# AI Stack Navigator — Outcomes (Business Problems → AI Solutions)

> Narrow context for the outcome-based discovery lens. Each domain groups real AI
> challenges enterprise teams face (e.g., 'Prompt Injection', 'RAG Evaluation',
> 'Shadow AI Discovery'); each challenge maps to capabilities with scored vendors.

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

## Domains

Format: Domain | URL | Tagline

- 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

## Challenges by Domain

Format: Challenge | Severity | URL
Note: Per-challenge vendor recommendations are exposed via MCP (get_challenge).

## MCP Tools for this Lens

- list_domains — list all 10 outcome domains
- get_challenge — get challenge detail + recommended vendors (MCP-only data)
- Endpoint: https://www.aistacknavigator.com/api/mcp