--- title: Beehive AI Reviews meta_title: 'Beehive AI Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 12 reviews by the users' company size, role or industry to find out how Beehive AI works for a business like yours. aggregate_rating: rating_value: 4.7 review_count: 12 scale: '5' date_modified: '2026-07-17' parent_category: name: Analytics Tools & Software url: https://www.g2.com/categories/analytics-tools-software --- # Beehive AI Reviews **Vendor:** Beehive AI **Category:** [Other Analytics Software](https://www.g2.com/categories/other-analytics) **Average Rating:** 4.7/5.0 **Total Reviews:** 12 ## About Beehive AI Beehive AI is using the power of generative AI to help companies transform their business through a deeper understanding of its customers. With Beehive AI, businesses can analyze customer data at scale, discover timely insights they can trust, and focus on more impactful activities by automating manual processes. Beehive AI has built an adaptive LLM with enterprise-grade security that continuously evolves to stay current with the latest technology advancements. On this foundation, Beehive AI provides a bespoke, private LLM platform, fine-tuned with your proprietary customer data. This custom LLM is fact-checked by humans and grounded in traceable truths born from your data. Leading companies are transforming how they analyze customer data, discover strategic insights, and make data-driven business decisions—and they trust Beehive AI to lead this transformation. Contact us to discover how Beehive AI can empower your company. Beehive AI ingests data from any insights program running in the organization, breaking down silos between data sets to create a unified analysis experience and unlock more complete, cross-data set insights. Unlike traditional ML/NLP tools that require manual setup and maintenance or new generative AI innovations that rely on generic LLMs and produce unreliable results , Beehive AI uses generative AI and LLMs that are designed specifically for your organization, so you can safely and easily analyze qualitative data at scale, combine it with your quantitative data, and generate robust insights that more accurately reflect your business and your customer at any given point in time. ## Beehive AI Pros & Cons **What users like:** - Users appreciate the **time-saving AI technology** of Beehive, which provides accurate and actionable insights effortlessly. (4 reviews) - Users value the **time-saving AI analysis** of Beehive, streamlining insights from open-ended feedback efficiently. (4 reviews) - Users commend the **excellent customer support** of Beehive AI, noting their responsiveness and commitment to improvement. (4 reviews) - Users appreciate the **collaborative support** from Beehive AI, enhancing teamwork and improving data analysis efficiency. (3 reviews) - Users find Beehive AI to be **easy to use** , making thematic analysis and implementation seamless across organizations. (3 reviews) - Users laud the **depth of insights and analysis** from Beehive AI, enhancing their data-driven decision-making process. (3 reviews) - Insights Analysis (3 reviews) - Analysis Accuracy (2 reviews) - Analytics (2 reviews) - Business Growth (2 reviews) **What users dislike:** - Users experience **categorization issues** with overlapping themes, preferring clearer distinctions for improved usability. (1 reviews) - Users find **communication issues** arise when needing support for data structuring and segmenting, which can be challenging. (1 reviews) - Users find the **complex setup** process time-consuming, wishing for a quicker start to using Beehive AI. (1 reviews) - Users find the **insufficient training** challenging when structuring data imports and need support for data comparisons. (1 reviews) - Users find the absence of a **chat feature** inconvenient, though updates may address this in the future. (1 reviews) - Limitations (1 reviews) - Poor Customer Support (1 reviews) - Setup Difficulty (1 reviews) - Slow Performance (1 reviews) - Steep Learning Curve (1 reviews) ## Beehive AI Reviews ### 1. Quant metrics on qual exploration **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Retail | Enterprise (> 1000 emp.) **Reviewed Date:** April 23, 2025 **What do you like best about Beehive AI?** Easy to implement to pilot the usecase. Beehive transformed how we think about using open-ended questions in surveys. It bubbles up themes and also enables exploration. The Beehive team is responsive and supportive. **What do you dislike about Beehive AI?** While It's pretty user friendly to get up and running with. Understanding how to structure your data imports to produce the segments/filters you want to look at may take some learning. Sometimes I need help from the support team to get to the data comparisons i'm looking for. **What problems is Beehive AI solving and how is that benefiting you?** Qualitative text analysis is traditionally a manual process. Beehive speeds up data processing -- resulting in our team leveraging open-ended survey questions more frequently to get a richer, unbiased insights ### 2. Beehive has allowed us to make impactful changes for our audience more quickly. **Rating:** 4.0/5.0 stars **Reviewed by:** Susan S. | Enterprise (> 1000 emp.) **Reviewed Date:** January 17, 2024 **What do you like best about Beehive AI?** Beehive's ability to integrate with our survey platform has allowed us to seamlessly export tens of thousands of rich open response data, turning them into actionable insights in a matter of hours rather than weeks. Additionally, we have found their support team to be very responsive to our needs and inquiries. **What do you dislike about Beehive AI?** The ability to export and manipulate data within the dashboard to conform to our internal reporting has been a bit challenging. **What problems is Beehive AI solving and how is that benefiting you?** We are now turning qualitative data into actional insights quickly, allowing us to address customer needs/wants in a more timely fashion. Furthermore, historically we have struggled to reach sufficient sample sizes for certain audiences, Beehive's methodology for recruiting participants has allowed us to overcome that obstacle. - [View Beehive AI pricing details and edition comparison](https://www.g2.com/products/beehive-ai/reviews?filters%5Bnps_score%5D%5B%5D=4§ion=pricing&secure%5Bexpires_at%5D=2026-08-13+23%3A11%3A05+-0500&secure%5Bsession_id%5D=004982ce-2ec4-4f67-bd11-4e480cca6f80&secure%5Btoken%5D=97d8fd200577df7b8f2e120a6398ddc78d30e04ee9666a88d6563089839478f1&format=llm_user) ## Beehive AI Features **Setup** - Integration - Maintenance - No-Code - Third-Party Integrations **Data** - Security - Data Visualization - Real-Time Data - Visual Analytics **Analysis** - Automation - Named entity recognition - Keyphrase Extraction - Topic Analysis - Sentiment Analysis - Language Identification - Syntax/Part of Speech Parsing - Multi-Language - Trend Analysis - Text Analysis - Qualitative Comparative Analysis - Statistical Analysis - User Research Analysis - Ad hoc Analysis - Quantitative Analysis **Customization** - Pre-Built Parameterization - Custom Extension - Compositionality **Generative AI** - AI Text Generation - AI Text Summarization - Generative AI **Additional Functionality** - Monitoring - Activity Tracking - Data Collection - Access Controls/Permissions - Predictive Analytics - Computer Assisted Coding - Activity Dashboard - Real-Time Analytics - AI Copilot - Reporting & Statistics - Data Import/Export - Mixed Methods Research - Website Analytics - Multimedia Support - Media Analytics - Categorization/Grouping - Data Storage Management - Feedback Management - Tagging - Collaboration Tools - Single Sign On - Drag & Drop - Annotations - Customizable Branding - Data Coding - Multiple Data Sources - API - Search/Filter - Customizable Reports ## Top Beehive AI Alternatives - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) - 4.3/5.0 (775 reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) - 4.3/5.0 (522 reviews) - [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) - 4.6/5.0 (539 reviews)