Enterprise AI Calculators & Decision Tools
Plan your AI and software architecture with precision. Use our interactive engineering calculators to estimate inference tokens, vector database RAM, GPU fine-tuning economics, cloud migrations, and ROI before spending capital.
MCP Server Feasibility & TCO Calculator
Calculate engineering effort, token overhead, and cost savings of deploying Model Context Protocol (MCP) servers for enterprise LLMs.
Vector Database Sizing & RAM Calculator
Estimate RAM, storage, and cluster costs across Pinecone, Qdrant, Milvus, and Weaviate based on vector dimensions and millions of vectors.
AI Token & Inference Cost Calculator
Compare per-million token costs across GPT-4o, Claude 3.7 Sonnet, DeepSeek-R1, and Gemini 2.5 Flash for your projected monthly volume.
AI Project Cost & ROI Estimator
Calculate realistic timelines, development milestones, and full-year ROI for autonomous agents and custom AI software applications.
AI Model Fine-Tuning & GPU Economics Calculator
Determine GPU cluster requirements (H100/A100 instances), training epochs, and hosting costs for custom domain-adapted LLMs.
Legacy Software Modernization Calculator
Evaluate tech debt liabilities, maintenance drag, and the financial ROI of refactoring monolithic legacy code into modern microservices.
Cloud Migration & Infrastructure TCO Calculator
Estimate the multi-year total cost of ownership (TCO) for migrating on-premise servers to AWS, Azure, or Google Cloud Platform.
Website Speed & Conversion ROI Calculator
Quantify the conversion rate uplift and revenue recovery from improving Core Web Vitals and cutting mobile latency by 1.5 seconds.
