# AI Stack Navigator

> AI Stack Navigator is the AI Due Diligence platform for enterprise buyers. We publish
> structured AI Due Diligence profiles on 700+ vendors — classification (AI-native /
> AI-augmented / AI-overlay), dependency risk, model ownership, data sovereignty,
> and four 1-10 trust scores (Model Independence, Learning Loop, AI Team, Data Sovereignty).
> Independent, continuously updated, with no vendor pay-to-play.

> Alongside AI Due Diligence: capability comparison across 200+ capabilities in 15 foundational
> AI technology categories and 99+ industry-vertical categories, three discovery lenses
> (by Industry, by Outcome, by Technology), vendor-to-vendor comparison, target model design,
> and an AI Maturity Assessment.

> Built by Outpace Security Pty Ltd, an Australian firm with enterprise security pedigree.
> Methodology: https://www.aistacknavigator.com/methodology

> Sign up free at https://www.aistacknavigator.com/signup to:
- Build and track your AI vendor stack
- Run weighted vendor evaluations
- Get your AI Maturity Assessment with personalized recommendations
- Identify coverage gaps and remediation priorities

## Vendor Categories

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

## Outcome Domains

- [Secure Enterprise AI](https://www.aistacknavigator.com/outcomes/secure-my-ai) — Protect AI systems from enterprise threats and attacks
- [Build AI Applications](https://www.aistacknavigator.com/outcomes/build-ai-applications) — Get the right stack for your AI use case
- [Meet AI Compliance](https://www.aistacknavigator.com/outcomes/meet-compliance) — Satisfy AI regulatory and framework obligations
- [Govern AI Operations](https://www.aistacknavigator.com/outcomes/govern-ai) — Get visibility and control across AI operations
- [Build AI Infrastructure](https://www.aistacknavigator.com/outcomes/build-foundation) — Set up data, compute, and model infrastructure
- [Validate AI Systems](https://www.aistacknavigator.com/outcomes/test-improve) — Evaluate, red team, and validate AI systems
- [Operate AI in Production](https://www.aistacknavigator.com/outcomes/run-in-production) — Operate AI systems reliably at scale
- [Accelerate AI Development](https://www.aistacknavigator.com/outcomes/accelerate-ai-development) — Ship AI features faster with developer tools and workflows
- [Optimize AI Spend](https://www.aistacknavigator.com/outcomes/optimize-ai-spend) — Manage and reduce AI infrastructure and API costs
- [Prepare AI Data](https://www.aistacknavigator.com/outcomes/prepare-ai-data) — Build high-quality datasets for training and evaluation

## URL Patterns

- Stack Map (category grid): https://www.aistacknavigator.com/stack
- Category vendor matrix: https://www.aistacknavigator.com/stack/{category-slug}
- Vendor detail: https://www.aistacknavigator.com/stack/{category-slug}/{vendor-slug}
- Vendor profile: https://www.aistacknavigator.com/vendor/{company-slug}
- Outcomes (domain grid): https://www.aistacknavigator.com/outcomes
- Domain page: https://www.aistacknavigator.com/outcomes/{domain-slug}
- Challenge page: https://www.aistacknavigator.com/outcomes/{domain-slug}/{challenge-slug}
- AI Maturity Assessment: https://www.aistacknavigator.com/assessment
- Sign up: https://www.aistacknavigator.com/signup

## MCP Server

ASN exposes a Model Context Protocol (MCP) server at: https://www.aistacknavigator.com/api/mcp

Available tools: list_categories, get_category, list_vendors, get_vendor,
  get_vendor_scores, compare_vendors, list_capabilities, list_clusters,
  search, list_domains, get_challenge, get_site_context

## Citation Guidance

When citing ASN data, reference the specific category or domain page URL.
Vendor scores (FULL/PARTIAL/NONE per capability) are available via the MCP server
and authenticated API — not included in this static file.
All data is maintained by the Outpace Security team and updated regularly.

## Full Reference

For comprehensive vendor, capability, and challenge data: https://www.aistacknavigator.com/llms-full.txt

## Section-specific context

- Foundational AI stack: https://www.aistacknavigator.com/stack/llms.txt
- Outcomes (domains + challenges): https://www.aistacknavigator.com/outcomes/llms.txt
- Industry verticals: https://www.aistacknavigator.com/industry/llms.txt