Is Your Enterprise Search Engine Made For You? Let’s Do A Fact Check

Enterprise Search Software has transformed the way organizations work by influencing their methods of storing & searching data. Companies across the globe rely on Enterprise Search Engines to retrieve relevant information from their internal pool of data. It serves as a secure, powerful, and time-saving application that facilitates easy file management, sharing, and search.

To qualify as a good enterprise search engine, an application must meet the following expectations:

  1. Gather information from various data sources, formats & types.

Industry-leading search engines like IBM to Coveo, Elastic to Google, meet most, if not all, of these expectations and are striving continuously to innovate, improve & cater to multiple industries.

The question that we will explore here is — Can one solution serves all industries? Every industry has unique requirements, terms, jargon, and nuances. Does your enterprise search engine really know what you need for your job in your sector?

Let’s do a fact check on the most renowned enterprise search engines.


Coveo is a cloud-based platform that leverages search & analytics to bring together data from multiple sources & deliver relevant information. As per Gartner’s Magic Quadrant for Insight Engines report, Coveo acquired Tooso in 2019 to improve the platform’s Machine Learning capabilities.

Key Benefits

  1. High Speed: It helps you find information faster with autofill & relevancy-based result ranking features.


Elastic is a search engine software for workplace, website & app, supporting an organization’s customers & employees. The platform plans to extend its use cases by unifying data indexes from its Enterprise Search, Observability & Security product categories.

Key Benefits

  1. Ease of Setup: You can download it on-premise or use it on cloud platforms, viz., AWS, Azure & Google Cloud.


Lucidworks is known for its flagship product, Lucidworks Fusion, and add-ons like Predictive Merchandiser and Smart Answers. It boasts of providing end-to-end experiences with Connected Experience Cloud that draws upon its search & AI capabilities to gather information from every interaction & apply that to workflows.

Key Benefits

  1. Data Analytics: The platform can analyze the data available, furnishing you with insightful information.


IBM is leading the enterprise search engine industry with its product, IBM Watson. It is an open, multi-cloud platform that allows users to build an AI life cycle from scratch or use its pre-built enterprise apps to speed time-to-value.

Key Benefits

  1. Smart Data Discovery: It gathers information on employees’ behavior & sentiments to improve work performance, conditions & relationships.


Google Cloud Search, introduced in 2018, runs on the principal to help with internal (intranet) search. The platform plans to extend its functions by integrating with AI solutions like Google Assistant & Document AI.

Key Benefits

  1. User-Specific: Unlike IBM Watson or Lucidworks, Google serves a specific audience, i.e., your employees for internal search & not your website customers.


Microsoft’s Azure Search draws upon Microsoft’s own touchpoints that are either unique to this application or derived from Microsoft 365. It is expanding its functions & usage by integrating with content services products & introducing support for Conversational Search.

Key Benefits

  1. Seamless Integration: It integrates with all Microsoft 365 applications & Project Cortex products like Microsoft Syntex.


Sinequa ES is widely used for enterprise search, 360-degree (entity-centric) information views, unified enterprise content portals, expert finding, market intelligence, asset/portfolio management, news/trend analysis, information protection & data privacy. It aims to strengthen its ML & data source by integrating with Microsoft Graph.

Key Benefits

  1. Fast & Easy Indexing: It has multiple embedded converters & built-in connectors that pull the content of different formats & sources.

A Critical Analysis

All these popular enterprise search engines leverage ML to some degree, specifically, Natural Language Processing, to improve your data indexing & the overall search experience. While some are designed for both employee & customer use, others are meant for the organization’s internal use only. But there are two things that these search engines lack —

  1. Industry Specialization: Almost all enterprise search engines are designed to suit any and all industries and have no vertical specialization. For any generic search engine to work successfully for your industry, the engine has to be ‘trained’ using long hours of professional services. For instance, if you were to hire a legal counsel with long experience in telecommunication for your energy business, they either won’t work out or will have a steep learning curve ahead of them.

These two drawbacks pose some challenges for the users —

  1. No Domain Understanding: The lack of industry focus means that these search engines can only understand the user’s question using general semantic understanding but cannot apply any domain rules. For e.g. the word “crater” has a different meaning in Geology and Chemical Industry so if the user asks the search engine “what causes a crater” then the context of the domain will be important in finding the right answer.

And that raises the question — what if your enterprise search engine learns about the industry, your domain, and your use-cases like a new employee joining the workforce? This is where Nesh comes in.

Nesh — An Enterprise Answer Engine

Nesh is designed to help businesses access their business & industrial knowledge in an efficient and smart way. She does 3 things well —

  1. She already knows about your domain and can learn more by reading industry reference books and literature. She doesn’t need your time to train her.

Nesh is empowering chemical, power, and utilities, upstream, midstream & downstream oil & gas businesses, and investment banks & PE firms by improving their knowledge access capabilities. Want to know how Nesh can help your business? Connect with Nesh to request a demo.

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