---
title: "Discussion on \"One Index, Two Search Modes 🔍: Building a Natural-Language Inventory Bot 🤖 using Elasticsearch\" | Hashnode"
description: "Discussion on \"One Index, Two Search Modes 🔍: Building a Natural-Language Inventory Bot 🤖 using Elasticsearch\". Introduction\nInventory management systems face a fundamental challenge that has persisted for ages: data is spread across multiple spreadsheets, notebooks, papers, messages, emails, WhatsApp, and the"
url: "https://hashnode.com/posts/building-natural-language-inventory-bot-on-elasticseaerch/69a00024c9015c37f6f0fbae"
---

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# [One Index, Two Search Modes 🔍: Building a Natural-Language Inventory Bot 🤖 using Elasticsearch](https://srinikethj.hashnode.dev/building-natural-language-inventory-bot-on-elasticseaerch?utm_source=hashnode&utm_medium=feed)

Introduction Inventory management systems face a fundamental challenge that has persisted for ages: data is spread across multiple spreadsheets, notebooks, papers, messages, emails, WhatsApp, and the

Feb 26 · 18 min read · srinikethj.hashnode.dev  
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-   [#vector-search](https://hashnode.com/tag/vector-search)
-   [#elasticsearch](https://hashnode.com/tag/elasticsearch)
-   [#vector-database](https://hashnode.com/tag/vector-database)
-   [#jina-ai](https://hashnode.com/tag/jina-ai)
-   [#cohere](https://hashnode.com/tag/cohere)
-   [#haystack](https://hashnode.com/tag/haystack)

## Written by

[Sriniketh J](https://hashnode.com/@srini047)

@srini047 · Bengaluru, India

  
[View profile](https://hashnode.com/@srini047)

Software Engineer

Software Engineer | Haystack Ambassador | Localstack Champion

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