ElasticsearchSolrRAGDistributed SystemsVector SearchOpenSearchMicroservicesJavaHybrid SearchKafkaVespaAWS CloudPythonArchitectureSpring BootSemantic AINeo4jObservabilityKubernetesQuery OptimizationRedisNext.jsSearch Relevance

Engineering the of enterprise-scale search.

Architectural deep-dives on building search, AI, and microservices for platforms serving +5M Monthly Active Users.

Validated At Enterprise Scale

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Performance & Reliability
Expertise in Java and Python microservices. Solving query optimization and system reliability for platforms handling 100M+ requests.
Modern Search & AI
Architecting AI-powered products and LLM enablement. Specializing in production-grade RAG, Vector Search, and Hybrid retrieval to build meaningful user experiences.
Complex Architecture
Untangling messy systems and high-debt codebases. Bridging the gap between ambitious product vision and resilient, scalable architectural reality.
Productized Consulting

Strategic Technical Audits

Eliminate architectural uncertainty. I provide technical diagnostics and implementation blueprints designed for engineering teams running systems at scale.

Search & AI Intelligence

RAG Health Audit

€5k+

Deep-dive diagnostics for retrieval precision, chunking strategy, and model evaluation.

Duration3 days
Book Call

Search Relevance

€3.5k+

Hybrid Search implementation, scoring improvement, and multi-language analyzer tuning.

Duration1 week
Book Call

Migration Blueprint

€10k+

Legacy stack audit & architectural redesign for OpenSearch, Solr, Vespa, or Elasticsearch.

Duration1 week
Book Call

GraphRAG Blueprint

€15k+

Bridging LLMs with Knowledge Graphs using Neo4j for relationship-aware retrieval.

Duration2 weeks
Book Call

Backend & Distributed Systems

Microservices Core

€10k+

Production-ready Hexagonal Architecture setup with CI/CD, testing seed, and observability.

Duration2 weeks
Book Call

Event-Driven Blueprint

€15k+

High-throughput Kafka/RabbitMQ pipeline design, schema registries, and retry logic.

Duration2 weeks
Book Call

Search-Scale Infrastructure

€12k+

Strategic audit of the entire data-flow from Database to Search Index. Optimization of Kafka/CDC and high-throughput ingestion.

Duration2 weeks
Book Call

Performance Audit

€5k+

Bottleneck diagnostics for 1M+ req/day platforms: K8s, JVM tuning, and SQL latency.

Duration1 week
Book Call

Complex Systems & Strategy

Said Bouigherdaine

Said Bouigherdaine

Search & AI Architect with 9+ years experience building systems for platforms with 5M+ users.

Enterprise Only

Enterprise Architecture Advisory

Strategic long-term partnership for Engineering Leads and CTOs. I bridge the gap between your Search, AI, and Distributed Infrastructure to build systems that scale.

Pricing

Custom Retainer

Strategic Call
Case Studies

Strategic Partners & Impact

Architectural deep-dives on systems running in high-stakes environments.

Salsify

Optimizing Product Discovery for Nestlé

Refined search and indexing for 16,000+ brands. Focused on Elasticsearch 7 performance and enterprise UI discovery architecture.

Elasticsearch 7Indexing Audit
L'Oréal

Multilingual Search for 15 Countries

Architected a unified search experience across global markets. Tuned language analyzers and improved cross-market relevance.

Global ScaleNLP Tuning
La Poste

High-Throughput Parcel Tracking Search

Optimized tracking search for peak volumes (1M+ daily queries). Built resilient indexing pipelines during the digital transformation.

High VolumeKafka
Search & Scale

Latest Articles

Deep-dives on building search, AI, and microservices for 10M+ environments.

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Featured Depth
Mar 21, 2026

Real-Time Search Analytics: Why Batch Dashboards Are No Longer Enough

Why modern relevance demands streaming behavioral signals — and what a real-time click scoring and search analytics layer actually looks like.

Read the depth
Ventures

Strategic Ventures & Assets

Building specialized assets and proprietary systems at the intersection of Search, AI, and Graph Databases.

The Search Architect

Chrome Store

Developer productivity tool for OpenSearch & Elasticsearch engineers. Query debugging, latency profiling, and index health at your fingertips.

Building in public
Weekly Architectural Depth

Search & Scale

Architectural deep-dives on building search, AI, and microservices for 10M+ environments. Delivered every week.

Search Relevance

Beyond BM25: Practical ways to tune vector & hybrid search for production.

RAG Architecture

Solving the retrieval precision and scale issues that kill hobby projects.

Engineering Scale

Java & Python microservices that handle 100M+ monthly requests with zero downtime.

Graph Databases

Empowering relationship-aware insights with graph databases and advanced analytics

Said Bouigherdaine
2.4k+Subscribers
42%Avg. Open Rate

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