanding within your AI systems, critical for applications that rely on meaning and similarity matching.
• CloudWatch Monitoring: Comprehensive system monitoring that tracks performance, identifies potential issues, and ensures optimal operation of your AI solutions.
• Validation & Retry Logic: Custom-built safeguards that ensure robust, repeatable responses from your AI systems, with automatic error handling and quality assurance.
• Monthly Performance Reports: Detailed analytics covering accuracy rates, classification statistics, and operational insights delivered directly to you, providing complete transparency into your system's performance and ROI.

Our AI solutions leverage cutting-edge language models from industry leaders like OpenAI and Anthropic, providing you with access to the most advanced natural language processing capabilities available today. For clients with heightened security requirements or on-premises deployment needs, we also deploy local models such as LLaMA that maintain the same level of performance while keeping your data completely within your infrastructure. We enhance these foundation models through sophisticated Retrieval-Augmented Generation (RAG) and Low-Rank Adaptation (LoRA) fine-tuning methods, allowing us to customize AI behavior specifically for your business data, terminology, and workflows. Our approach combines advanced embedding techniques, intelligent retrieval systems, and sophisticated reranking algorithms to ensure your AI delivers the most relevant and accurate responses for your specific use cases.

Quality and reliability are built into every AI solution we deploy. We implement robust validation and retry logic that ensures outputs consistently meet your business standards, while our "LLM as a judge" techniques generate confidence scores for every model output, giving you transparency into the AI's decision-making process. Most importantly, we emphasize human-in-the-loop feedback mechanisms that provide essential oversight and control - when the system encounters uncertainty or potential issues, human experts step in to guide the process. This feedback becomes valuable training data that we use to continuously improve your AI's performance over time. Our iterative approach means your AI solution becomes smarter and more aligned with your business needs through real-world usage, creating a continuously improving system that evolves with your organization.