Best Feedback Analytics Software - Page 7

How Many Feedback Analytics Software Products Does G2 Track?

Total Products under this Category: 269

Category Stats (Nov 2026)

  • Average Rating: 4.62/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Permut (+5.01%) - Among all products in this category, Permut recorded the largest rating increase compared to last month

Last updated: November 01, 2026

How Does G2 Rank Feedback Analytics Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 41,000+ Authentic Reviews
  • 269+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Feedback Analytics Software

G2 Grid® for Feedback Analytics Software plotting products by satisfaction and market presence

Highlighted products: SurveyMonkey, Birdeye, QEval, Medallia Customer Experience, ReputationStacker, Resonate CX, Glassbox, and AskNicely.

Underlying data: [Grid® JSON](https://www.g2.com/categories/feedback-analytics/grids.json?focus%5B%5D=surveymonkey&focus%5B%5D=birdeye&focus%5B%5D=qeval&focus%5B%5D=medallia-customer-experience&focus%5B%5D=reputationstacker&focus%5B%5D=resonate-cx&focus%5B%5D=glassbox&focus%5B%5D=asknicely)

Explorance MLY

- What is Explorance MLY: Explorance MLY, pronounced [mi-lee], is an award-winning AI-powered feedback analytics platform that transforms open-ended comments from any source into clear, actionable insights. Using Explorance’s pre-built machine learning models, MLY categorizes qualitative feedback into relevant topics, detects sentiment, redacts sensitive content, highlights recommendations, and flags critical issues—all with exceptional speed and accuracy. With MLY, you can leverage three purpose-built models: Student Experience Intelligence, Employee Experience Intelligence, or Employee Learning Intelligence. Each model is equipped with relevant topics that provide contextualized, nuanced insights that you can action quickly. Developed in-house and continuously refined, MLY reflects years of feedback expertise, thoughtful design, and a shared commitment to helping organizations amplify the voices of their people. - Key benefits: 1. Contextual Categorization: Comments are automatically analyzed and organized according to specific topics relevant to student experience, employee experience, and employee learning programs, making it extract meaningful insights specific to each context. 2. Sentiment Analysis: Analyze feedback to surface the most positive and negative topics, break down results by demographics, and receive prioritized recommendations organized by key themes to highlight strengths, identify growth opportunities, and drive effective action. 3. Targeted Recommendations: Receive prioritized recommendations organized by key topics to focus attention on the most important issues and support effective action. 4. Sensitive Content Redaction: Use custom keyword filters to automatically redact non-constructive or harmful feedback, protecting individuals from exposure to disruptive language while keeping valuable insights intact. 5. Custom Models: Define a personalized category structure and map institution-specific terminology to get a more accurate and comprehensive analysis. 6. Alerts on Pressing Topics: Automatically flag inappropriate content, identify emerging issues, and prioritize critical topics, allowing for timely, proactive responses to maintain a safe and responsive feedback culture. 7. Proprietary Models: Leverage Proprietary Models that is continuously trained and improved on relevant feedback and enhanced by expert reviews to deliver accurate, high-quality insights that adapt to emerging themes and provide prioritized recommendations for effective, focused action. 8. Scalable Comment Analysis: Upload large amounts of comments and receive fast, accurate, and scalable analysis in minutes. 9. Insight Dashboards: Use fully customizable dashboards to segment feedback by demographics with powerful widgets. Easily collaborate with stakeholders to monitor sentiment, highlight key areas for improvement, and drive informed decisions across your organization. 10. Multilingual Analysis: Capture input from all participants regardless of language — including Arabic, Bulgarian, Chinese (simplified), Chinese (traditional), Czech, Danish, Dutch, English (American), English (British), Estonian, Finnish, French, German, Greek, Hungarian, Indonesian, Italian, Japanese, Korean, Latvian, Lithuanian, Norwegian Bokmål, Polish, Portuguese, Portuguese (Brazilian), Romanian, Russian, Slovak, Slovenian, Spanish, Swedish, Turkish, Ukrainian —ensuring inclusive and representative insights across diverse populations.

Average Rating: 4.5/5.0

Total Reviews: 4

How Do G2 Users Rate Explorance MLY?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.4/10)
  • Thematic Analysis: 6.7/10 (Category avg: 8.7/10)
  • Custom Reports and Dashboards: 8.3/10 (Category avg: 8.6/10)

Who Is the Company Behind Explorance MLY?

  • Seller: Explorance
  • Year Founded: 2003
  • HQ Location: Montreal, Quebec
  • LinkedIn® Page: www.linkedin.com
    249 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of Explorance MLY?

Hark

Hark helps brands collect, analyze and report on customer feedback in a modern & video-first approach. We see results of 30% more feedback and useful insights (powered by AI) that a normal survey-based approach misses. Reduced support costs are an added bonus as well.

Average Rating: 4.9/5.0

Total Reviews: 12

How Do G2 Users Rate Hark?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.4/10)
  • Thematic Analysis: 9.4/10 (Category avg: 8.7/10)
  • Custom Reports and Dashboards: 9.4/10 (Category avg: 8.6/10)
  • Customer Service Channels: 9.4/10 (Category avg: 8.8/10)

Who Is the Company Behind Hark?

Who Uses This Product?

  • Company Size: 58% Medium, 42% Small

What Do G2 Reviewers Say About Hark?

AI-generated summary from verified user reviews

Pros
  • Users value Hark for its ease of use, enabling effective feedback and enhancing customer insights effortlessly.
  • Users value the authentic engagement Hark enables, fostering a true partnership that enhances customer experience.
  • Users value the contextual insights Hark provides, enhancing customer feedback and fostering genuine partnerships.
  • Users value the passionate customer support from Hark, enhancing collaboration and improving customer experience significantly.
  • Users value the automation features of Hark, which save time and enhance productivity in their workflow.

What Are Recent G2 Reviews of Hark?

HyperOrbit

HyperOrbit is an agentic customer intelligence platform for product, CX and revenue teams. Three named agents read every customer signal your company already collects and hand your team the decision, with the evidence and the revenue behind it. Chorus is the voice-of-customer agent. It reads reviews, tickets, calls, chat and surveys every night and clusters them into ranked themes with the accounts and ARR attached. In the worked example on the site, 100 pieces of feedback become 8 themes and 35 sub-themes. Recon is the competitive intelligence agent. It sweeps competitor sites, changelogs, pricing pages and reviews every day, scores each move and drafts the battlecard, with your customers' reaction paired to it on one clock. When RingCentral launched a free tier, SMB pricing complaints rose by 31 mentions 8 days later, touching $214K of ARR, at 68% confidence. Atlas, in beta, is the account intelligence agent. It fuses what the other two find into a health score and churn risk per account, watches every renewal window you set, and explains why a score moved. The Signal Desk is the shared front door: ask one question and every agent answers, citing its sources. Anything that needs a person lands with an owner, a cause and the action. 76 connectors cover calls, chat, CRM, support, reviews, surveys and product analytics. Each connects once over OAuth and is read continuously. Your data is processed for your own insights and never shared, sold or used to train models for others. Starter is free: Chorus on one feedback source (50 signals, 10 insights a month) and Recon on one competitor source (10 signals, 3 insights a month). Enterprise removes the limits, adds Atlas and integrations, and is priced to the sources you connect, never to the people who read them. HyperOrbit was founded in Falls Church, Virginia, with teams in the US, India and Singapore. hyperorbit.ai

Average Rating: 5.0/5.0

Total Reviews: 4

How Do G2 Users Rate HyperOrbit?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.4/10)
  • Thematic Analysis: 10.0/10 (Category avg: 8.7/10)
  • Custom Reports and Dashboards: 10.0/10 (Category avg: 8.6/10)
  • Customer Service Channels: 10.0/10 (Category avg: 8.8/10)

Who Is the Company Behind HyperOrbit?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of HyperOrbit?

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Olvy

Olvy is an AI-powered feedback management tool that transforms user feedback into actionable insights for product teams. With deep analysis and real-time communication, Olvy keeps users at the core of your product development. It's your key to creating products that users love and ensuring their needs are met.

Average Rating: 5.0/5.0

Total Reviews: 6

How Do G2 Users Rate Olvy?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.4/10)
  • Thematic Analysis: 8.9/10 (Category avg: 8.7/10)
  • Custom Reports and Dashboards: 9.2/10 (Category avg: 8.6/10)
  • Customer Service Channels: 9.4/10 (Category avg: 8.8/10)

Who Is the Company Behind Olvy?

  • Seller: Olvy
  • Year Founded: 2020
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 83% Small, 17% Medium

What Are Recent G2 Reviews of Olvy?

What Are G2 Users Discussing About Olvy?

Viable

Viable is a revolutionary AI-powered analysis tool that helps businesses make use of all their data at scale to make better decisions, faster. Our platform provides in-depth analysis and actionable insights from customer feedback, enabling businesses to identify and prioritize the most critical issues that impact user satisfaction and retention. With Viable, businesses can streamline their feedback gathering, analysis, and sharing processes at scale, saving time and resources while improving customer satisfaction. Our Generative Analysis™ provides advanced sentiment analysis, topic modeling, giving businesses a holistic understanding of their customers' experiences and pain points. At Viable, we are committed to helping businesses succeed by providing them with the tools and insights they need to improve their products and services continuously. Our platform's intuitive interface and easy-to-use features make it accessible to businesses of all sizes and industries, from startups to enterprise-level companies. Join the growing number of businesses who trust Viable to help them improve their customer experience, increase loyalty, and drive growth. Contact us today to learn more about how Viable can help your business succeed. Whether you work in Product, Customer Experience, HR, or Marketing, unstructured feedback is your most valuable resource. Turn it into your competitive advantage by actively listening with Viable, the world's first Generative Analysis Platform.

Average Rating: 4.6/5.0

Total Reviews: 4

How Do G2 Users Rate Viable?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.4/10)
  • Thematic Analysis: 10.0/10 (Category avg: 8.7/10)
  • Custom Reports and Dashboards: 8.9/10 (Category avg: 8.6/10)
  • Customer Service Channels: 10.0/10 (Category avg: 8.8/10)

Who Is the Company Behind Viable?

  • Seller: Viable
  • Year Founded: 2020
  • HQ Location: N/A
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of Viable?

Yellow Tokens

Yellow Tokens is a Spontaneous Feedback Intelligence & Action (SFIA) platform that helps organizations transform public customer feedback into structured intelligence, prioritized business opportunities, execution-ready action plans, and continuous improvement. Every day, customers voluntarily publish reviews, complaints, recommendations, comparisons, and experiences across review platforms, marketplaces, maps, travel websites, and social networks. Most organizations already have access to this information. The challenge is turning an overwhelming volume of spontaneous customer feedback into decisions, priorities, coordinated execution, and measurable business outcomes. Yellow Tokens operationalizes this process. Instead of simply monitoring or reporting customer opinions, the platform continuously transforms public customer feedback into an operating system for business improvement. AI-powered analysis identifies recurring themes, customer sentiment, satisfaction drivers, emerging issues, competitive strengths and weaknesses, and strategic opportunities. These insights are automatically prioritized and translated into execution-ready action plans, enabling teams to move from analysis to continuous improvement. Organizations can also benchmark customer perception against competitors, identify competitive gaps, monitor customer experience evolution over time, and measure how improvement initiatives affect customer satisfaction. ### Key capabilities • Continuous intelligence from spontaneous customer feedback • AI-powered thematic, sentiment, SWOT, CSAT, and NPS analysis • Competitive benchmarking based on public customer feedback • Prioritized improvement opportunities • Execution-ready action plans • Continuous measurement of customer experience evolution • Multi-language support (English, Portuguese, and Spanish) • Scalable management of organizations, locations, products, competitors, projects, and teams ### Business benefits • Transform customer feedback into measurable business improvement • Prioritize initiatives based on customer impact • Improve cross-functional alignment around customer-driven priorities • Replace assumptions with continuously updated customer intelligence • Identify competitive opportunities before they become market trends • Build a continuous improvement operating model powered by customer feedback Yellow Tokens is designed for customer-facing organizations across industries including retail, hospitality, restaurants, healthcare, financial services, telecommunications, education, and other businesses that receive continuous public customer feedback. Unlike traditional feedback analytics, social listening, or reputation management platforms, Yellow Tokens focuses on operationalizing spontaneous customer feedback—helping organizations continuously improve through intelligence, prioritization, execution, and measurable business outcomes.

Average Rating: 4.9/5.0

Total Reviews: 4

How Do G2 Users Rate Yellow Tokens?

  • Thematic Analysis: 10.0/10 (Category avg: 8.7/10)
  • Custom Reports and Dashboards: 5.8/10 (Category avg: 8.6/10)

Who Is the Company Behind Yellow Tokens?

Who Uses This Product?

  • Company Size: 50% Medium, 25% Large

What Do G2 Reviewers Say About Yellow Tokens?

AI-generated summary from verified user reviews

Pros
  • Users value the clear market insights provided by Yellow Tokens, enabling better strategic decision-making.
  • Users value the clarity provided by consolidated dashboards, enabling informed decision-making and effective market actions.
  • Users value the clear market overview provided by the dashboard, enabling informed decision-making and action planning.
  • Users value the single dashboard for competitor insights, enhancing market clarity and decision-making effectiveness.
  • Users value the insights generation from Yellow Tokens, enhancing their market understanding and action planning.

What Are Recent G2 Reviews of Yellow Tokens?

ZYKRR- Experience Management Platform

Zykrr is an AI-powered customer experience management (CXM) platform that helps enterprises measure, understand, and improve experiences across every customer touchpoint in real-time. It integrates feedback, behavioral data, and emotional sentiment into one command center — empowering organizations to anticipate issues, act proactively, and build lasting trust. With presence across India, the U.S., and Europe, Zykrr serves over 100+ large enterprise brands, handling 50M+ reviews, 10M+ feedbacks, redefining how brands turn customer data into business outcomes.

Average Rating: 4.9/5.0

Total Reviews: 4

How Do G2 Users Rate ZYKRR- Experience Management Platform?

  • Thematic Analysis: 10.0/10 (Category avg: 8.7/10)
  • Custom Reports and Dashboards: 10.0/10 (Category avg: 8.6/10)
  • Customer Service Channels: 9.2/10 (Category avg: 8.8/10)

Who Is the Company Behind ZYKRR- Experience Management Platform?

Who Uses This Product?

  • Company Size: 25% Large, 25% Medium

What Do G2 Reviewers Say About ZYKRR- Experience Management Platform?

AI-generated summary from verified user reviews

Pros
  • Users commend the intuitive reporting dashboard of ZYKRR, enhancing decision-making with deep analytics and real-time insights.
  • Users find the ease of use of ZYKRR Experience Management Platform exceptional, streamlining setup and enhancing productivity.
  • Users find the setup process incredibly easy, enjoying a smooth and efficient onboarding experience with ZYKRR.
  • Users praise the automation capabilities of ZYKRR, enhancing efficiency in customer experience measurement across multiple channels.
  • Users appreciate the excellent customer feedback collection of ZYKRR, enhancing their understanding of customer insights effectively.

What Are Recent G2 Reviews of ZYKRR- Experience Management Platform?

Anecdote

Anecdote is an AI-powered feedback analytics platform purpose-built for Product, CX, and Engineering teams to uncover a goldmine of insights from their customers' feedback. Plug in your qualitative feedback tickets from sources such as Intercom, Zendesk, App Store and Google Play and uncover the reasons why customers churn.

Average Rating: 5.0/5.0

Total Reviews: 3

How Do G2 Users Rate Anecdote?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.4/10)
  • Thematic Analysis: 8.9/10 (Category avg: 8.7/10)
  • Custom Reports and Dashboards: 7.8/10 (Category avg: 8.6/10)
  • Customer Service Channels: 9.4/10 (Category avg: 8.8/10)

Who Is the Company Behind Anecdote?

Who Uses This Product?

  • Company Size: 67% Small, 33% Large

What Are Recent G2 Reviews of Anecdote?

Cotera OS

Cotera is the fastest way to build an AI agent. With Cotera, top teams (like Bilt Rewards, Coterie, Peloton, and Skims) are building AI agents and workflows, automating their complex, high-frequency tasks & processes, saving time and driving major gains on the balance sheet and with customer experiences. Create an agent by typing instructions like you would to a co-worker. Then give it access to hundreds of tools, and watch it work. With first-of-its-kind controls, you not only get an extremely EASY TO USE platform, but: - consistent results - can see what your agent did and why - can set cost controls on agents and processes

Average Rating: 4.8/5.0

Total Reviews: 3

How Do G2 Users Rate Cotera OS?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.4/10)
  • Thematic Analysis: 8.3/10 (Category avg: 8.7/10)
  • Customer Service Channels: 8.3/10 (Category avg: 8.8/10)

Who Is the Company Behind Cotera OS?

  • Seller: Cotera
  • Year Founded: 2022
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    16 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Do G2 Reviewers Say About Cotera OS?

AI-generated summary from verified user reviews

Pros
  • Users value the customer insights from Cotera OS, enhancing decision-making and improving overall organizational efficiency.
  • Users highlight automation features of Cotera OS that significantly enhance efficiency and decision-making across departments.
  • Users commend the exceptional customer support from Cotera, facilitating easy setups and critical insights for all teams.
  • Users value the data aggregation capabilities of Cotera OS, providing real-time insights across teams for improved operations.
  • Users commend the easy and quick setup of Cotera OS, enabling seamless integration and collaboration across teams.
Cons
  • Users note that Cotera OS is not fully self-service, relying on a data scientist for support during setup.
  • Users find the inadequate AI capabilities of Cotera OS hinder self-service and require reliance on data scientists.

What Are Recent G2 Reviews of Cotera OS?

FeatureOS

featureOS: AI-Powered User Feedback & Roadmap Management featureOS transforms user feedback into actionable insights with AI-driven analysis and seamless integrations. Say goodbye to scattered feedback—our platform aggregates, organizes, and prioritizes insights from multiple sources like Intercom, Zendesk, and support tickets, empowering teams to build better products, faster. With featureOS, you can: ✅ Collect feedback effortlessly via boards and multiple integrations. ✅ Analyze sentiment with AI to understand user needs at scale. ✅ Prioritize product roadmaps based on real customer insights. ✅ Communicate updates effectively with automated release notes. ✅ Enhance team productivity with deep integrations into Jira, ClickUp, Salesforce, Intercom, and Zendesk. Why Choose featureOS? 🔹 AI-Powered Summarization: Extract key insights from thousands of feedback points in seconds. 🔹 Advanced Search & Filters: Find relevant feedback without the clutter. 🔹 Seamless Collaboration: Align product, engineering, and customer success teams effortlessly. 🔹 Affordable & Scalable: Tailored to fit businesses of all sizes. 🔹 Boost Customer Engagement: Build a transparent feedback loop with users. 🚀 Start making data-driven product decisions today! 🔹 Sign up for a free account: https://portal.featureos.app/auth/signup 🔹 Book a demo: https://featureos.app/request-demo

Average Rating: 4.9/5.0

Total Reviews: 6

How Do G2 Users Rate FeatureOS?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.4/10)
  • Thematic Analysis: 10.0/10 (Category avg: 8.7/10)
  • Custom Reports and Dashboards: 10.0/10 (Category avg: 8.6/10)
  • Customer Service Channels: 10.0/10 (Category avg: 8.8/10)

Who Is the Company Behind FeatureOS?

Who Uses This Product?

  • Company Size: 83% Small, 17% Medium

What Do G2 Reviewers Say About FeatureOS?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the responsive Customer Care that swiftly addresses questions and implements improvements effectively.
  • Users value the exceptional customer support of FeatureOS, noting quick responses and a commitment to improvement.
  • Users appreciate the responsive customer care of FeatureOS, valuing quick answers and a focus on improvement.
  • Users praise the exceptional customer care of FeatureOS, noting quick responses and continuous improvements to the product.
  • Users value the responsive customer care of FeatureOS, noting quick resolutions and a commitment to improvement.

What Are Recent G2 Reviews of FeatureOS?

What Are G2 Users Discussing About FeatureOS?

Halosight

Halosight is a technology company whose mission is to empower every Salesforce user to make better decisions using insights from support case histories. Our strategy is to build a scalable AI platform that powers role-specific augmented intelligence.

Average Rating: 5.0/5.0

Total Reviews: 3

How Do G2 Users Rate Halosight?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.4/10)

Who Is the Company Behind Halosight?

Who Uses This Product?

  • Company Size: 67% Large, 33% Medium

What Are Recent G2 Reviews of Halosight?

What Are G2 Users Discussing About Halosight?

Operative Intelligence

Operative Intelligence trains custom models to analyze the unstructured data in your customer service interactions and automatically transforms it into real-world, actionable insights, without a single minute of human oversight. As the market’s only done-for-you, AI-powered speech & text analytics platform, OI can automatically identify: - The exact reasons why customers are contacting in their own words and in real-time - The volume, cost, sentiment, customer satisfaction and resolution of every contact - The root cause of customer pain points and repeat contacts - Exactly which inquiries can be automated with a built in business case ($) - What is driving changes in metrics i.e. Why is AHT increasing? - Agent Effectiveness for 100% of interactions - Agent performance by Inquiry type - Automated Quality Assessments - Operative Intelligence helps you save thousands of hours of human powered manual analysis/observations and improve customer experiences faster. Operative Intelligence requires no new or specialized resources and real-time insights are live in 2 weeks.

Average Rating: 4.7/5.0

Total Reviews: 3

How Do G2 Users Rate Operative Intelligence?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 9.4/10)
  • Thematic Analysis: 10.0/10 (Category avg: 8.7/10)
  • Custom Reports and Dashboards: 10.0/10 (Category avg: 8.6/10)
  • Customer Service Channels: 9.2/10 (Category avg: 8.8/10)

Who Is the Company Behind Operative Intelligence?

Who Uses This Product?

  • Company Size: 67% Medium, 33% Small

What Do G2 Reviewers Say About Operative Intelligence?

AI-generated summary from verified user reviews

Pros
  • Users admire the ease of use of Operative Intelligence, facilitating smooth implementation and valuable insights gathering.
  • Users praise the easy implementation of Operative Intelligence, enabling seamless integration and unlocking valuable insights effortlessly.
  • Users appreciate the easy setup of Operative Intelligence, enabling seamless integration and quick access to valuable insights.
  • Users value the ease of use and implementation of Operative Intelligence, enhancing customer insights and data-driven decisions.
  • Users love the variety of features in Operative Intelligence, enhancing data-driven decision-making and customer experiences.
Cons
  • Users are concerned about accuracy issues, as insights depend heavily on the quality of data analyzed.
  • Users express concerns about the high pricing of Operative Intelligence, which may be a barrier for some businesses.
  • Users feel the pricing might be high for some businesses, limiting accessibility and overall value.
  • Users are cautious about privacy concerns regarding customer data analysis, impacting their trust in the product.
  • Users express concerns about inaccurate data analysis, leading to potential privacy issues and unreliable insights.

What Are Recent G2 Reviews of Operative Intelligence?

Requesty

Requesty is the control plane for AI spend and access. Point your existing OpenAI-compatible code at a single Requesty endpoint and you reach 600+ models across every major provider (OpenAI, Anthropic, Google, Mistral, xAI and the open-weight ecosystem) without rewriting integrations or negotiating a dozen provider contracts. The gateway handles what actually breaks in production. Requests fail over down a fallback chain when a provider degrades, routing rules move traffic by cost, latency or capability. Because model choice becomes configuration rather than code, teams ship on the best model available this week instead of the one they wired in last quarter. Every request is logged and costed, so engineering and finance work from the same number: spend by model, by API key, by user, by application. Per-key, per-user and per-group budgets stop a runaway job before it turns into an invoice surprise. The same layer grows into the governance your buyers ask about. Enterprise plans add SSO, role-based access control, audit logs, approved-model allowlists, team budgets, guardrails and PII detection, so standardising how a whole company calls models doesn't mean replacing the thing your developers already like. Teams with European requirements can route through a dedicated EU gateway with in-region processing and zero data retention by default. Startups use Requesty to move faster with fewer provider dependencies. Platform teams use it to make model access a policy decision instead of a per-repo one.

Average Rating: 5.0/5.0

Total Reviews: 3

How Do G2 Users Rate Requesty?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.4/10)
  • Thematic Analysis: 9.4/10 (Category avg: 8.7/10)
  • Custom Reports and Dashboards: 10.0/10 (Category avg: 8.6/10)
  • Customer Service Channels: 9.4/10 (Category avg: 8.8/10)

Who Is the Company Behind Requesty?

  • Seller: Requesty
  • Year Founded: 2023
  • HQ Location: London, GB
  • LinkedIn® Page: www.linkedin.com
    7 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Requesty?

BackEngine

BackEngine makes customer knowledge safe and ready for AI. BackEngine is customer knowledge infrastructure for AI. It organizes customer emails, calls, messages, support interactions, and account information into a customer knowledge graph that teams can use in their existing AI tools, including Claude and ChatGPT. Connecting AI to internal systems is a starting point. Making customer knowledge useful across teams also requires bringing related information together and controlling what different people can receive. BackEngine combines knowledge organization with company-defined access controls to address both needs. Key capabilities Customer knowledge graph: Brings related customer communications and account information together into organized knowledge, so teams do not have to piece together scattered records for every question. Account-based access: Lets companies define which customer accounts each person can access. Approved access can follow someone’s responsibility for an account rather than depend only on whether they originally received an email or attended a call. Insight and source controls: Separates permission to receive approved insights from permission to access the underlying emails, transcripts, and other records. Teams can learn from customer knowledge without everyone being able to open every source. Sensitivity controls: Automatically classifies each interaction by sensitivity and lets companies define which sensitivity levels each person may access. Access to an account does not automatically unlock every conversation associated with it. Access through existing AI tools: Makes organized customer knowledge available through BackEngine’s MCP server to supported AI clients and workflows, subject to the company’s configured access policy. What teams use BackEngine for Teams use BackEngine to understand account history and commitments, identify patterns across customers, prepare for meetings and decisions, and carry relevant knowledge across departments and handoffs. The same body of customer knowledge can support different kinds of work with different access boundaries. Someone responsible for an account may be authorized to review relevant source conversations, while another team receives approved cross-account insights without access to the original records. Sensitivity restrictions still apply to the information each person may receive. Who BackEngine is for BackEngine is built for B2B companies deploying or expanding AI where important work remains limited by scattered customer information or access constraints. It supports AI enablement, IT, and business leaders working to make customer knowledge usable across sales, customer success, product, and other teams. BackEngine works alongside existing AI tools rather than replacing them. The starting point is an important customer-knowledge task, the information it requires, and the access rules it must respect.

Average Rating: 5.0/5.0

Total Reviews: 2

How Do G2 Users Rate BackEngine?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.4/10)
  • Thematic Analysis: 10.0/10 (Category avg: 8.7/10)
  • Custom Reports and Dashboards: 10.0/10 (Category avg: 8.6/10)
  • Customer Service Channels: 10.0/10 (Category avg: 8.8/10)

Who Is the Company Behind BackEngine?

Who Uses This Product?

  • Company Size: 50% Small, 50% Medium

What Do G2 Reviewers Say About BackEngine?

AI-generated summary from verified user reviews

Pros
  • Users value the rapid insights generation in BackEngine, enhancing customer satisfaction and improving overall business performance.
  • Users value the customer interaction consolidation in BackEngine, enabling key insights for various teams across the business.
  • Users value the quick feedback implementation by BackEngine, which enhances customer satisfaction and business growth.
  • Users commend BackEngine for its rapid improvement based on feedback, leading to enhanced customer satisfaction and better products.
  • Users commend the rapid improvement based on feedback from BackEngine, significantly enhancing customer satisfaction and business outcomes.

What Are Recent G2 Reviews of BackEngine?

BoltChatAI

Bolt Insight is an AI-native research and insights company built around Bolt Intelligence, our always-on consumer intelligence platform that connects qualitative research, quantitative research, UX research, and social listening in one system. Powered by Bolt IQ, our proprietary AI research brain trained on the thinking of senior researchers who've spent careers turning consumer conversations into strategic decisions, Bolt Intelligence continuously analyzes market and competitive data, proactively detects patterns, and creates your next research brief, so you can find your next innovation idea, get the consumer validation, and be market ready. You bring the business question; we help you choose the right method to answer it. Run research independently or co-design studies with our expert team. Either way, you get boardroom-ready insights that are fast, deep, and effective, without ever having to choose between quality and efficiency.

Average Rating: 4.3/5.0

Total Reviews: 2

How Do G2 Users Rate BoltChatAI?

  • Thematic Analysis: 8.3/10 (Category avg: 8.7/10)
  • Custom Reports and Dashboards: 10.0/10 (Category avg: 8.6/10)
  • Customer Service Channels: 10.0/10 (Category avg: 8.8/10)

Who Is the Company Behind BoltChatAI?

Who Uses This Product?

  • Company Size: 50% Large, 50% Medium

What Are Recent G2 Reviews of BoltChatAI?

Inia Debnath
ID
Researched and written by Inia Debnath
Updated October 21, 2026