# Squirro Reviews **Vendor:** Squirro **Category:** [Enterprise Search Software](https://www.g2.com/categories/enterprise-search-software) **Average Rating:** 4.7/5.0 **Total Reviews:** 10 ## About Squirro Squirro is the only European vendor to be named an Emerging Leader in the ‘Gen AI Engineering’ and ‘AI Knowledge Management Apps/General Productivity’ Emerging Market Quadrants 2025. Data finds purpose with Squirro, the first enterprise-ready generative AI for search, insights, and automation. Trusted by central banks and over 30 industry leaders. Squirro develops top-notch Retrieval Augmented Generation (RAG) and Semantic Search technology with access to an unlimited universe of data and connectors. Squirro's features include advanced search & chat while browsing, document summarization, chats with results, knowledge graphs, among others. Squirro offers the implementation of stringent access control lists (ACLs), the flexibility of public cloud and on-premise deployments with open-source models like Mixtral, ensuring full data sovereignty, adapted for the most regulated industries. Recognized by Gartner as a visionary company. ## Squirro Pros & Cons **What users like:** - Users praise Squirro for its **AI-driven insights and automation** , significantly enhancing data analysis and customer engagement. (4 reviews) - Users find Squirro's **ease of use** exceptional, making data insights and automation simple and efficient. (4 reviews) - Users value the **AI-driven insights and ease of use** in Squirro, enhancing data analysis and customer engagement. (4 reviews) - Users value Squirro for its **powerful AI-driven insights** , enhancing data analysis and improving customer engagement significantly. (3 reviews) - Users find Squirro's **valuable insights** and automation features incredibly helpful for enhancing business operations and efficiency. (3 reviews) - Information Accuracy (3 reviews) - Users find Squirro's **user interface easy to use** , streamlining data insights and enhancing productivity effectively. (3 reviews) - AI Features (2 reviews) - AI Integration (2 reviews) - Analytics (2 reviews) **What users dislike:** - Users find the **complex setup** time-consuming and face challenges with speed and understanding the platform. (1 reviews) - Users find **difficult configuration** of Squirro time-consuming, with a steep learning curve and slow performance on large datasets. (1 reviews) - Users find **difficult customization** challenging, especially when navigating the dashboard and adapting AI response patterns effectively. (1 reviews) - Users find the **difficult learning** curve challenging, requiring significant time and effort to master the Squirro platform. (1 reviews) - Users find the **difficult navigation** of Squirro's dashboard challenging, especially impacting new users' experience. (1 reviews) - Difficult Setup (1 reviews) - Learning Curve (1 reviews) - Learning Difficulty (1 reviews) - Limited Customization (1 reviews) - Limited Flexibility (1 reviews) ## Squirro Reviews ### 1. Squirro **Rating:** 5.0/5.0 stars **Reviewed by:** sathwik r. | data engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** March 16, 2025 **What do you like best about Squirro?** Squirro is platform that i ve been using for giving insights of data that very helpful for bussiness not only the insights it automates the flow of working and it provides the risk management of customers there are so many feature with i really liked in Squirro.the user interface is ease of use and customer support is very fast and integration is fast compared to other platflorm **What do you dislike about Squirro?** there is nothing much dislike Squirro. its very helpful **What problems is Squirro solving and how is that benefiting you?** Squirro help me to basically understand the data in the clean way so it can bring some insight from the data so i could work upon that increase the revenue to my company .Squirro AI automation is availiable so it makes my work becomes easy. ### 2. Squirro **Rating:** 5.0/5.0 stars **Reviewed by:** nanda m. | data engineer, Enterprise (> 1000 emp.) **Reviewed Date:** March 16, 2025 **What do you like best about Squirro?** ive recently used Squirro .Squirro is an ai driven insights and automation company.it offers enterprise search and insights. it helps organisation search and analyze vast amount of data to uncover.it helps bussiness extract valuable insights.the user interface is ease of use and ease of integration. the customer support clarifies every problem overal its good product **What do you dislike about Squirro?** there is no dislike about Squirro about using the product **What problems is Squirro solving and how is that benefiting you?** Squirro benefits me saving time though its provides enterprise search and insights and not only this augmented intelligence that means AI to enhance human decision making by delivering relavant. ### 3. Sqirro is one of the best platform to use while keep AI as a key factor in mind **Rating:** 5.0/5.0 stars **Reviewed by:** Aakash N. | System Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** September 30, 2024 **What do you like best about Squirro?** The top notch elements of Artificial Intelligence it provide is awsome and it is very easy to use. Moreover it is easy to implement and provide very good blend of AI. **What do you dislike about Squirro?** There is certainly nothing to dislike about squirro **What problems is Squirro solving and how is that benefiting you?** We were using inbuilt AI software for generative AI, now we have moved to Squirro which is mind blowing as it provide tremendous scope to learn and collaborate and make impressive models using AI to creare software of our client needs. ### 4. Effective Conversational AI with Room for User Experience Improvements **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) **Reviewed Date:** October 28, 2024 **What do you like best about Squirro?** Squirro's Conversational AI Platform is a powerful tool that offers deep insights and delivers accurate, context-aware responses. The platform's ability to analyze vast amounts of data and generate relevant outputs has greatly improved our customer engagement efforts. The AI-driven recommendations are particularly impressive, enhancing the quality of our conversations and reducing response times. **What do you dislike about Squirro?** While the AI's performance is impressive, the user interface could be more intuitive. It can take some time to navigate the dashboard effectively, especially for new users. Additionally, more flexibility in customizing the AI's response patterns would be a welcome enhancement for our specific needs." **What problems is Squirro solving and how is that benefiting you?** We're leveraging Squirro's Conversational AI to improve our customer support and sales interactions. It has significantly streamlined our communication processes, allowing us to provide faster and more accurate responses. This has led to increased customer satisfaction and a higher conversion rate from leads to customers. ### 5. Squirro is good, but it's not perfect **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Entertainment | Mid-Market (51-1000 emp.) **Reviewed Date:** November 07, 2024 **What do you like best about Squirro?** - It can extract data from unstructured data - We can create custom dashboard - Various tools can be integrated **What do you dislike about Squirro?** - Initital configuration is time consuming, it shows message that it will setup in 30 seconds which is not true. - Learning curve is not so good, it takes time to understand the platform - Speed is slow when executed on larger dataset **What problems is Squirro solving and how is that benefiting you?** - We can generate insights from unstructured data - AI tech helps us detect risks - Help in understanding customer behaviour ### 6. By using basic coding. this is Best tool for data uploading to ES or for making data pipelines. **Rating:** 5.0/5.0 stars **Reviewed by:** Vishnu B. | user, Small-Business (50 or fewer emp.) **Reviewed Date:** April 24, 2024 **What do you like best about Squirro?** We used squirro to build a service that can upload any data from any kind of source like CSV, or database to elastic search. **What do you dislike about Squirro?** This is very useful to manage data pipeline but the documenting are not very clear. **What problems is Squirro solving and how is that benefiting you?** By using this i can easily upload my data through any format like csv, JSON to my database to elastic search. ### 7. Best tool for making data pipeline using basic coding only **Rating:** 5.0/5.0 stars **Reviewed by:** Vishnu B. | PHP intern, Small-Business (50 or fewer emp.) **Reviewed Date:** June 27, 2023 **What do you like best about Squirro?** The best part about Squirro is that it supports Python and it's very easy to use and integrate. **What do you dislike about Squirro?** The documentation is not very clear, especially in the custom data loader section. Also, the higher Squirro versions have some major bugs. **What problems is Squirro solving and how is that benefiting you?** We are using Squirro to upload data from various sources like JSON, CSV, and MongoDB directly to ElasticSearch. ### 8. Research help **Rating:** 5.0/5.0 stars **Reviewed by:** Sunu C. | Data Entry Specialist, Small-Business (50 or fewer emp.) **Reviewed Date:** July 04, 2023 **What do you like best about Squirro?** It helps people fir their searching things. **What do you dislike about Squirro?** Sometimes it is hanging and stucking in middle of the work **What problems is Squirro solving and how is that benefiting you?** It helps for enterprising the product and for marketing ### 9. One of the best seach engines ever **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Computer Networking | Mid-Market (51-1000 emp.) **Reviewed Date:** June 29, 2023 **What do you like best about Squirro?** Very decent enterprise search. Gets the most relevant data from a single search and it uses a browser user interface **What do you dislike about Squirro?** Well, all in all squirrel was a decent search engine for me so I can't really complain about anything **What problems is Squirro solving and how is that benefiting you?** the pdf txt recognition is one of the best things that I really needed in squirrel ### 10. Best tool for data uploading to ES or for making data pipelines using basic coding only **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Apparel & Fashion | Small-Business (50 or fewer emp.) **Reviewed Date:** November 30, 2021 **Describe the project or task Squirro helped with:** We used Squirro to build a service that can upload any data from any kind of source like JSON, CSV, or a database to Elastic Search. **What do you like best about Squirro?** The best part about Squirro is that it supports Python and it's very easy to use and integrate. **What do you dislike about Squirro?** The documentation is not very clear, especially in the custom data loader section. Also, the higher Squirro versions have some major bugs. **Recommendations to others considering Squirro:** Read the documentation and if getting bugs try lowering the version of Squirro. **What problems is Squirro solving and how is that benefiting you?** We are using Squirro to upload data from various sources like JSON, CSV, and MongoDB directly to ElasticSearch. ## Squirro Discussions - [What is Squirro used for?](https://www.g2.com/discussions/what-is-squirro-used-for) - 1 comment - [View Squirro pricing details and edition comparison](https://www.g2.com/products/squirro-squirro/reviews?section=pricing&secure%5Bexpires_at%5D=2026-05-15+19%3A43%3A34+-0500&secure%5Bsession_id%5D=7c17ea45-a830-4ab7-a438-4429622306a9&secure%5Btoken%5D=7b9ba920a94927c2c3ca6568a96730d4632eddc647ed2ba3cf1fd1714d44d7ee&format=llm_user) ## Squirro Features **Core Conversational Capabilities - AI Chatbots** - Controlled LLM Response Generation - Context Maintenance Within Sessions - Natural Language Understanding & Intent Inference **Content Management** - Data Centralization - Insight Engines - Archiving - Insight Engines - Search Analysis - Insight Engines **Data Ingestion** - Big Data Processing - Unstructed Data Processing - Processing of Various File Types **Compatibility** - Federated Search - File Types - Global Language Support **Data** - Reliability - Data Security **Scalability and Performance - Generative AI Infrastructure** - AI High Availability - AI Model Training Scalability - AI Inference Speed **Operational Risk Management** - Operational Risk Methodology - Operational Risk Classification - Operational Risk Identification **Agentic AI - Enterprise Content Management (ECM)** - Autonomous Task Execution - Natural Language Interaction - Decision Making **Agentic AI - Enterprise Search Software** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Proactive Assistance - Decision Making **Content Discovery** - Search Interface - Insight Engines - AI Functionality - Insight Engines - NLP Functionality - Insight Engines - Data Mining - Insight Engines - Structured Navigation - Insight Engines - Machine Learning - Insight Engines **Presentation** - Report Creation - Charts and Graphs - Tailored Content **Search Queries** - Typo Tolerance - Faceted Search - Synonyms - Highlighting - Natural Language **Interaction** - Complex Query Handling - Natural Conversation - Understanding - Context Management - Customizability **Cost and Efficiency - Generative AI Infrastructure** - AI Cost per API Call - AI Resource Allocation Flexibility - AI Energy Efficiency **Business Resilience** - Business Continuity - Compliance Management **AI powered search - Enterprise Search Software** - Generative RAG (Retrieval augmented generation) - Relevance Tuning - NLP & Semantic search **Task & Flow Management - AI Chatbots** - Scripted Dialogue & Decision Tree Support - Fallback Responses for Unknown Queries **System** - Programming Language Support - Drag and Drop - Pre-Built Algorithms - Customizable Models **Functionality** - Personalization - Search Analytics - Integrations **Learning** - User Interaction Learning - Error Learning **Generative AI** - AI Text Generation - AI Text Summarization **Integration and Extensibility - Generative AI Infrastructure** - AI Multi-cloud Support - AI Data Pipeline Integration - AI API Support and Flexibility **Compatibility - Enterprise Search Software** - File Types - Federated Search - Global Language Support **Deployment & Embedding - AI Chatbots** - API Access for Business System Integration - Web Widget & SDK Embedding **Content Generation** - Creativity - Content Accuracy **Generative AI** - AI Text Generation **Security and Compliance - Generative AI Infrastructure** - AI GDPR and Regulatory Compliance - AI Role-based Access Control - AI Data Encryption **Generative AI** - AI Tasks **Functionality - Enterprise Search Software** - Personalization - Search Analytics - Integrations **Admin & Configuration - AI Chatbots** - No-Code Conversation Design **System** - API Flexibility - Update Frequency and Utility - Cross-Platform Compatibility - Software Integration **Usability and Support - Generative AI Infrastructure** - AI Documentation Quality - AI Community Activity **Search Queries - Enterprise Search Software** - Highlighting - Faceted Search - Typo Tolerance - Synonyms **Agentic AI - AI Chatbots** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making **File Management** - File Type Support - Metadata - OCR Scanning - Versioning - Collaboration - Document Assembly - Form Creation - Portals and Sites - Disposition - Search - Web Interface - Mobile Apps **Workflow** - Process Automation - Conditions - Activities - Records Management - Case Management **Platform** - Internationalization - Performance and Reliability - Reporting and Auditing - System of Record Integration - APIs **Agentic AI - Operational Risk Management** - Proactive Assistance **Monitoring & Improvement - AI Chatbots** - Feedback-Driven Response Optimization **Reliability & Safety - AI Chatbots** - Guardrails & Content Controls ## Top Squirro Alternatives - [Guru](https://www.g2.com/products/guru/reviews) - 4.7/5.0 (2,254 reviews) - [Notion](https://www.g2.com/products/notion/reviews) - 4.6/5.0 (10,733 reviews) - [Yext](https://www.g2.com/products/yext/reviews) - 4.4/5.0 (1,077 reviews)