# searchHub

> searchHub is the optimization agent for commerce search and product discovery. It sits in front of the search engine a shop already runs. It reads real intent, fixes the query before the stack ranks, and surfaces what converts. No replatform. Built and operated by CXP Commerce Experts GmbH, Pforzheim, Germany.

Product and module names use camelCase by design: searchHub, smartQuery, smartSuggest, smartRedirects, searchInsights, searchCollector, NeuralInfusion.

## What we solve
- [Home](https://www.searchhub.io/): searchHub is the optimization agent for commerce search and product discovery. It reads real intent, fixes the query before your stack ranks, and surfaces what converts, on the stack you already run. No replatform.
- [Guesswork: solved by the Detect package](https://www.searchhub.io/guesswork.html): searchCollector and searchInsights follow the complete discovery journey (every shopper and every AI agent) and rank every intent by the engagement it can unlock, so you know exactly what to fix first.
- [Dead ends: solved by the Act package](https://www.searchhub.io/dead-ends.html): searchHub shapes intent as shoppers type and rewrites every variant to the proven query, all before your engine looks anything up. No replatform.
- [Diminishing returns: solved by the Excel package](https://www.searchhub.io/diminishing-returns.html): Rank by what shoppers buy, add neural intelligence where it provides value, own your discovery-intent data, then test two answers at identical intent and keep the winner.
- [Why searchHub](https://www.searchhub.io/why-searchhub.html): Your search stack retrieves products. searchHub makes it learn and improve. What one agent adds to every engine, and everything you keep.

## Offering & pricing
- [Pricing](https://www.searchhub.io/pricing.html): Three packages, one agent for commerce search and product discovery. What each tier includes, what drives the cost, and your path to a quote. A fixed price tied to your uplift, not to searches or API calls.
- [Business case](https://www.searchhub.io/businesscase.html): We run causal analytics on your current discovery data (every query, click, impression and purchase, consolidated by intent) to predict searchHub's impact before you commit.
- [Book a demo](https://www.searchhub.io/bookdemo.html): See the untapped revenue in your search & discovery in days. We run the optimization agent on your real queries. No replatform, one email to start.
- [FAQ](https://www.searchhub.io/faq.html): Straight answers on risk, control, measurement and engine replacement for ecommerce site search optimization.

## Works with your engine
- [By engine](https://www.searchhub.io/engines.html): searchHub sits in front of the search you already run, clustering every spelling and variant into one proven master query, and proving the lift on your own traffic. Pick your engine.

## Proof
- [Customers](https://www.searchhub.io/customers.html): Retailers who optimized search and product discovery, and kept their engine. Real shops who own and control their data, while moving the numbers.
- [Decathlon × searchHub: success story](https://www.searchhub.io/story-decathlon.html)
- [Fritz Berger × searchHub: success story](https://www.searchhub.io/story-fritz-berger.html)
- [hagebau connect × searchHub: success story](https://www.searchhub.io/story-hagebau.html)
- [SLV × searchHub: success story](https://www.searchhub.io/story-slv.html)

## Blog
- [Blog](https://www.searchhub.io/blog.html): Plain talk on search and product discovery from a team of search engineers. Numbers over buzzwords, mechanism over hype.
- [The Search Tax, Part 3: How to Stop Paying It](https://www.searchhub.io/blog-search-tax-part-3.html): Across this series we have given the hidden cost of poor site search a name: the search tax. In Part 1 we showed where it hides in your funnel. In Part 2 we looked a
- [Part Number Search in B2B Ecommerce: Why Your Product Discovery Technology Gets It Wrong (and How to Fix It)](https://www.searchhub.io/blog-part-number-search-b2b.html): In B2B, shoppers search by part number, not product name. They paste a SKU, a manufacturer code, or a fragment of one, and they expect the exact item back.
- [The Search Tax, Part 2: The Promises That Cost You](https://www.searchhub.io/blog-search-tax-part-2.html): In Part 1 we named the search tax: the revenue you quietly lose every time a shopper cannot find what they came for. In Part 2 we look at the promises that add to th
- [The Search Tax, Part 1](https://www.searchhub.io/blog-search-tax-part-1.html): Every shop pays a search tax. It does not show up on an invoice, which is exactly why it goes unquestioned for years.
- [E-commerce Search Optimization: Retrospect, Outlook, and Our Community Commitment](https://www.searchhub.io/blog-ecommerce-search-optimization-retrospect.html): A year of optimizing site search taught us a lot about what actually moves the number, and what only looks good in a dashboard.
- [Mind the Gap: Quantifying Vocabulary Mismatch in E-commerce Site Search](https://www.searchhub.io/blog-mind-the-gap-vocabulary-mismatch.html): Shoppers and catalogues speak different languages. People type how they talk; catalogues are labelled how merchandisers and suppliers write.
- [The Informative Guide to Eliminating "No Results Found" Pages in Niche Ecommerce](https://www.searchhub.io/blog-eliminating-no-results-niche.html): A no-results page is the most expensive page in your shop. The shopper told you exactly what they wanted, and you answered with nothing.
- [A Practical Guide to Implementing Semantic Search for Your Mid-Sized Ecommerce Store](https://www.searchhub.io/blog-semantic-search-mid-sized.html): Semantic search is no longer reserved for enterprise budgets. A mid-sized store can add real meaning-based matching without a year-long replatform.
- [Simplify Your Apache Solr Configurations with Jinja2: One Template to Rule Them All](https://www.searchhub.io/blog-solr-jinja2-templates.html): If you run Apache Solr at any scale, your configuration files multiply fast: one per core, per environment, per market. Keeping them in sync by hand is a losing game
- [Postmortem Incident March 31st, 2025](https://www.searchhub.io/blog-postmortem-march-31-2025.html): On March 31st, 2025 we had an incident that affected service. This is our transparent account of what happened.
- [NeuralInfusion™: A Blueprint Towards Relevant And Efficient Ecommerce Vector Retrieval, Part 3](https://www.searchhub.io/blog-neuralinfusion-vector-retrieval-part-3.html): This final chapter is our approach for improving vector retrieval quality in eCommerce. NeuralInfusion™ intent mapping enhances search precision intelligently.
- [The Behavioral Science Dilemma in Ecommerce](https://www.searchhub.io/blog-behavioral-science-dilemma-ecommerce.html): Why invest such effort getting machines to understand behavioral science to interpret human purchase behavior? All you need is a smarter search box.
- [Merry Christmas and a Successful Start to the New Year!](https://www.searchhub.io/blog-merry-christmas-and-a-successful-start-to-the-new-year.html): Celebrating 2024: 21 new extensions, 15 new customers, and a transformative well project in Zambia. Buckle up for 2025: our NeuralInfusion™ Hybrid Search is about to change everything site search related!
- [Beyond Clicks and Scrolls: The Computational World of Online Retail Connections](https://www.searchhub.io/blog-beyond-clicks-and-scrolls.html): Vector search meets business intelligence. NeuralInfusion transforms mathematical precision into strategic product discovery, bridging computational potential and real-world goals.
- [AI-Redirects: Capitalizing on Retail Media Opportunities](https://www.searchhub.io/blog-ai-redirects-retail-media.html): Without query-level tracking, search revenue can’t be attributed to keywords. With it, AI-Redirects turn keyword clusters into targeted retail media ad space.
- [Beyond Redirects: Leveraging AI to Streamline Site Search and Boost Customer Experience](https://www.searchhub.io/blog-beyond-redirects-leveraging-ai-to-streamline-site-search-and-boost-customer-experience.html): Redirects should guide intent, not just traffic. How AI-Redirects tame long-tail keyword variants and show whether a redirect beats the organic result.
- [NeuralInfusion™: A Blueprint Towards Relevant And Efficient Ecommerce Vector Retrieval, Part 2](https://www.searchhub.io/blog-neuralinfusion-vector-retrieval-part-2.html): Part 2 of the NeuralInfusion blueprint: spotting queries with real uplift potential and infusing better results into any search engine without replatforming.
- [Beyond Keywords: Using AI to Transform Site Search and Customer Navigation](https://www.searchhub.io/blog-beyond-keywords-using-ai-to-transform-site-search-and-customer-navigation.html): Three ways teams manage search redirects, why each collapses under real customer language, and how intent-based AI-Redirects replace the rule pile.
- [NeuralInfusion™: A Blueprint Towards More Relevant And Efficient Ecommerce Vector Retrieval, Part 1](https://www.searchhub.io/blog-neuralinfusion-vector-retrieval-part-1.html): Vector search promises recall, ecommerce needs precision. Part 1 of the NeuralInfusion blueprint measures seven gaps in today’s hybrid search on real shop data.
- [Why Librarians Are the E-commerce Site Search Pioneers](https://www.searchhub.io/blog-why-librarians-are-the-e-commerce-site-search-pioneers.html): A good librarian led you to the exact book, then to the shelf next to it. What ecommerce site search lost, and how AI-Search-Redirects bring it back.
- [TESUTO: How We Created a Unique Experimentation Stack for Search](https://www.searchhub.io/blog-tesuto-how-we-created-a-unique-experimentation-stack-for-search.html): How searchHub built TESUTO: A/B tests randomized on search trails instead of users, thousands of query experiments generated automatically, CUPED and GST.
- [Common Pitfalls of Onsite Search Experimentation, Part 2](https://www.searchhub.io/blog-common-pitfalls-of-onsite-search-experimentation-part-2.html): Session-level A/B analysis credits search with baskets it never influenced, so real search improvements vanish in the totals. How to measure them instead.
- [Common Pitfalls of Onsite Search Experimentation](https://www.searchhub.io/blog-common-pitfalls-of-search-experimentation.html): Two A/B testing traps in onsite search: tests too broad to show an effect, and session-level randomization that lets carry-over effects hide the true uplift.
- [FYAYC and searchHub Partnership Announcement](https://www.searchhub.io/blog-fyayc-and-searchhub-partnership-announcement.html): foryouandyourcustomers, the commerce consultancy that puts art at the foundation of business change, partners with searchHub on onsite search optimization.
- [searchHub gewinnt renommierten K5 Commerce Award für Search & Marketing](https://www.searchhub.io/blog-searchhub-gewinnt-renommierten-k5-award-fur-search-marketing.html): Pressemitteilung, Berlin, 20. Juni 2023: Die CXP Commerce Experts GmbH gewinnt mit searchHub.io auf der K5 den Commerce Award für Search & Marketing: automatisierte Optimierung jeder Site-Search, ohne die bestehende Lösung zu ersetzen.
- [Unlock Site Search Potential for Brand Searches & Retail Media Ads](https://www.searchhub.io/blog-unlock-site-search-potential-for-brand-searches-retail-media.html): Brand searches are the one site search fix worth doing first: catch every variant, land on a curated page, place brands in suggest, monetize with retail media.
- [Transforming E-Commerce Site Search: The Power of searchHub’s AI-Driven Approach](https://www.searchhub.io/blog-transforming-e-commerce-site-search-the-power-of-searchhubs-ai-driven-approach.html): Optimize the site search you have instead of replacing it: how searchHub adds efficiency, flexibility, transparency and automation to any engine.
- [searchHub New Feature Announcement](https://www.searchhub.io/blog-query-picker-feature-announcement.html): The new searchHub query picker selects each cluster’s best spelling with five KPIs: Findability, Sellability, Reliability, Popularity and Sample Size. Live March 15th.
- [A Recap of searchHub.io: Supercharging Your Site Search Engine](https://www.searchhub.io/blog-searchhub-recap-supercharging-site-search.html): In 2017 we officially launched searchhub.io. Now 5 years later, it’s time for a recap and some updates regarding our goals, strategy, and product.
- [Towards a Use-Case Specific Efficient Language Model](https://www.searchhub.io/blog-towards-a-use-case-specific-efficient-language-model.html): Context and attention explain the gains of modern language models. searchHub added both to an N-Gram model: 91% accuracy, 498 MB, 0.0023 ms per request: no Transformer.
- [Y1 and searchHub Partnership Announcement](https://www.searchhub.io/blog-y1-and-searchhub-partnership-announcement.html): searchHub partners with Y1, the boutique agency for valuable and sustainable digital commerce: over 100 digital natives, 20 years, B2C and B2B in balance.
- [How to Approach Search Problems with Querqy and searchHub](https://www.searchhub.io/blog-how-to-approach-search-problems-with-querqy-and-searchhub.html): Term mismatch, typos, compound words, semantic terms and context: which Querqy rewriter solves which site search problem, and where searchHub replaces rule hell.
- [Why searchHub?](https://www.searchhub.io/blog-why-searchhub.html): Over 90% of queries are long tail and manual optimization can’t keep up. Intent clusters, master queries, pricing by business impact: +10% search revenue from day one.
- [hmmh and searchHub Partnership Announcement](https://www.searchhub.io/blog-hmmh-and-searchhub-partnership-announcement.html): searchHub partners with hmmh, Germany’s leading connected-commerce agency: onsite search optimization as a bolt-on for every brand, no vendor change required.
- [Why Getting Your Query Preprocessing Technique Right Makes Onsite Search Better](https://www.searchhub.io/blog-why-getting-your-query-preprocessing-technique-right-makes-onsite-search-better.html): What query preprocessing is, why doing it inside the search engine locks in knowledge and cost, and what you gain by extracting it into a separate step.
- [Wie Produkte gefunden werden](https://www.searchhub.io/blog-wie-produkte-gefunden-werden.html): Internetworld Business zur Shopsuche: searchHub als intelligente Erweiterung statt Austausch der Suche: ein kurzer Kommentar aus Pforzheim.
- [Query Understanding: How to Really Understand What Customers Want, Part 1](https://www.searchhub.io/blog-query-understanding-how-to-really-understand-what-customers-want-part-1.html): How searchHub predicts product types and attributes from search queries in real time, and grows a unified ontology from add-to-cart data, Part 1.
- [valantic and searchHub Partnership Announcement](https://www.searchhub.io/blog-valantic-and-searchhub-partnership-announcement.html): searchHub partners with valantic: onsite search optimized inside large SAP, Spryker, Magento, Shopware and Scayle rollouts instead of replaced.
- [The Importance of Synonyms in eCommerce Search](https://www.searchhub.io/blog-the-importance-of-synonyms-in-ecommerce-search.html): Synonyms break on tokenization, transitive compounds and context. How searchHub concepts cut managed synonyms by 65% while lifting coverage and precision.
- [How to DIY Site Search Analytics Using Athena, Part 3](https://www.searchhub.io/blog-how-to-diy-site-search-analytics-using-athena-part-3.html): DIY site search analytics, part 3: random sample data, Athena queries for CTR and CR with jOOQ, two Athena JDBC pitfalls, and a Chart.js line chart.
- [How smartQuery Boosts Onsite Search Query Parsing with Querqy](https://www.searchhub.io/blog-how-smartquery-boosts-onsite-search-query-parsing-with-querqy.html): Querqy rules break on typos, compounds and word order. How smartQuery unifies query variants first so your Querqy rules stay small, error-free and effective.
- [Optimise Business Process for Communication](https://www.searchhub.io/blog-optimise-business-process-for-communication.html): Mycelium networks scale their communication; human teams don’t. Why Conway’s law makes efficient communication your system optimization factor.
- [Benchmark Open Commerce Search Stack with Rally](https://www.searchhub.io/blog-benchmark-open-commerce-search-stack-with-rally.html): Benchmark OCSS with Rally: three challenges (search, search while indexing, indexing), a track generated from production data, and the results in Kibana.
- [From Search Analytics to Search Insights, Part 1](https://www.searchhub.io/blog-from-search-analytics-to-search-insights-part-1.html): Search analytics rarely becomes action. Two reasons: zero-results counted without context, and attribution models that credit search for what it never did.
- [How to easily add AI to your Auto-Complete (Suggest) functionality](https://www.searchhub.io/blog-how-to-easily-add-ai-to-your-auto-complete-suggest-functionality.html): What shoppers expect from auto-complete, why most suggest tools fall short, and how smartSuggest adds data-driven, typo-tolerant suggestions to an existing search stack, with the STEG Electronics example.
- [Find Your Application Development Bottleneck](https://www.searchhub.io/blog-find-your-bottleneck.html): Siegfried Schüle on finding infrastructure bottlenecks: Linux dirty_ratio stalls, Apache’s default MaxRequestWorkers, and what GC verbose logging reveals about a JVM its host suspended.
- [How to Cook Soup in a Team, And Not Spoil It](https://www.searchhub.io/blog-how-to-cook-soup-in-a-team-and-not-spoil-it.html): Jonathan Ross, a year into searchHub: how unverified “Daily” talk spoils the soup, how an IT colleague schooled a trained communicator, and what the team changed.
- [Why Your Source Code Is Less Important Than You Think](https://www.searchhub.io/blog-why-your-source-code-is-less-important-than-you-think.html): Rudolf Batt on open-sourcing your product: why code without the team’s mental model, passion and roadmap is just bytes, and why 90% of OCSS is public anyway.
- [How to DIY Site Search Analytics Using Athena, Part 2](https://www.searchhub.io/blog-how-to-diy-site-search-analytics-part-2.html): DIY site search analytics, part 2: upload CSV KPIs, convert them to Apache Parquet, partition uploads to S3 by day, and make Athena see the new data.
- [How-To Solr E-Commerce Search](https://www.searchhub.io/blog-how-to-solr-e-commerce-search.html): Solr for e-commerce, by Arne Heinemeyer: Querqy for rules, tie 0.0, similarity scoring off, two-step facet requests, exclusion tags and stats-driven slider facets.
- [Simple, Simpler, Perfect: Finding Complexity in Simplicity](https://www.searchhub.io/blog-simple-simpler-perfect-finding-complexity-in-simplicity.html): Pavel Penchev on K.I.S.S. in software: why a polished, simple core experience wins users and scales, and, like a simple drum beat, is harder to build than complexity.
- [How-To Setup Elasticsearch Benchmarking with Rally](https://www.searchhub.io/blog-how-to-setup-elasticsearch-benchmarking.html): Elasticsearch benchmarking with Rally, part one: why your cluster needs its own benchmark, how tracks, challenges and operations fit together, and a simple sample track with its results.
- [Three Pillars of Search Quality in Ecommerce, Part 3: Sellability](https://www.searchhub.io/blog-three-pillars-of-search-quality-in-ecommerce-part-3-sellability.html): Relevance and discovery are not enough. Sellability (demand, availability and price) biases every click, cart and nDCG you measure. Data from three shops.
- [E-Commerce Site Search Overhaul: Super “Selection” Year 2021?](https://www.searchhub.io/blog-e-commerce-site-search-overhaul-super-selection-year-2021.html): Make or buy a new site search? Mathias Duda’s checklist: eight evaluation criteria plus the strategy, IT-architecture and team questions to settle before you switch, or stay.
- [Sustainable Development for Ecommerce Site Search](https://www.searchhub.io/blog-sustainable-development.html): Caching is sustainable development. Why recomputing the same fuzzy match for “ihpone” billions of times burns CO2, and how exact-match reuse saved ~30 tons a year.
- [Artificial Stupidity: How To Avoid It Before It’s Too Late](https://www.searchhub.io/blog-how-to-avoid-artificial-stupidity.html): Jonathan Ross on Vincent Warmerdam’s “artificial stupidity”: why ML models fail in the real world, the Boston housing data set, and fix #1: predict less, and more carefully.
- [My Journey Building Elasticsearch for Retail](https://www.searchhub.io/blog-my-journey-building-elasticsearch-for-retail.html): Building Elasticsearch for retail: why there is no silver-bullet query: use boolean similarity, multiple analyzers and query relaxation instead, as OCSS does.
- [Quick-Start with OCSS: Creating a Silver Bullet](https://www.searchhub.io/blog-quick-start-with-ocss-creating-a-silver-bullet.html): Quick-start the Open Commerce Search Stack (OCSS): docker-compose, CSV indexing and the “preset” query configuration explained: EAN and article-number search, the shingled default query, query relaxation and the further query strategies.
- [How to DIY Site Search Analytics: Made Easy](https://www.searchhub.io/blog-how-to-diy-site-search-analytics-made-easy.html): Build your own site search analytics on AWS Athena: Spring Boot, jOOQ type-safe queries and Parquet files instead of running an analytics database yourself.
- [Three Pillars of Search Quality in Ecommerce, Part 2: Discovery & Inspiration](https://www.searchhub.io/blog-three-pillars-of-search-quality-in-ecommerce-part-2-discovery-inspiration.html): Findability covers retrieval and ignores discovery. Why a flat ranked list fails generic queries, and how row-based diversification serves buyer and seller.
- [Search Event Data Collection: Progress So Far](https://www.searchhub.io/blog-search-event-data-collection-progress-so-far.html): Two years of the open-source search-collector SDK: close to a billion search events without personal data, how collectors and writers work, what proved itself and what still needs improvement.
- [The Art of Abstraction: Revisiting Webshop Architecture](https://www.searchhub.io/blog-the-art-of-abstraction-revisiting-webshop-architecture.html): Arne Heinemeyer on why an abstraction layer between shop and search engine pays off: engine autonomy, easier A/B tests and migrations, one place to add prices, smartQuery or redirects, with OCSS as the worked example.
- [Monitor Elasticsearch in Kubernetes Using Prometheus](https://www.searchhub.io/blog-monitor-elasticsearch-in-kubernetes-using-prometheus.html): Monitor Elasticsearch in Kubernetes with Prometheus and Grafana: the three monitoring layers, why an external system beats the built-in one, the prometheus-exporter plugin, a ServiceMonitor for the Prometheus-operator and the dashboard import.
- [Farewell 2020: What’s Next in 2021?](https://www.searchhub.io/blog-farewell-2020-whats-next-in-2021.html): Mathias Duda’s year-end letter for 2020: ARR growth above 50%, the launch of searchInsights and smartSuggest, new customers in their own words, a new shareholder, and what searchHub planned for 2021.
- [Ain’t No Autoscaling People](https://www.searchhub.io/blog-aint-no-autoscaling-people.html): Siegfried Schüle, December 2020: why people don’t autoscale. Hardware scales; experienced developers and healthcare workers don’t, and an autoscaling that breaks the SLA isn’t one. Stop the traffic.
- [Introducing Open Commerce Search Stack (OCSS)](https://www.searchhub.io/blog-introducing-open-commerce-search-stack-ocss.html): Open source in e-commerce search: the biggest advantage, the main disadvantage, and how the Open Commerce Search Stack (OCSS) hides Elasticsearch’s complexity behind a simple indexing and search API.
- [Use Site Search to Optimize Your Customer Journey](https://www.searchhub.io/blog-why-use-site-search-analytics-to-optimize-your-customer-journey.html): Site search is the neglected stepchild of e-commerce. The numbers on search-driven purchases, retention and missing budgets that make the case for search analytics.
- [Three Pillars of Search Relevancy, Part 1: Findability](https://www.searchhub.io/blog-three-pillars-of-search-relevancy-part-1-findability.html): Why relevance ratings and click metrics mislead, and how the Findability score measures clarity, effort and interaction for every query, from 0 to 100%.
- [How to Achieve Ecommerce Search Relevance](https://www.searchhub.io/blog-how-to-achieve-ecommerce-search-relevance.html): Arne Heinemeyer on ecommerce search relevance: clean, normalized data, weighted fields, accessory de-boosts, tracking-based boosts and query preprocessing, in that order.
- [Search Orchestration with Dumb Services](https://www.searchhub.io/blog-search-orchestration-with-dumb-services.html): Dumb services know nothing about their environment; an orchestrator tells them what to do. Pavel Penchev on what that does for fault tolerance, scaling and testing in search.
- [How to Deploy Elasticsearch in Kubernetes Using the cloud-on-k8s Elasticsearch-Operator](https://www.searchhub.io/blog-how-to-deploy-elasticsearch-in-kubernetes-using-the-cloud-on-k8s-elasticsearch-operator.html): Deploy Elasticsearch and Kibana in Kubernetes with the Elastic Kubernetes Operator (cloud-on-k8s): a six-node cluster across three availability zones with dedicated master and data nodes, S3 snapshots and no Helm, plus the full deployment file.
- [Business at the Speed of the Atom](https://www.searchhub.io/blog-business-at-the-speed-of-the-atom.html): Jonathan Ross on business at the speed of the atom: why honest digital development matters, the one litmus test to run before every launch, and how searchHub decides which features to shelve.
- [Hire or Higher to Go Further?](https://www.searchhub.io/blog-hire-or-higher-to-go-further.html): Hire more developers or raise salaries? Siegfried Schüle on why searchHub decides as a team and why average hires at premium pay are the one real mistake.
- [Why the smartSuggest Module Might Matter to You](https://www.searchhub.io/blog-why-weve-developed-the-searchhub-smartsuggest-module-and-why-it-might-matter-to-you.html): Why searchHub built smartSuggest: what query suggestions should do for shoppers and shop owners, what 57,000 search sessions showed, and how corpus building, intent matching, scoping, filtering and ranking turn suggestions into guidance.
- [Humans: Search for Things Not for Strings](https://www.searchhub.io/blog-humans-search-for-things-not-for-strings.html): A 100-user relevance experiment on “red dress size s”: why intent understanding beats string matching, and searchHub’s three stages of query understanding.
- [searchHub Dramatically Improves Revenue for E-commerce by up to 39.6%](https://www.searchhub.io/blog-searchhub-dramatically-improves-revenue-for-e-commerce-by-up-to-396.html): A 14-day A/B test in 2018: searchHub’s self-learning query intelligence on top of a customer’s existing search lifted total revenue by 39.6%, revenue per user by 39% and purchases by 25.5% at 99% confidence: how the test was run.
- [searchHub.io Wins Award for Most Promising Start-Up 2017](https://www.searchhub.io/blog-searchhubio-wins-award-for-most-promising-start-up-2017.html): searchHub was named Most Promising Start-Up 2017 by the BCS Information Retrieval Specialist Group in London, for a system that infuses human understanding into existing search applications by correcting human input and building context around each query.
- [Why AI Driven Site-Search Is the Key to Success for Ecommerce Marketplaces](https://www.searchhub.io/blog-why-ai-driven-site-search-is-the-key-to-success-for-e-commerce-marketplaces.html): Andreas Wagner (2017) on why marketplaces need AI-driven site search: large catalogs, long-tail queries and zero-result exits, and how query clustering tunes the existing search engine instead of replacing it.
- [The Future of Ecommerce Site Search](https://www.searchhub.io/blog-the-future-of-e-commerce-site-search.html): Andreas Wagner (2017) on where e-commerce site search was heading: from keyword matching to natural language processing, self-learning engines and intent-based results that survive misspellings and synonyms.
- [How searchHub.io Changed the Way of Working for Site Search Consultants](https://www.searchhub.io/blog-how-searchhubio-changed-the-way-of-working-for-site-search-consultants.html): searchHub’s first post, 2017: why synonym lists can’t fix typos or the long tail, and the founding idea: understand intent, send the best-performing query, keep your engine.

## Company
- [About us](https://www.searchhub.io/aboutus.html)
- [Partners](https://www.searchhub.io/partners.html)
- [hmmh × searchHub: partnership](https://www.searchhub.io/partner-hmmh.html): searchHub partners with one of the most highly rated connected-commerce agencies in Germany.
- [valantic × searchHub: partnership](https://www.searchhub.io/partner-valantic.html): searchHub partners with one of Europe's leading digital transformation specialists.
- [Y1 × searchHub: partnership](https://www.searchhub.io/partner-y1.html): searchHub partners with an agency for valuable, sustainable digital commerce.
- [Events](https://www.searchhub.io/events.html)
- [Newsletter](https://www.searchhub.io/newsletter.html)
- [Imprint](https://www.searchhub.io/imprint.html)
- [Privacy Policy](https://www.searchhub.io/privacy.html)

## Events
- [Events](https://www.searchhub.io/events.html): Trade fair or meetup: meet the searchHub team live.
- [Talks](https://www.searchhub.io/talks.html): Conference talks from the searchHub team at MICES and Berlin Buzzwords: videos and slides.
- [DMEXCO 2026, 23–24 September 2026, Koelnmesse, Cologne](https://www.searchhub.io/event-dmexco.html)
- [K5 Future Retail Conference, 23–24 June 2026, ESTREL, Berlin](https://www.searchhub.io/event-k5.html)
- [SCORE! Die Konferenz, 20 May 2026, StageOne, Zürich-Oerlikon](https://www.searchhub.io/event-score.html)
- [Experience Day, 28 April 2026, MHP Arena, Stuttgart](https://www.searchhub.io/event-experience-day.html)