Insights

Searchplex Blog

Writing on retrieval engineering, production search systems, migration decisions, and what we are learning in the field.

Types of Search Queries: A Practical Map
Query Understanding

Types of Search Queries: A Practical Map

A query has several characteristics. Which ones matter depends on the engineering decision.

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The Search Evaluation Ladder
Retrieval Evaluation

The Search Evaluation Ladder

LLM judges can score search results, but they cannot tell whether a failure began in indexing, retrieval, or ranking. Test each layer in the right order.

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What Is Your LLM Judge Actually Measuring?
Retrieval Evaluation

What Is Your LLM Judge Actually Measuring?

LLM judges generate relevance labels for search evaluation, but the evaluation setup decides whether the retriever comparison holds.

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When Reranking Becomes a System Boundary
Production Search

When Reranking Becomes a System Boundary

A reranker only sees what retrieval allows to survive. That changes evaluation, system boundaries, and ownership of relevance.

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When Search Becomes Expensive to Improve
Production Search

When Search Becomes Expensive to Improve

Why mature search systems keep working while each meaningful improvement takes more coordination, validation, serving cost, and risk.

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When a Search Stack Starts to Strain
Production Search

When a Search Stack Starts to Strain

How to recognize when a working search stack is entering a straining regime, and what recurring cracks usually mean.

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What Makes Search Hard
Production Search

What Makes Search Hard

Search gets hard when retrieval, filtering, ranking, and business rules must behave like one coherent system under real production pressure.

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How AI Can Turn Your Publishing Archives Into a New Source of Engagement
Industry Insights

How AI Can Turn Your Publishing Archives Into a New Source of Engagement

Surface hidden gems from your archive, automatically, right before you hit publish.

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Introducing Find & Mind: The Search & AI Meetup for Netherlands
news

Introducing Find & Mind: The Search & AI Meetup for Netherlands

Launching Find & Mind, a new Amsterdam-based community meetup for Search, IR, RAG, and Applied AI.

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Berlin Buzzwords 2025: What the Conversations Revealed
Events

Berlin Buzzwords 2025: What the Conversations Revealed

Search infrastructure, AI, and what changed in real conversations at Berlin Buzzwords 2025.

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Searchplex Becomes Official Partner of Vespa.ai
News

Searchplex Becomes Official Partner of Vespa.ai

Searchplex announces its official Vespa.ai partnership and what that means for search, retrieval, and implementation work.

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