# Searchplex Site Index

Curated directory of the most important Searchplex pages for humans and AI systems.

Use this index to discover the primary service, solution, trust, and content pages on the site.

## Core Services

- [Home](https://www.searchplex.net/) - Overview of Searchplex, our retrieval engineering position, and the fastest paths into core services.
- [Search Stack Audit](https://www.searchplex.net/search-stack-audit) - Vendor-neutral diagnostic for teams whose retrieval architecture is limiting relevance, reliability, or engineering velocity.
- [Services](https://www.searchplex.net/services) - Searchplex service overview covering greenfield builds, migrations, and optimization work.
- [Vespa POC](https://www.searchplex.net/services/vespa-poc) - Focused proof-of-concept engagement for teams who need technical validation before a larger build or migration.
- [Migrate to Vespa](https://www.searchplex.net/migrate-to-vespa) - Bottom-of-funnel migration page for teams replacing Elasticsearch, OpenSearch, Solr, or fragmented retrieval stacks.
- [Diagnostic](https://www.searchplex.net/diagnostic) - Guided decision page that recommends the right Searchplex starting point across search, RAG, and AI agent needs.
- [Vespa AI Consulting](https://www.searchplex.net/vespa-ai-consulting) - Hub for Vespa implementation, migration, build, optimization, and support services.
- [Vespa Migration Readiness Audit](https://www.searchplex.net/vespa-ai-consulting/audit) - Migration readiness and architecture audit for teams evaluating Vespa adoption.
- [Vespa Migration Service](https://www.searchplex.net/vespa-ai-consulting/migrate) - Detailed delivery page for zero-downtime Vespa migration programs.
- [Build on Vespa](https://www.searchplex.net/vespa-ai-consulting/build) - Service page for greenfield AI-native search, RAG, and retrieval applications built on Vespa.
- [Optimize Vespa](https://www.searchplex.net/vespa-ai-consulting/optimize) - Service page for performance, cost, and relevance optimization of existing Vespa deployments.

## Solutions

- [Solutions Overview](https://www.searchplex.net/solutions) - Overview of Searchplex solution areas and use-case-driven retrieval offerings.
- [Enterprise RAG](https://www.searchplex.net/solutions/rag) - Enterprise retrieval-augmented generation design and implementation guidance.
- [RAG Tiers](https://www.searchplex.net/solutions/rag/tiers) - Framework page for the maturity path from foundational retrieval to deep research readiness.
- [AI Search and Personalization](https://www.searchplex.net/solutions/ai-search-and-personalization) - Semantic retrieval and personalization systems for high-value user journeys.
- [Visual Search](https://www.searchplex.net/solutions/visual-search) - Search for image, video, and multimodal content with production-oriented retrieval design.
- [Why RAG Fails in Production](https://www.searchplex.net/why-rag-fails-in-production) - Diagnostic page on retrieval failures underneath enterprise RAG, agentic AI, and generative AI systems.
- [Retrieval Architecture for AI](https://www.searchplex.net/retrieval-architecture-for-ai) - Decision-framing page on when AI search, RAG, and agent systems become a retrieval architecture problem.

## Case Studies

- [Nextens](https://www.searchplex.net/case-studies/nextens-tax-search) - Tax & Regulatory Technology. Searchplex worked with Nextens, part of LexisNexis Risk Solutions, to audit and redesign a production search system used in tax research products, improving relevance, handling of versioned content, and overall retrieval control.
- [CuratedAI](https://www.searchplex.net/case-studies/curatedai-from-semantic-to-hybrid-legal-retrieval) - Legal Technology. Searchplex helped CuratedAI evolve from semantic-only search to hybrid multilingual retrieval on Vespa, making EU legislation and Belgian national legislation reliably searchable in English, French, and Dutch.
- [IPRally](https://www.searchplex.net/case-studies/iprally-vespa-architecture-audit) - Intellectual Property Technology. Searchplex worked with IPRally to audit a production patent search platform built on Vespa, reviewing architectural decisions across search behavior, data representation, infrastructure, and performance optimization.
- [Splore AI](https://www.searchplex.net/case-studies/splore-ai-semantic-search) - Finance Technology. Searchplex helped Splore AI move from Elasticsearch to Vespa for semantic and hybrid retrieval, ML ranking, and enterprise search performance at scale.

## Blog and Insights

- [How AI Can Turn Your Publishing Archives Into a New Source of Engagement](https://www.searchplex.net/blog/ai-search-powered-newsroom) - Industry Insights. Surface hidden gems from your archive, automatically, right before you hit publish.
- [Introducing Find & Mind: The Search & AI Meetup for Netherlands](https://www.searchplex.net/blog/news/introducing-find-and-mind-meetup) - news. Launching Find & Mind, a new Amsterdam-based community meetup for Search, IR, RAG, and Applied AI.
- [Berlin Buzzwords 2025: What the Conversations Revealed](https://www.searchplex.net/blog/searchplex-at-berlin-buzzwords-2025) - Events. Search infrastructure, AI, and what changed in real conversations at Berlin Buzzwords 2025.
- [Searchplex Becomes Official Partner of Vespa.ai](https://www.searchplex.net/blog/news/vespa-partnership) - News. Searchplex announces its official Vespa.ai partnership and what that means for search, retrieval, and implementation work.

## Trust, Legal, and Company

- [Case Studies](https://www.searchplex.net/case-studies) - Production outcomes and implementation examples across retrieval, migration, and search modernization.
- [Blog](https://www.searchplex.net/blog) - Searchplex writing on AI search, migration, retrieval engineering, and events.
- [About Us](https://www.searchplex.net/about-us) - Company background, positioning, and team context.
- [Contact](https://www.searchplex.net/contact) - Direct contact path for discussions, discovery, and project inquiries.
- [Privacy Policy](https://www.searchplex.net/privacy-policy) - Privacy and data handling policy for Searchplex.
- [Terms](https://www.searchplex.net/terms) - Terms of service and legal terms for Searchplex.

## Machine-Readable References

- [XML Sitemap](https://www.searchplex.net/sitemap.xml) - Full machine-readable sitemap for canonical URLs.
- [Root Markdown](https://www.searchplex.net/markdown) - Agent-readable markdown representation of the homepage.
- [Search Stack Audit Markdown](https://www.searchplex.net/markdown/search-stack-audit) - Agent-readable markdown version of the Search Stack Audit page.
- [Solutions Markdown](https://www.searchplex.net/markdown/solutions) - Agent-readable markdown version of the solutions overview page.
- [Vespa Consulting Markdown](https://www.searchplex.net/markdown/vespa-ai-consulting) - Agent-readable markdown version of the Vespa consulting hub.
- [Vespa Audit Markdown](https://www.searchplex.net/markdown/vespa-ai-consulting/audit) - Agent-readable markdown version of the Vespa migration readiness audit.
- [Vespa Cloud Pricing Markdown](https://www.searchplex.net/markdown/vespa-ai-consulting/cloud-pricing) - Agent-readable markdown version of the deployment and pricing analysis page.
- [Migrate to Vespa Markdown](https://www.searchplex.net/markdown/migrate-to-vespa) - Agent-readable markdown version of the migration service page.
- [Vespa POC Markdown](https://www.searchplex.net/markdown/services/vespa-poc) - Agent-readable markdown version of the proof-of-concept page.
- [Enterprise RAG Markdown](https://www.searchplex.net/markdown/solutions/rag) - Agent-readable markdown version of the Enterprise RAG page.
- [RAG Tiers Markdown](https://www.searchplex.net/markdown/solutions/rag/tiers) - Agent-readable markdown version of the RAG tiers framework page.
- [AI Search and Personalization Markdown](https://www.searchplex.net/markdown/solutions/ai-search-and-personalization) - Agent-readable markdown version of the commerce discovery page.
- [Visual Search Markdown](https://www.searchplex.net/markdown/solutions/visual-search) - Agent-readable markdown version of the visual search page.
- [Why RAG Fails Markdown](https://www.searchplex.net/markdown/why-rag-fails-in-production) - Agent-readable markdown version of the diagnostic RAG failure page.
- [Contact Markdown](https://www.searchplex.net/markdown/contact) - Agent-readable markdown version of the contact and routing page.
- [Blog Markdown Index](https://www.searchplex.net/markdown/blog) - Agent-readable markdown index of Searchplex blog content.
- [Case Studies Markdown Index](https://www.searchplex.net/markdown/case-studies) - Agent-readable markdown index of Searchplex case studies.