# AI Stack Navigator — Foundational AI Stack

> Narrow context for the foundational AI technology stack lens. This file lists
> the foundational categories (security, observability, governance, agents, coding
> tools, etc.), their capability clusters, and the vendors scored in each.

> Root site index: https://www.aistacknavigator.com/llms.txt
> Full reference:  https://www.aistacknavigator.com/llms-full.txt

## Categories

Format: Category | URL | Tagline | Vendor count

- AI Security & Defense | https://www.aistacknavigator.com/stack/security | Prompt injection, DLP, runtime, compliance, agentic AI, MCP security, and 14 more | 0
- Fraud Detection & Prevention | https://www.aistacknavigator.com/stack/fraud-detection | Real-time transaction monitoring, behavioral analytics, and payment fraud prevention | 0
- AI Observability & LLMOps | https://www.aistacknavigator.com/stack/observability | Tracing, evals, cost tracking, latency, drift detection, dataset management | 0
- Agricultural Supply Chain & Trading | https://www.aistacknavigator.com/stack/agri-supply | AI-driven crop trading, commodity forecasting, supply chain traceability, and logistics optimization | 0
- Materials Discovery & R&D AI | https://www.aistacknavigator.com/stack/materials-discovery | AI-accelerated materials design, molecular simulation, and formulation optimization | 0
- Hotel Operations & Guest Experience AI | https://www.aistacknavigator.com/stack/hotel-ops | AI for front desk automation, housekeeping optimization, guest personalization, and chatbots | 0
- Wholesale Demand Planning AI | https://www.aistacknavigator.com/stack/wholesale-demand | AI for wholesale demand forecasting, inventory optimization, and distribution planning | 0
- Military Cyber & Information Warfare | https://www.aistacknavigator.com/stack/defence-cyber | AI for cyber operations, information warfare, threat intelligence, and network defence | 0
- Media Analytics & Audience AI | https://www.aistacknavigator.com/stack/media-analytics | AI for audience measurement, content performance, ad targeting, and viewer engagement | 0
- Mineral Exploration AI | https://www.aistacknavigator.com/stack/mining-exploration | AI for geological modeling, ore body detection, drill targeting, and resource estimation | 0
- AML & Financial Crime Compliance | https://www.aistacknavigator.com/stack/aml-compliance | Transaction monitoring, KYC/CDD automation, sanctions screening, and suspicious activity reporting | 0
- Downstream & Refining AI | https://www.aistacknavigator.com/stack/oilgas-downstream | AI for refinery optimization, blending, yield maximization, and product quality | 0
- Real Estate Investment AI | https://www.aistacknavigator.com/stack/proptech-invest | AI for property valuation, deal sourcing, portfolio analytics, and market forecasting | 0
- AI Governance & Compliance | https://www.aistacknavigator.com/stack/governance | Risk registry, model cards, bias audit, EU AI Act, NIST AI RMF | 0
- Algorithmic Trading & Execution | https://www.aistacknavigator.com/stack/algo-trading | AI-powered trading strategies, smart order routing, and execution optimization | 0
- Accounts Payable Automation | https://www.aistacknavigator.com/stack/ap-automation | AI-powered invoice processing, PO matching, payment workflows, and fraud detection | 0
- BIM & Digital Twin | https://www.aistacknavigator.com/stack/bim-digital-twin | AI-enhanced building information modeling, digital twin management, and clash detection | 0
- Energy Transition & Emissions AI | https://www.aistacknavigator.com/stack/oilgas-emissions | AI for carbon tracking, methane detection, ESG reporting, and renewable integration | 0
- Risk Analytics & Portfolio Management | https://www.aistacknavigator.com/stack/risk-portfolio | ML-driven risk modeling, portfolio optimization, and scenario analysis | 0
- Food Safety & Quality AI | https://www.aistacknavigator.com/stack/food-safety | AI-powered food safety monitoring, quality inspection, contamination detection, and traceability | 0
- Tax & Compliance Automation | https://www.aistacknavigator.com/stack/tax-compliance | Automated tax calculation, filing, transfer pricing, and regulatory compliance | 0
- Wholesale Pricing & Trade Promotion | https://www.aistacknavigator.com/stack/wholesale-pricing | AI for B2B pricing optimization, trade promotion management, rebate analytics, and margin protection | 0
- Freight & Cargo AI | https://www.aistacknavigator.com/stack/freight-ai | AI for freight matching, load optimization, carrier selection, and freight pricing | 0
- Telecom Fraud & Revenue Assurance | https://www.aistacknavigator.com/stack/telco-fraud | AI for subscription fraud, SIM swap detection, revenue leakage, and billing anomalies | 0
- Property Management AI | https://www.aistacknavigator.com/stack/proptech-mgmt | AI for tenant management, maintenance prediction, lease optimization, and smart buildings | 0
- Government Fraud & Improper Payments | https://www.aistacknavigator.com/stack/gov-fraud | AI for benefits fraud detection, tax fraud, improper payment prevention, and identity verification | 0
- AI Content Authoring & Assessment | https://www.aistacknavigator.com/stack/content-authoring | AI-powered course creation, content generation, automated grading, and assessment design | 0
- Defence Logistics & Sustainment AI | https://www.aistacknavigator.com/stack/defence-logistics | AI-driven military supply chain, predictive maintenance, parts forecasting, and readiness optimization | 0
- Credit Decisioning & Underwriting | https://www.aistacknavigator.com/stack/credit-decisioning | ML-powered credit scoring, automated underwriting, fair lending compliance, and portfolio optimization | 0
- Construction Project Management AI | https://www.aistacknavigator.com/stack/construction-project | AI-driven project scheduling, resource planning, cost forecasting, and risk management | 0
- Chemical Safety & Environmental AI | https://www.aistacknavigator.com/stack/chem-safety | AI-driven EHS management, emissions monitoring, process hazard analysis, and regulatory compliance | 0
- Restaurant & Food Service AI | https://www.aistacknavigator.com/stack/restaurant-ai | AI for menu optimization, kitchen automation, demand forecasting, and waste reduction | 0
- AI Gateway & Routing | https://www.aistacknavigator.com/stack/gateways | Multi-provider routing, semantic caching, guardrails, cost control, MCP support | 0
- Streaming & Recommendation AI | https://www.aistacknavigator.com/stack/streaming-ai | AI-powered content recommendation, personalization, and streaming optimization | 0
- Mine Safety & Environmental AI | https://www.aistacknavigator.com/stack/mining-safety | AI for worker safety monitoring, ventilation optimization, environmental compliance, and tailings management | 0
- Media Rights & Content Protection | https://www.aistacknavigator.com/stack/media-rights | AI for copyright detection, content moderation, rights management, and piracy prevention | 0
- AI Evaluation & Testing | https://www.aistacknavigator.com/stack/evals | RAG metrics, hallucination detection, red teaming, CI/CD evals, LLM-as-judge | 0
- Conversational AI & Personalisation | https://www.aistacknavigator.com/stack/conversational-banking | Digital banking assistants, financial insights engines, and hyper-personalised customer engagement | 0
- Travel & Booking AI | https://www.aistacknavigator.com/stack/travel-ai | AI for personalized recommendations, dynamic packaging, loyalty optimization, and search | 0
- Autonomous Mining & Fleet | https://www.aistacknavigator.com/stack/mining-autonomy | AI for autonomous haul trucks, drill automation, fleet management, and remote operations | 0
- Financial Planning & Analysis AI | https://www.aistacknavigator.com/stack/fpa-ai | AI-driven budgeting, forecasting, variance analysis, and scenario modeling | 0
- Connected Vehicle & Fleet AI | https://www.aistacknavigator.com/stack/connected-vehicle | AI for vehicle connectivity, OTA updates, fleet telematics, predictive maintenance, and V2X communication | 0
- Compliance & Trade Surveillance | https://www.aistacknavigator.com/stack/trade-surveillance | AI trade monitoring, communications surveillance, and regulatory compliance | 0
- Chemical Supply Chain & Logistics | https://www.aistacknavigator.com/stack/chem-supply | AI-optimized chemical distribution, inventory management, demand planning, and hazmat compliance | 0
- Construction Robotics & Automation | https://www.aistacknavigator.com/stack/construction-robotics | Autonomous equipment, robotic construction, 3D printing, and drone surveying | 0
- Simulation & Training AI | https://www.aistacknavigator.com/stack/defence-simulation | AI-powered wargaming, synthetic environments, training simulation, and mission rehearsal | 0
- Student Success & Engagement AI | https://www.aistacknavigator.com/stack/student-success | AI for student retention prediction, engagement analytics, early warning systems, and career guidance | 0
- Government Data Analytics & AI | https://www.aistacknavigator.com/stack/gov-analytics | AI-driven policy analysis, budgeting, open data, and evidence-based decision making | 0
- Pipeline & Asset Integrity AI | https://www.aistacknavigator.com/stack/oilgas-safety | AI for pipeline monitoring, corrosion prediction, leak detection, and inspection | 0
- Mortgage & Lending AI | https://www.aistacknavigator.com/stack/proptech-mortgage | AI for mortgage origination, property appraisal, fraud detection, and document processing | 0
- Network Operations & NOC AI | https://www.aistacknavigator.com/stack/telco-network-ops | AI for NOC automation, incident management, root cause analysis, and self-healing networks | 0
- Last-Mile & Delivery AI | https://www.aistacknavigator.com/stack/last-mile-ai | AI for delivery route optimization, autonomous delivery, proof of delivery, and customer ETA | 0
- Distribution & Logistics AI | https://www.aistacknavigator.com/stack/wholesale-logistics | AI for warehouse operations, route optimization, order fulfillment, and delivery scheduling | 0
- B2B Commerce & Order Management | https://www.aistacknavigator.com/stack/wholesale-commerce | AI-powered B2B e-commerce, order management, and catalog intelligence for wholesale | 0
- Legal Research & Analysis | https://www.aistacknavigator.com/stack/legal-research | AI-assisted legal research, case law analysis, citation verification, and litigation strategy support | 0
- Supply Chain & Fulfillment AI | https://www.aistacknavigator.com/stack/retail-supply-chain | End-to-end supply chain visibility, logistics optimization, and fulfillment automation | 0
- Procurement & Spend Intelligence | https://www.aistacknavigator.com/stack/procurement-ai | AI-driven spend analytics, supplier risk management, sourcing optimization, and contract compliance | 0
- AI Agent Frameworks | https://www.aistacknavigator.com/stack/agents | Multi-agent orchestration, state management, MCP/A2A protocols, tool use | 0
- Visual Merchandising & Store Analytics | https://www.aistacknavigator.com/stack/store-analytics | Computer vision and AI for shelf intelligence, foot traffic, and in-store optimization | 0
- Government Document & Records AI | https://www.aistacknavigator.com/stack/gov-document | AI for FOIA processing, records management, document classification, and redaction | 0
- Contract Intelligence & CLM | https://www.aistacknavigator.com/stack/contract-intel | AI-powered contract review, drafting, clause extraction, redlining, negotiation, and lifecycle management | 0
- AI Data Infrastructure | https://www.aistacknavigator.com/stack/data | Vector databases, embeddings, hybrid search, RAG infrastructure | 0
- AI Coding Tools | https://www.aistacknavigator.com/stack/coding | Code completion, agentic coding, codebase awareness, multi-model support | 0
- eDiscovery & Document Review | https://www.aistacknavigator.com/stack/ediscovery | AI-powered document review, predictive coding, evidence analysis, and litigation support for discovery | 0
- Retail Marketing & CRM AI | https://www.aistacknavigator.com/stack/retail-marketing | AI-driven customer engagement, lifecycle marketing, and retention analytics for retail | 0
- Compliance & Regulatory Intelligence | https://www.aistacknavigator.com/stack/compliance-regulatory | AI-driven regulatory change tracking, compliance monitoring, and legislative intelligence | 0
- AI DevSecOps | https://www.aistacknavigator.com/stack/devsecops | AI code scanning, SBOM for AI, secret detection, auto-remediation, license compliance | 0
- Litigation Analytics & Intelligence | https://www.aistacknavigator.com/stack/litigation-analytics | Data-driven litigation strategy, case outcome prediction, judge analytics, and legal violation discovery | 0
- AI Infrastructure & Compute | https://www.aistacknavigator.com/stack/compute | GPU clouds, inference APIs, custom silicon, model serving, serverless compute | 0
- Practice Management & Operations | https://www.aistacknavigator.com/stack/practice-management | AI-powered firm management, billing, client intake, communications, and workflow orchestration | 0
- Frontier Model Providers | https://www.aistacknavigator.com/stack/frontier | Closed-source API providers: quality, pricing, enterprise controls, safety, ecosystem | 0
- Clinical Imaging & Diagnostics AI | https://www.aistacknavigator.com/stack/clinical-imaging | AI-powered medical imaging analysis, radiology prioritization, pathology, and diagnostic decision support | 0
- Open Source Models | https://www.aistacknavigator.com/stack/opensource | Open-weight models: benchmarks, licensing, fine-tuning, quantization, deployment | 0
- Drug Discovery & R&D | https://www.aistacknavigator.com/stack/drug-discovery | AI-accelerated drug target identification, molecule generation, lead optimization, and clinical trial design | 0
- AI Data Labeling & Training | https://www.aistacknavigator.com/stack/datalabel | Annotation platforms, RLHF data, weak supervision, synthetic data, managed labeling | 0
- AI No-Code Orchestration | https://www.aistacknavigator.com/stack/nocode | Visual AI workflow builders, drag-and-drop LLM apps, RAG pipelines, agent orchestration | 0
- Clinical Documentation & Ambient AI | https://www.aistacknavigator.com/stack/clinical-documentation | AI-powered ambient clinical documentation, medical coding, and clinical note generation | 0
- Healthcare Operations & Revenue Cycle | https://www.aistacknavigator.com/stack/health-ops | AI automation of patient intake, scheduling, prior authorization, billing, and revenue cycle management | 0
- AI Identity & Access | https://www.aistacknavigator.com/stack/identity | Agent authentication, fine-grained authorization, token vaults, least-privilege, MCP auth | 0
- XDR, SIEM & SOC Automation | https://www.aistacknavigator.com/stack/xdr-soc | AI-powered extended detection and response, security information management, and SOC automation | 0
- Data Security & Cloud Security | https://www.aistacknavigator.com/stack/data-security | AI-powered data discovery, classification, cloud security posture management, and privacy protection | 0
- Claims Intelligence & Automation | https://www.aistacknavigator.com/stack/claims-ai | AI-powered claims triage, damage assessment, straight-through processing, and claims workflow automation | 0
- Underwriting & Risk Selection | https://www.aistacknavigator.com/stack/underwriting-ai | AI-powered submission intake, risk assessment, pricing optimization, and underwriting workflow automation | 0
- Pricing & Actuarial AI | https://www.aistacknavigator.com/stack/pricing-actuarial | AI-powered actuarial pricing, loss reserving, catastrophe modelling, and portfolio optimization | 0
- Insurance Fraud & SIU | https://www.aistacknavigator.com/stack/fraud-siu | AI-powered fraud detection, special investigations unit support, and anti-fraud analytics across the insurance lifecycle | 0
- Predictive & Prescriptive Maintenance | https://www.aistacknavigator.com/stack/pred-maintenance | AI-driven equipment monitoring, failure prediction, root cause analysis, and maintenance optimization | 0
- Visual Quality Inspection | https://www.aistacknavigator.com/stack/quality-ai | Computer vision AI for defect detection, quality control, and visual inspection automation in manufacturing | 0
- Personalisation & Product Discovery | https://www.aistacknavigator.com/stack/personalization | AI-powered product recommendations, search, content personalisation, and shopping experience optimization | 0
- Demand Forecasting & Inventory | https://www.aistacknavigator.com/stack/demand-forecast | ML-driven demand prediction, inventory optimization, replenishment automation, and supply chain planning | 0
- Dynamic Pricing & Markdown | https://www.aistacknavigator.com/stack/dynamic-pricing | AI-powered pricing optimization, competitive intelligence, price elasticity modeling, and markdown strategy | 0
- Customer Service & Conversational Commerce | https://www.aistacknavigator.com/stack/retail-cx | AI shopping assistants, customer support automation, conversational commerce, and post-purchase engagement | 0
- Network Planning & Optimization | https://www.aistacknavigator.com/stack/network-ai | AI for RAN optimization, network planning, capacity management, and 5G automation | 0
- Customer Experience & Churn | https://www.aistacknavigator.com/stack/telco-cx | AI for churn prediction, customer service automation, personalisation, and revenue assurance | 0
- Citizen Services & Digital Government | https://www.aistacknavigator.com/stack/citizen-services | AI for citizen chatbots, document processing, benefits administration, and digital service delivery | 0
- Public Safety & Intelligence | https://www.aistacknavigator.com/stack/public-safety | AI for law enforcement analytics, emergency response, intelligence analysis, and threat assessment | 0
- Adaptive Learning & Tutoring | https://www.aistacknavigator.com/stack/adaptive-learning | AI-powered personalised learning, intelligent tutoring, and student engagement | 0
- Education Operations & Administration | https://www.aistacknavigator.com/stack/admin-ed | AI for enrollment management, scheduling, student success prediction, and institutional analytics | 0
- Route Optimization & Fleet Management | https://www.aistacknavigator.com/stack/route-fleet | AI for route planning, fleet tracking, driver safety, and delivery optimization | 0
- Warehouse & Supply Chain Visibility | https://www.aistacknavigator.com/stack/warehouse-ai | AI for warehouse automation, demand sensing, supply chain visibility, and customs automation | 0
- Construction Intelligence & Safety | https://www.aistacknavigator.com/stack/construction-ai | AI for BIM analysis, site safety monitoring, progress tracking, and project risk | 0
- ISR, Autonomous Systems & Decision Support | https://www.aistacknavigator.com/stack/defence-ai | AI for intelligence analysis, autonomous platforms, cyber operations, and military decision support | 0
- Content Creation & Post-Production | https://www.aistacknavigator.com/stack/content-ai | AI for video generation, visual effects, music, voice synthesis, and automated editing | 0
- Audit, Tax & Accounting AI | https://www.aistacknavigator.com/stack/audit-accounting | AI for automated bookkeeping, audit analytics, tax preparation, and financial close | 0
- Market Intelligence & Research AI | https://www.aistacknavigator.com/stack/market-intel | AI for financial research, document analysis, earnings insights, and market intelligence | 0
- Revenue Management & Dynamic Pricing | https://www.aistacknavigator.com/stack/revenue-mgmt | AI for hotel/airline dynamic pricing, demand forecasting, and inventory optimization | 0
- Mining Operations AI | https://www.aistacknavigator.com/stack/mining-ops | AI for blast optimization, processing plant control, autonomous haulage, and geological modeling | 0
- Precision Agriculture & Livestock AI | https://www.aistacknavigator.com/stack/agri-ai | AI for crop monitoring, yield prediction, livestock management, and farm automation | 0
- Upstream & Midstream AI | https://www.aistacknavigator.com/stack/oilgas-ai | AI for reservoir modeling, drilling optimization, production forecasting, and asset integrity | 0
- Property Intelligence & Valuation AI | https://www.aistacknavigator.com/stack/proptech-ai | AI for property valuation, investment analytics, tenant analysis, and smart buildings | 0
- Process Optimization & Materials AI | https://www.aistacknavigator.com/stack/process-chem | AI for chemical process control, materials discovery, and supply chain optimization | 0
- Demand Planning & Distribution AI | https://www.aistacknavigator.com/stack/wholesale-ai | AI for wholesale demand forecasting, inventory optimization, and distribution network planning | 0
- ADAS & Autonomous Driving | https://www.aistacknavigator.com/stack/adas-av | Advanced driver assistance, autonomous driving stacks, perception for vehicles | 0
- AV Simulation & Validation | https://www.aistacknavigator.com/stack/auto-simulation | Simulation platforms for testing and certifying autonomous driving systems | 0
- In-Vehicle AI & Experience | https://www.aistacknavigator.com/stack/in-vehicle-ai | AI in-cabin -- voice assistants, driver monitoring, personalisation | 0

## Capability Clusters per Category

Clusters group related capabilities within a category. Each capability is scored
per vendor (0 = none, 1 = partial, 2 = full) via the MCP server.

## MCP Tools for this Lens

- list_categories — list all foundational categories
- get_category — get category detail (capabilities, clusters, vendors)
- list_solutions / get_solution / compare_solutions — solution-level access
- get_solution_scores — 0/1/2 scores per capability (MCP-only)
- list_capabilities, list_clusters
- Endpoint: https://www.aistacknavigator.com/api/mcp