--- title: Cohorts AI Reviews meta_title: 'Cohorts AI Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter reviews by the users' company size, role or industry to find out how Cohorts AI works for a business like yours. aggregate_rating: rating_value: 5.0 review_count: 1 scale: '5' date_modified: '2026-07-17' parent_category: name: Marketing url: https://www.g2.com/categories/marketing --- # Cohorts AI Reviews **Vendor:** QuadSci **Category:** [Customer Data Platforms (CDP)](https://www.g2.com/categories/customer-data-platform-cdp) **Average Rating:** 5.0/5.0 **Total Reviews:** 1 ## About Cohorts AI An intelligent customer segmentation and behavioral analysis AI that transforms how you understand and engage with your customers. Cohorts AI identifies the “range” of usage patterns customers generate when using software and maps each customer’s journey through your product, revealing the usage patterns that define adoption and growth from tens of billions of telemetry events. The enriched view of customers’ usage is then indexed by business KPIs such as ARR, Net Dollar Retention (NDR) and Support Effort to advance or control product adoption that drives “Cohort shift”. Cohorts AI empowers Product Management, Marketing & GTM StratOps to understand the true range of usage and how best to lead customers through product adoption. This allows leaders to pinpoint friction, drive feature adoption, and position the right feature or action at the right time. By connecting usage behavior with business outcomes, Cohorts AI enables teams to take action at scale through the full lifecycle of product adoption and usage. ## Cohorts AI Pros & Cons **What users like:** - Users value the **exceptional responsiveness** of Cohorts AI's customer support team, enhancing communication and solution efficiency. (1 reviews) - Users value the **accurate customer segmentation** from Cohorts AI, enhancing decision-making and marketing strategies. (1 reviews) - Users value the **easy integration** of Cohorts AI, enabling seamless connections and meaningful engagement with customers. (1 reviews) - Users appreciate the **custom journey creation** in Cohorts AI, enabling informed decisions for targeted customer engagement. (1 reviews) **What users dislike:** - Users find **tracking limitations** frustrating, as cohort updates occur only 12 times a year, delaying insights on changes. (1 reviews) ## Cohorts AI Reviews ### 1. Turning Telemetry into Customer Cohorts with Unsupervised AI **Rating:** 5.0/5.0 stars **Reviewed by:** Brad D. | Manager, Customer Journey and User Events, Enterprise (> 1000 emp.) **Reviewed Date:** February 07, 2026 **What do you like best about Cohorts AI?** Cohorts AI uses a proprietary algorithm to build a custom model that segments our customers based on actual product telemetry. The model draws on several billion of our own telemetry data points and applies unsupervised learning to construct these segments. I appreciate that the underlying data feels trustworthy and that the results usually align with ARR, even though ARR isn’t included in the model. By clarifying which customers are ideal versus “shelfware,” and by showing what usage (or lack of usage) puts them in those categories, we’re able to make more informed decisions about how to approach and connect with .. and market to - our customers in a far more meaningful and intentional way than without Cohorts AI. The QuadSci team is exceptionally responsive to requests and feedback from our team. **What do you dislike about Cohorts AI?** When a business is changing quickly—building, acquiring, or divesting products—the model understandably needs to be rebuilt. This doesn’t happen often, but until a rebuild occurs, the existing model can become stale. Once the model is in place, our latest telemetry is incorporated on a monthly cadence (although it's possible this can be changed, we are in discussions). As a result, our cohorts are only updated 12 times per year, which makes it hard to see the impact of tactical, customer-facing changes quickly. For example, it’s difficult to track cohort shifts for newly onboarded customers, where we expect usage to start at zero and then improve rapidly over the course of weeks rather than months. **What problems is Cohorts AI solving and how is that benefiting you?** It allows us to view telemetry-based product usage more clearly. We treat the strongest cohort as an “ideal customer profile,” understand what makes them ideal based on the telemetry, and then cross-reference that cohort with other internal analysis results. It also helps us see which of our products and features are actually driving usage. For example, if high usage of features X, Y, and Z shows up in the top cohort, we can focus on increasing adoption of those same features among lower-cohort customers (offensive plays), and stop the slide of higher cohort customers into lower cohort customers (defensive plays). It’s also worth keeping in mind that the unsupervised learning performed during model creation is what initially identifies, from among our hundreds of telemetry points (aka features), which ones are associated with the top cohort in the first place. - [View Cohorts AI pricing details and edition comparison](https://www.g2.com/products/cohorts-ai/reviews?section=pricing&secure%5Bexpires_at%5D=2026-07-17+19%3A50%3A29+-0500&secure%5Bsession_id%5D=04e4be4e-602f-4f8e-9715-6725a5db7fea&secure%5Btoken%5D=b8b50d35f53b9f836100eafa50d5bc5a6e1deb6990c61a6e73477a78570667e9&format=llm_user) ## Cohorts AI Integrations - [Gainsight Customer Success](https://www.g2.com/products/gainsight-customer-success/reviews) - [New Relic](https://www.g2.com/products/new-relic/reviews) - [Pendo](https://www.g2.com/products/pendo-io-pendo/reviews) ## Cohorts AI Features **Data Sourcing** - Data Enrichment - Expandability - Content Marketing - Multiple Devices **Intelligence** - Marketing Metrics - Predictive Modeling - Recommendation Engine ## Top Cohorts AI Alternatives - [Insider One](https://www.g2.com/products/insider-one/reviews) - 4.8/5.0 (1,395 reviews) - [Klaviyo](https://www.g2.com/products/klaviyo/reviews) - 4.5/5.0 (1,311 reviews) - [Dotdigital](https://www.g2.com/products/dotdigital/reviews) - 4.4/5.0 (1,195 reviews)