# Searchplex

> Searchplex provides AI search and retrieval engineering for enterprises, building and modernizing production-grade AI-native retrieval systems where search drives revenue, productivity, and customer experience.

Searchplex is a retrieval engineering consultancy focused on AI search, RAG, search relevance, Vespa, and production retrieval architecture.

## Primary directories

- [Full Searchplex site index](https://www.searchplex.net/sitemap.md): Curated directory of services, solutions, case studies, use cases, editorial content, and machine-readable resources.
- [Blog index](https://www.searchplex.net/blog): All published Searchplex articles with links to their complete Markdown source.
- [Case studies index](https://www.searchplex.net/case-studies): Production retrieval, migration, and search outcomes with links to complete Markdown source.
- [Use cases](https://www.searchplex.net/use-cases): Production problem patterns Searchplex solves across enterprise RAG, high-traffic assistants, workplace knowledge retrieval, and agentic concierge systems.

## Services and technical guidance

- [Homepage](https://www.searchplex.net/): Overview of Searchplex and its retrieval engineering services.
- [Searchplex Nederland](https://www.searchplex.net/nl): Dutch-language landing page for search technology, retrieval engineering, RAG, and Vespa.ai in the Netherlands.
- [Searchplex auf Deutsch](https://www.searchplex.net/de): German-language landing page for search technology, retrieval engineering, RAG, and Vespa.ai.
- [Searchplex en français](https://www.searchplex.net/fr): French-language landing page for search technology, retrieval engineering, RAG, and Vespa.ai.
- [Searchplex en español](https://www.searchplex.net/es): Spanish-language landing page for search platform modernization, relevance, RAG, and Vespa.ai.
- [Searchplex em português](https://www.searchplex.net/pt-br): Brazilian Portuguese landing page for search platform modernization, relevance, RAG, and Vespa.ai.
- [Searchplex 日本語](https://www.searchplex.net/ja): Japanese-language landing page for search platform modernization, relevance, RAG, and Vespa.ai.
- [Searchplex 한국어](https://www.searchplex.net/ko): Korean-language landing page for search platform modernization, search quality, RAG, and Vespa.ai.
- [Search Stack Audit](https://www.searchplex.net/search-stack-audit): Vendor-neutral diagnostic for retrieval architecture, relevance, reliability, and engineering constraints.
- [Migrate to Vespa](https://www.searchplex.net/migrate-to-vespa): Migration decision guidance for teams replacing Elasticsearch, OpenSearch, Solr, or fragmented retrieval stacks.
- [migrate2vespa](https://www.searchplex.net/migrate-to-vespa/migrate2vespa-tool): Open-source CLI for planning Elasticsearch or OpenSearch migrations to Vespa from local artifacts.
- [Vespa consulting](https://www.searchplex.net/vespa-ai-consulting): Vespa implementation, migration, build, optimization, and support services.
- [Enterprise RAG](https://www.searchplex.net/solutions/rag): Production RAG and retrieval architecture guidance.
- [AI search and personalization](https://www.searchplex.net/solutions/ai-search-and-personalization): Semantic retrieval, ranking, and personalization for high-value user journeys.
- [Why RAG fails in production](https://www.searchplex.net/why-rag-fails-in-production): Diagnostic guide to retrieval failures beneath enterprise RAG and agent systems.

## Organization and people

- [Ravindra Harige — founder of Searchplex](https://www.searchplex.net/about-us/ravindra-harige): Canonical founder profile covering professional background, retrieval expertise, authorship, and speaking activity.

## Optional

- [XML sitemap](https://www.searchplex.net/sitemap.xml): Canonical crawlable URLs.
- [RSS feed](https://www.searchplex.net/feed.xml): Full-content RSS 2.0 feed for published articles.
- [JSON Feed](https://www.searchplex.net/feed.json): JSON Feed 1.1 representation of published articles.