# Top Free Emerging AI Software - Page 3

## How Many Emerging AI Software Products Does G2 Track?

**Total Products under this Category:** 8,248

### Category Stats (Aug 2026)

- **Average Rating:** 4.59/5 (↓0.09 vs Jul 2026) The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** Meta AI App (+6.92%) - Among all products in this category, Meta AI App recorded the largest rating increase compared to last month

_Last updated: August 01, 2026_

## How Does G2 Rank Emerging AI Software Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 29,400+ Authentic Reviews
- 8,248+ 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.

**Sponsored**

### CData Connect AI

CData Connect AI is the first managed MCP platform built for enterprise AI. It delivers live, governed access to hundreds of data sources—databases, SaaS apps, ERPs, and APIs—through a standardized relational interface. It closes three critical gaps: Connectivity with real-time, in-place data access and full read/write capabilities; Context through semantic intelligence so AI understands your business terms and data relationships; and Control via passthrough authentication, audit trails, and policy enforcement. The result is AI that can act on enterprise data—securely, accurately, and at scale.

[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=1010485&secure%5Bchosen_at%5D=2026-08-15T05%3A40%3A04Z&secure%5Bdisplayable_resource_id%5D=1010485&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=1010485&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=151045&secure%5Bresource_id%5D=1010485&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Femerging-ai-software%2Ffree%3Fpage%3D3&secure%5Btoken%5D=523ad55ef3284585488139b70028743cc5ed7b5601d4dc9996835150307f6ab3&secure%5Burl%5D=https%3A%2F%2Fwww.cdata.com%2Fai%2F%3Futm_source%3Dg2%26utm_medium%3Dsponsored-link%26utm_campaign%3Dconnect-ai-clicks-emerging-ai-software&secure%5Burl_type%5D=custom_url)

### [Geekflare Connect](https://www.g2.com/products/geekflare-connect/reviews)

Geekflare Connect is an AI workspace for modern businesses to reduce AI spending and collaborate with the entire team. It provides a collaborative suite of features where your entire team can chat with leading AI models. You can bring your own AI API keys and chat with multiple models at once, share prompts, augment LLM response with Internet to get real-time data, perform deep research and a lot more. In a world where new AI models are released constantly, Geekflare AI ensures your business stays agile. Instead of being locked into a single ecosystem, your team can choose the best model for any task. Key Features & Benefits: - Access Multiple AI Models: Seamlessly switch between top-tier AI models from providers like OpenAI, Google, Anthropic, Perplexity, and more, all within a single interface. - Built for Team Collaboration: Onboard your entire organization, from marketing and sales to development and support. Work together in a shared environment, manage user access, and maintain a centralized history of your AI-powered work. - Flexible Access with Geekflare Connect (BYOK): Already have API keys from AI providers? Plug them into Geekflare Connect to leverage your existing agreements while benefiting from our collaborative platform. You maintain full control over your usage and billing. - Centralized AI Workspace: Stop siloed conversations and scattered prompts. Geekflare AI provides a single source of truth for your team's AI interactions, improving efficiency and knowledge sharing. Geekflare Connect is more than just a chat interface; it's a strategic tool that centralizes, manages, and scales your company's adoption of artificial intelligence at lower cost.

**Average Rating:** 4.9/5.0

**Total Reviews:** 4

#### Who Is the Company Behind Geekflare Connect?

- **Seller:** [Geekflare](https://www.g2.com/sellers/geekflare)
- **Year Founded:** 2015
- **HQ Location:** London, GB
- **Twitter:** @GeekflareHQ  
1,621 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ffe68420352750ea887a9631ba45aa20669079230f8be62dfc6031b2a2b69b5b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fgeekflare%2F&secure%5Burl_type%5D=linkedin_company_website)  
24 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 75% Small, 25% Medium

#### What Are Recent G2 Reviews of Geekflare Connect?

**["Great Centralized AI Access, but Onboarding Takes Time"](https://www.g2.com/survey_responses/geekflare-connect-review-11811965)**

**Rating:** 4.5/5.0 stars

_— Nitish S._

[Read full review](https://www.g2.com/survey_responses/geekflare-connect-review-11811965)

**["Multi-Model Comparison Makes Geekflare Connect Stand Out"](https://www.g2.com/survey_responses/geekflare-connect-review-11945988)**

**Rating:** 5.0/5.0 stars

_— Dhruv P._

[Read full review](https://www.g2.com/survey_responses/geekflare-connect-review-11945988)

### [Mexty](https://www.g2.com/products/mexty/reviews)

Mexty is an AI-native platform for creating, delivering, assessing, and tracking interactive learning experiences. Designed for modern education, corporate training, and workforce development, Mexty combines AI-native authoring, interactive learning design, LMS capabilities, assessments, learner analytics, AI-powered learning support, and governance into one connected workflow. Unlike traditional eLearning ecosystems that require multiple disconnected tools for authoring, deployment, assessment, and analytics, Mexty was built to reduce workflow fragmentation and simplify the creation of interactive learning experiences at scale. The platform enables instructional designers, educators, trainers, universities, and organizations to create simulations, branching scenarios, decision-based activities, quizzes, adaptive learning paths, mini-games, and conversational learning experiences without the complexity of traditional development workflows. One of Mexty’s core innovations is its approach to “vibe-coding for interactive learning,” allowing creators to describe interactions, learning flows, scenarios, or activities conversationally and generate interactive learning objects rapidly while maintaining full instructional control. All generated content remains editable, enabling teams to refine text, visuals, layouts, interactions, feedback, navigation, and learning structure manually when needed. Mexty also integrates a “Source of Truth” framework that allows organizations and institutions to constrain AI generation to validated documents, academic references, official programs, or internal knowledge bases. This helps improve reliability, reduce hallucinations, strengthen pedagogical alignment, and support governance requirements in educational and enterprise environments. With Mexty V3, the platform expands beyond AI-native authoring into a more complete AI-native secure learning infrastructure by integrating LMS capabilities, assessment workflows, learner tracking, and analytics. Organizations can create, deploy, assess, and monitor learning experiences directly inside Mexty while preserving SCORM compatibility and interoperability with existing LMS ecosystems. The platform is designed to support modern learning approaches focused on interactivity, practice, contextual learning, competency validation, adaptive experiences, and learner engagement rather than static content consumption alone. Mexty supports use cases across higher education, K-12, vocational training, onboarding, compliance, professional development, and enterprise learning. Mexty is also strongly committed to privacy, security, responsible AI, and regulatory compliance. The platform is designed with GDPR/RGPD-aligned practices, AI Act readiness, data protection, governance controls, and trusted content management at its core. Mexty has officially started its ISO 27001 and SOC 2 certification processes to further strengthen its security, privacy, and enterprise-readiness commitments. Mexty also places strong emphasis on sovereignty and controlled AI adoption, with support for European hosting, Source of Truth governance, and compatibility with multiple large language models, including European AI technologies such as Mistral AI. This enables institutions and organizations to adopt AI in learning while maintaining greater control over their data, content, infrastructure, and compliance requirements. Mexty’s vision is to help organizations move from fragmented content production workflows toward connected, AI-native learning systems that simplify the creation, deployment, assessment, governance, and continuous improvement of interactive learning experiences.

**Average Rating:** 4.8/5.0

**Total Reviews:** 19

#### Who Is the Company Behind Mexty?

- **Seller:** [Mexty](https://www.g2.com/sellers/mexty)
- **HQ Location:** N/A
- **Twitter:** @mexty\_ai
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®
- **Ownership:** Private Company

#### Who Uses This Product?

- **Company Size:** 68% Small, 21% Medium

#### What Do G2 Reviewers Say About Mexty?

_AI-generated summary from verified user reviews_

##### Pros

- Users value Mexty's **interactive learning content** , enhancing creativity and engagement in educational experiences.
- Users value the **ease of use** of Mexty, enabling quick modifications and seamless e-learning module creation.
- Users value the **creative and interactive learning** approach of Mexty, enhancing engagement in educational experiences.
- Users value the **easy creation** of engaging learning content with Mexty, enjoying seamless workflows and quick results.
- Users value the **engaging content** Mexty provides, enhancing creativity and interaction in educational experiences.

##### Cons

- Users desire more **customization options** in Mexty to better adapt the platform to diverse teaching styles.
- Users experience **navigation issues** , finding some features hidden and icons too small for easy access initially.
- Users note that the product's **poor quality** presents issues with screen reader accessibility and inconsistent AI performance.
- Users find the **access issues** with Mexty frustrating, particularly regarding screen reader support and optimization.
- Users feel that Mexty's **access restrictions** lacking optimization hinder the experience for those relying on screen readers.

#### What Are Recent G2 Reviews of Mexty?

**["Mexty Makes Rapid Arabic Interactive Prototyping Effortless"](https://www.g2.com/survey_responses/mexty-review-12858377)**

**Rating:** 5.0/5.0 stars

_— Salma A._

[Read full review](https://www.g2.com/survey_responses/mexty-review-12858377)

**["Eyelash Extension Training, quick creation and possibility of passive income"](https://www.g2.com/survey_responses/mexty-review-12803593)**

**Rating:** 4.5/5.0 stars

_— lina b._

[Read full review](https://www.g2.com/survey_responses/mexty-review-12803593)

### [Replenit](https://www.g2.com/products/replenit/reviews)

Start with the problem. Every retailer runs the same model. They segment customers into groups, build campaigns on a calendar, and send to lists. It was always a workaround. No team and no tool could reason about each customer individually, so retailers averaged. The cost is everywhere: generic timing, missed reorders, blunt promotions, churn caught too late. Their stack does not fix it. The CDP stores data and stops. The CEP sends what it is told. BI reports the past. None of them decide what to do for each customer, so the decision falls back on a human team already at capacity. Replenit's Maestro is the missing capability. It is the world's first AI CRM Manager, and retailers hire it the way they would hire a person. It reasons, remembers, decides, and executes for every single customer, autonomously, on the stack they already run. Here is how. Maestro builds a living memory of every customer, product, and brand, far beyond raw events. It applies more than a hundred industry skills that reason like a category expert: a skincare specialist, a stylist, a furniture planner. It owns the lifecycle end to end, cross-sell, replenishment, engagement, winback, churn. And it turns every decision into a Golden Decision Event, the reasoning and the finished content together, ready to execute across email, app, WhatsApp, and any channel through the tools already in place. The results are real. L'Occitane lifted post-purchase revenue 235 percent. Mumzworld reached 42 times ROI. iBOOD went from zero to a meaningful revenue share in under two months. And the close: in the AI era, the retailers that win the most CLTV will not be the ones sending more campaigns or building better segments. They will be the ones managing every customer relationship individually, continuously, intelligently, and commercially.

**Average Rating:** 4.8/5.0

**Total Reviews:** 44

#### Who Is the Company Behind Replenit?

- **Seller:** [Replenit](https://www.g2.com/sellers/replenit)
- **Company Website:** replen.it
- **Year Founded:** 2025
- **HQ Location:** Warszawa,, PL
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7f30ca3d9361143cbaf70cdc21939a380f9d0a86c6f3e83572211478cc70061f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Freplen-it&secure%5Burl_type%5D=linkedin_company_website)  
24 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Retail, Cosmetics
- **Company Size:** 45% Small, 34% Medium

#### What Do G2 Reviewers Say About Replenit?

_AI-generated summary from verified user reviews_

##### Pros

- Users love the **effortless and intuitive replenishment process** of Replenit, making restocking essentials simpler and more personal.
- Users commend the **incredibly supportive customer support** of Replenit, making onboarding and integration seamless and effective.
- Users appreciate the **automation of post-purchase activities** with Replenit, significantly enhancing customer retention and experience.
- Users value the **effortless replenishment process** of Replenit, with personalized reminders ensuring timely restocks of essentials.
- Users highlight the **wide variety of features** in Replenit that simplify customer journey management and enhance retention.

##### Cons

- Users note **complex usability** in aligning replenishment triggers, necessitating adjustments for optimal performance and timing.
- Users note **feature limitations** in Replenit, particularly in configuration and category-specific recommendations, impacting usability.
- Users feel that **reporting features need improvements** , especially regarding edit capabilities and the data dashboard.
- Users feel the **limited flexibility** of Replenit restricts use cases, hoping for broader integration and diversity in the future.
- Users face **campaign management issues** when tuning replenishment triggers and synchronizing promotional campaigns with restock reminders.

#### What Are Recent G2 Reviews of Replenit?

**["Simplifies Complex AI with Strategic Partnership"](https://www.g2.com/survey_responses/replenit-review-12693003)**

**Rating:** 5.0/5.0 stars

_— Batuhan ._

[Read full review](https://www.g2.com/survey_responses/replenit-review-12693003)

**["AI-Powered Insights Into Scalable Customer Engagement"](https://www.g2.com/survey_responses/replenit-review-13059144)**

**Rating:** 4.5/5.0 stars

_— asli g._

[Read full review](https://www.g2.com/survey_responses/replenit-review-13059144)

### [Alie](https://www.g2.com/products/alie/reviews)

Suggest IQ is Muvi’s AI-powered Recommendation Engine useful for website & mobile applications. Suggest IQ captures and analyzes user data to make accurate product/content recommendations in real-time as per individual user’s tastes and preferences. Best suited for streaming services, e-commerce sites, and EdTech portals, Suggest IQ is known for hassle-free integration and commits to 100% Transparent data usage.

**Average Rating:** 4.8/5.0

**Total Reviews:** 4

#### Who Is the Company Behind Alie?

- **Seller:** [Muvi](https://www.g2.com/sellers/muvi-3d02c940-269c-4418-bca1-88682586cb16)
- **Year Founded:** 2013
- **HQ Location:** Ashburn, Virginia
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b7f46e1f6cf2e9b49195c8a2c7d445c53e5548f0a671494406ff3a2c2a27ecd8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmuvi-com%2F&secure%5Burl_type%5D=linkedin_company_website)  
201 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Do G2 Reviewers Say About Alie?

_AI-generated summary from verified user reviews_

##### Pros

- Users love the **personalized recommendations** from Alie, appreciating how it tailors suggestions based on their preferences.

#### What Are Recent G2 Reviews of Alie?

**["Satisfying Daily Use with Quality Responses"](https://www.g2.com/survey_responses/alie-review-12680492)**

**Rating:** 4.5/5.0 stars

_— Vj P._

[Read full review](https://www.g2.com/survey_responses/alie-review-12680492)

**["Instantly Deployable, Fast, and Secure"](https://www.g2.com/survey_responses/alie-review-12681446)**

**Rating:** 5.0/5.0 stars

_— Pavan A._

[Read full review](https://www.g2.com/survey_responses/alie-review-12681446)

#### What Are G2 Users Discussing About Alie?

- [What is Alie used for?](https://www.g2.com/discussions/what-is-alie-used-for)

### [Cast AI](https://www.g2.com/products/cast-ai/reviews)

Cast AI is an automation platform for operating cloud-native and AI infrastructure at scale. It keeps applications fast and stable by continuously optimizing production systems and eliminating manual operations as environments scale.

**Average Rating:** 4.6/5.0

**Total Reviews:** 204

#### Who Is the Company Behind Cast AI?

- **Seller:** [Cast AI](https://www.g2.com/sellers/cast-ai)
- **Company Website:** cast.ai
- **Year Founded:** 2019
- **HQ Location:** Miami, FL
- **Twitter:** @cast\_ai  
1,826 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b990abefe06f5b3a16e017d6d0604856349863351a00b955116637b9661f74ff&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcast-ai&secure%5Burl_type%5D=linkedin_company_website)  
340 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** DevOps Engineer, Senior DevOps Engineer
- **Top Industries:** Information Technology and Services, Financial Services
- **Company Size:** 41% Medium, 22% Large

#### What Do G2 Reviewers Say About Cast AI?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **cost management capabilities** of CAST AI, effectively reducing cluster costs and avoiding interruptions.
- Users value the **cost-saving benefits** of CAST AI, significantly reducing cloud expenses while optimizing Kubernetes management.
- Users value the **ease of use** of CAST AI, finding it straightforward to set up and operate effectively.
- Users highlight the **significant cost reduction** achieved with CAST AI through autonomous optimization and intelligent resource management.
- Users value the **cost-effectiveness** of CAST AI for managing clusters and optimizing expenses effortlessly.

##### Cons

- Users face **scaling issues** with CAST AI when dealing with bursty workloads, affecting performance and budget management.
- Users find the **pricing high** , especially for small clusters, despite the tool paying for itself initially.
- Users face a **substantial learning curve** with advanced features, requiring time to understand and utilize effectively.
- Users report **poor documentation** leading to confusion and contradictory information from support, complicating their experience.
- Users find **pricing issues** with CAST AI, highlighting a need for improved clarity and transparency in cost reporting.

#### What Are Recent G2 Reviews of Cast AI?

**["Stop Overpaying for Kubernetes! This One Tool Changed How We Manage K8s"](https://www.g2.com/survey_responses/cast-ai-review-13248011)**

**Rating:** 5.0/5.0 stars

_— Hruthik G._

[Read full review](https://www.g2.com/survey_responses/cast-ai-review-13248011)

**["Automated Kubernetes Optimization with Clear Cost Visibility and Real Savings"](https://www.g2.com/survey_responses/cast-ai-review-13213751)**

**Rating:** 4.5/5.0 stars

_— Ankit K._

[Read full review](https://www.g2.com/survey_responses/cast-ai-review-13213751)

#### What Are G2 Users Discussing About Cast AI?

- [What is CAST AI used for?](https://www.g2.com/discussions/what-is-cast-ai-used-for) - 1 comment, 1 upvote

### [Incerto](https://www.g2.com/products/incerto/reviews)

Incerto is your AI-native copilot that understands your database and helps you do tasks faster using natural language, with the help of multiple AI agents. It runs an advance context engine under the hood which helps AI agents truly understand your databases. With our AI Copilot for Databases: - Devs/DBAs no longer need to manually hunt for issues, Incerto automatically detect production problems and provide ready-to-apply solutions. - BI teams can uncover insights and deliver reports the same day - no more waiting weeks. - Software developers can write efficient queries without relying on DBAs for every optimization.

**Average Rating:** 4.7/5.0

**Total Reviews:** 3

#### Who Is the Company Behind Incerto?

- **Seller:** [Incerto Technologies](https://www.g2.com/sellers/incerto-technologies)
- **HQ Location:** Bengaluru, Karanataka, India
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=060621b9ccf0db790b66e6d4c247deecd471ec51877318a47c596633121d5f3f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fincerto-technologies%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®
- **Phone:** 9591653409

#### Who Uses This Product?

- **Company Size:** 67% Small, 33% Medium

#### What Are Recent G2 Reviews of Incerto?

**["Productivity Boost Through Intelligent Automation"](https://www.g2.com/survey_responses/incerto-review-11451039)**

**Rating:** 4.0/5.0 stars

_— Shubham M._

[Read full review](https://www.g2.com/survey_responses/incerto-review-11451039)

**["Best AI Database tool"](https://www.g2.com/survey_responses/incerto-review-11522387)**

**Rating:** 5.0/5.0 stars

_— Ruturaj S._

[Read full review](https://www.g2.com/survey_responses/incerto-review-11522387)

### [Lookio](https://www.g2.com/products/lookio/reviews)

Lookio is the API-first brain for your company’s automation. It allows you to transform disorganized internal documentation including PDFs, Docx, TXT, CSV, and live URLs into intelligent AI assistants that deliver precise, source-cited answers. While tools like GPTs lock your knowledge in a standalone chat window, Lookio is built for the agentic era. With a robust REST API, a dedicated MCP server, and a powerful CLI, Lookio acts as the long-term memory for your AI agents (Claude, Antigravity) and automated workflows (n8n, Make, Zapier). Key features: - Hybrid knowledge base: Securely sync proprietary docs and live website sitemaps to create a comprehensive expert system. - Sourced accuracy (RAG): Every answer is grounded in your verified documents, eliminating hallucinations and providing clear citations. - Built for automation: Use our API to power custom support bots, SEO content pipelines, or internal knowledge hubs without building a RAG stack from scratch. - Flexible query modes: Choose between eco, flash, Europe, and deep modes to perfectly balance speed, intelligence, and cost. - Live AI widgets: Deploy a knowledge-aware chat widget to your website or documentation platform in under 2 minutes.

**Average Rating:** 5.0/5.0

**Total Reviews:** 3

#### Who Is the Company Behind Lookio?

- **Seller:** [Lookio](https://www.g2.com/sellers/lookio)
- **Year Founded:** 2025
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2c964166e50a5060c5fd8dd17e6a97a3c077a67f083fdc0f7e62909a2cedc633&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flookio-app%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Are Recent G2 Reviews of Lookio?

**["Effortless Content Creation and Integration with Lookio"](https://www.g2.com/survey_responses/lookio-review-12825709)**

**Rating:** 5.0/5.0 stars

_— Salome M._

[Read full review](https://www.g2.com/survey_responses/lookio-review-12825709)

**["Easy Source Management and High-Quality RAG Responses Across Projects"](https://www.g2.com/survey_responses/lookio-review-12746912)**

**Rating:** 5.0/5.0 stars

_— Verified User in Computer Software_

[Read full review](https://www.g2.com/survey_responses/lookio-review-12746912)

### [Opper AI](https://www.g2.com/products/opper-ai/reviews)

Opper AI is a developer platform for reliable agents. One API to build and deploy powerful AI agents in production. Opper AI replaces fragile prompt chains with a task‑completion API. Describe tasks once in JSON - inputs, expected output, and a success test - and call a single endpoint. Opper builds prompts, routes them across 100+ proprietary and open‑source LLMs, and auto‑retries or falls back until the response passes your test. It returns structured output, a pass/fail flag and stores each success as an example for future runs.

**Average Rating:** 5.0/5.0

**Total Reviews:** 3

#### Who Is the Company Behind Opper AI?

- **Seller:** [Opper Technology AB](https://www.g2.com/sellers/opper-technology-ab)
- **Year Founded:** 2023
- **HQ Location:** Stockholm, SE
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9f1a31b6d71225e1c9d28d68938010abf6b455434e219688dc0f1d15aad09c90&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fopper-ai&secure%5Burl_type%5D=linkedin_company_website)  
9 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Are Recent G2 Reviews of Opper AI?

**["Streamlined Compliance Checks with Traceable Results"](https://www.g2.com/survey_responses/opper-ai-review-11951752)**

**Rating:** 4.5/5.0 stars

_— Rickard S._

[Read full review](https://www.g2.com/survey_responses/opper-ai-review-11951752)

**["Multi-model AI flexibility that lets us stay ahead without vendor lock-in"](https://www.g2.com/survey_responses/opper-ai-review-11883561)**

**Rating:** 5.0/5.0 stars

_— Erwan L._

[Read full review](https://www.g2.com/survey_responses/opper-ai-review-11883561)

### [Agentio](https://www.g2.com/products/agentio/reviews)

Agentio simplifies creator-led advertising by making it easy to buy ad reads from top YouTube creators. You can manage your campaigns effortlessly, ensuring you reach your target audience with engaging, authentic content. Drive higher conversions and sales while benefiting from direct integration with creators who resonate with your brand. - Identify conversions driven by creator content on Agentio - Track conversion revenue to measure return on ad spend (ROAS) - Evaluate campaign results and adjust strategies for higher conversions Designed for performance marketers, Agentio streamlines the entire workflow—from creator discovery and bidding to content approval and performance tracking. Brands use Agentio to run high-trust, in-content YouTube integrations at scale—turning word-of-mouth into a measurable, repeatable growth channel.

**Average Rating:** 4.9/5.0

**Total Reviews:** 66

#### Who Is the Company Behind Agentio?

- **Seller:** [Agentio](https://www.g2.com/sellers/agentio)
- **Company Website:** www.agentio.com
- **Year Founded:** 2023
- **HQ Location:** Brooklyn, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2c5c840a6dc7df5c6022dcfe91eda4467752f2d3ed923d4acb97a3b68b734c86&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fagentio-hq&secure%5Burl_type%5D=linkedin_company_website)  
66 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Talent Manager
- **Top Industries:** Marketing and Advertising, Entertainment
- **Company Size:** 61% Small, 12% Medium

#### What Do G2 Reviewers Say About Agentio?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **intuitive platform** of Agentio, noting its simplicity and efficiency in managing sponsorships.
- Users laud the **excellent customer support** from Agentio, appreciating their sincere engagement and guidance throughout the setup process.
- Users appreciate the **seamless efficiency** of Agentio, streamlining collaboration and enhancing overall project management significantly.
- Users find the **extraordinarily helpful support** from Agentio team essential for successful campaign management and client relations.
- Users appreciate the **time-saving capabilities** of Agentio, streamlining workflows and enhancing campaign efficiency significantly.

##### Cons

- Users find **limited offers** in Agentio frustrating, with inflexible negotiation and quick budget fills hindering opportunities.
- Users express frustration with **negotiation issues** , citing slow response times and potential deal losses during the process.
- Users find Agentio's pricing **expensive** and uncompetitive, limiting opportunities and flexibility for creators seeking better deals.
- Users face **adjustment issues** related to negotiation and communication, affecting deal acceptance and client satisfaction.
- Users find the **negotiation process awkward** and rate offers as low, impacting appeal for securing valuable deals.

#### What Are Recent G2 Reviews of Agentio?

**["A fantastic platform for streamlining negotiation!"](https://www.g2.com/survey_responses/agentio-review-12034136)**

**Rating:** 5.0/5.0 stars

_— Sophie R._

[Read full review](https://www.g2.com/survey_responses/agentio-review-12034136)

**["Streamlined Creator Partnerships with Minimal Learning Curve"](https://www.g2.com/survey_responses/agentio-review-12002583)**

**Rating:** 5.0/5.0 stars

_— Olivia H._

[Read full review](https://www.g2.com/survey_responses/agentio-review-12002583)

### [Applied Labs](https://www.g2.com/products/applied-labs/reviews)

Applied Labs is an AI-native customer service platform built for support teams. Unlike legacy helpdesks or bolted-on AI tools, Applied Labs resolves customer interactions end-to-end with no human intervention required: handling refunds, order modifications, subscription saves, cancellation retention, loyalty logic, and WISMO across chat, email, voice, and more. Why brands switch from Gorgias, Zendesk, and Intercom: - No per-seat pricing. You only pay for AI-resolved interactions. - 90%+ AI CSAT with 0 critical issues in 30 days. - Full visibility into every agent decision - audit, QA, and modify any AI action taken. - One unified platform: AI agents, helpdesk, QA, VoC, and analytics built in. not stitching together tools Trusted by: FabFitFun, Sundays for Dogs, Truemed, ripple+, and more. Applied Assurance: Every deployment is guaranteed 90%+ AI CSAT with 0 critical issues in 30 days, or we make it right. Includes a dedicated Agent PM and engineer from day one. Built for DTC ecommerce, marketplaces, fintech, healthtech, and more that integrates with your existing stack or replaces it entirely.

**Average Rating:** 4.5/5.0

**Total Reviews:** 2

#### Who Is the Company Behind Applied Labs?

- **Seller:** [Applied Labs AI](https://www.g2.com/sellers/applied-labs-ai)
- **Year Founded:** 2024
- **HQ Location:** New York, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7639bdaec63d721f23df914dc1fc9767f64d2e6b1be3e17bcd0b46349fe787cf&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fapplied-labs-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Medium

#### What Are Recent G2 Reviews of Applied Labs?

**["Applied Labs: Amazing Product, Even Better Partners"](https://www.g2.com/survey_responses/applied-labs-review-12893651)**

**Rating:** 5.0/5.0 stars

_— Jeff L._

[Read full review](https://www.g2.com/survey_responses/applied-labs-review-12893651)

**["Elevated Customer Support with Applied Labs"](https://www.g2.com/survey_responses/applied-labs-review-12908199)**

**Rating:** 4.0/5.0 stars

_— Sydney L._

[Read full review](https://www.g2.com/survey_responses/applied-labs-review-12908199)

### [Contextual AI](https://www.g2.com/products/contextual-ai/reviews)

Contextual AI provides a complete, modular development platform for building enterprise AI agents that delivers exceptional accuracy out of the box. We fill the gap between the unique AI experience needed for each organization and the massive volumes of enterprise data needed to fuel those experiences. We call this the context layer. With Contextual AI, AI teams can scale faster, build more efficiently, and focus on shipping AI agents—not RAG infrastructure.

**Average Rating:** 3.8/5.0

**Total Reviews:** 2

#### Who Is the Company Behind Contextual AI?

- **Seller:** [Contextual AI](https://www.g2.com/sellers/contextual-ai)
- **HQ Location:** Mountain View, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0865a7bd4ba5db89b58324bbf165a8f8833af7e03d8f87523a3318bbaacfd19e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcontextualai&secure%5Burl_type%5D=linkedin_company_website)  
93 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 67% Medium, 33% Small

#### What Are Recent G2 Reviews of Contextual AI?

**["Context-Aware Responses That Feel Truly Helpful"](https://www.g2.com/survey_responses/contextual-ai-review-13268857)**

**Rating:** 4.0/5.0 stars

_— CA Kushagra G._

[Read full review](https://www.g2.com/survey_responses/contextual-ai-review-13268857)

**["A Strong Platform for Enterprise RAG Applications"](https://www.g2.com/survey_responses/contextual-ai-review-13181247)**

**Rating:** 4.0/5.0 stars

_— Jeni J._

[Read full review](https://www.g2.com/survey_responses/contextual-ai-review-13181247)

### [Flexprice](https://www.g2.com/products/flexprice/reviews)

Flexprice is a usage-based billing and monetization platform purpose-built for AI-native and agentic companies. Where legacy billing tools were designed for flat subscriptions, Flexprice is built for the way modern AI products actually generate revenue metering tokens, API calls, agent runs, GPU seconds, credits, and hybrid enterprise contracts, all in real time. Most engineering teams that try to build usage-based billing in-house spend months on infrastructure before writing a single line of product code. Flexprice eliminates that overhead entirely. With a developer-first, API-led architecture, teams can integrate real-time usage metering, configure pricing models, and automate invoicing within days not quarters. The platform handles the full revenue workflow across four stakeholder groups simultaneously: engineering teams get production-ready APIs and SDKs that ingest millions of usage events without custom pipeline work; product teams can launch and iterate on pricing and packaging without requiring engineering rebuilds; finance teams get line-item billing detail and audit-ready reporting; and CFOs get real-time revenue visibility that closes the books faster. Core capabilities include: Real-time usage metering — ingest and aggregate events across any dimension: tokens, minutes, requests, seats, or custom metrics Credits & wallets — prepaid credit management, balance tracking, and automated top-ups for consumption-based products Flexible pricing models — support for usage-based, subscription, hybrid, tiered, volume, and enterprise contract pricing in a single platform Billing & invoicing automation — PDF invoice generation, Stripe Payments integration, multi-currency billing, dunning, and payment retries Pricing experiments test and roll out pricing changes without engineering involvement 50+ integrations including HubSpot, Stripe Tax, and data platform connectors Flexprice is trusted by 100+ AI and agentic companies from early-stage products to enterprise platforms processing millions of agent calls daily. It is available as a fully managed cloud platform or as an open-source deployment for teams who need full infrastructure control. Enterprise customers can also deploy Flexprice in a private VPC or on-premises environment with SOC 2 Type 2 compliance, SAML SSO, SCIM provisioning, and custom SLAs. The company is backed by TDV Partners, Shastra VC, and the Anupam Mittal Family Fund, alongside operators from Innovaccer, Zomato, and Aftershoot. Whether you're launching your first metered product or rebuilding an enterprise billing stack that can no longer keep up with AI-scale usage, Flexprice gives every team, engineering, product, and finance the infrastructure to monetize faster and with full confidence in every line item.

**Average Rating:** 4.8/5.0

**Total Reviews:** 2

#### Who Is the Company Behind Flexprice?

- **Seller:** [Flexprice](https://www.g2.com/sellers/flexprice)
- **Year Founded:** 2024
- **HQ Location:** San Francisco, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fe14747a5310ed592a94912ea9aab027e018a9c82a0634ebe3f9869085ed1912&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fflexpriceio&secure%5Burl_type%5D=linkedin_company_website)  
16 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Are Recent G2 Reviews of Flexprice?

**["Seamless Integration and Speedy Pricing Experiments"](https://www.g2.com/survey_responses/flexprice-review-13074285)**

**Rating:** 5.0/5.0 stars

_— Aradhya S._

[Read full review](https://www.g2.com/survey_responses/flexprice-review-13074285)

**["Seamless Plan Management with Robust Integration"](https://www.g2.com/survey_responses/flexprice-review-13062518)**

**Rating:** 4.5/5.0 stars

_— Verified User in Financial Services_

[Read full review](https://www.g2.com/survey_responses/flexprice-review-13062518)

### [Grafana Labs](https://www.g2.com/products/grafana-labs/reviews)

Grafana Labs provides an open and composable monitoring and observability stack built around Grafana, the leading open source technology for dashboards and visualization. There are more than 3,000 Grafana Labs customers, including Bloomberg, Citigroup, Dell Technologies, Salesforce, and TomTom, and more than 1 million active instances of Grafana around the world. Grafana Labs helps companies manage their observability strategies with the LGTM Stack, which can be run fully managed with Grafana Cloud or self-managed with the Grafana Enterprise offerings, both featuring scalable metrics (Grafana Mimir), logs (Grafana Loki), and traces (Grafana Tempo) as well as extensive enterprise data source plugins, dashboard management, alerting, reporting, and security. Grafana Labs is backed by leading investors Lightspeed Venture Partners, Lead Edge Capital, GIC, Sequoia Capital, Coatue, and J.P. Morgan. Follow Grafana Labs on LinkedIn and Twitter or visit https://grafana.com.

**Average Rating:** 4.5/5.0

**Total Reviews:** 162

#### Who Is the Company Behind Grafana Labs?

- **Seller:** [Grafana Labs](https://www.g2.com/sellers/grafana-labs)
- **Year Founded:** 2014
- **HQ Location:** New York
- **Twitter:** @grafana  
71,444 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=55deb351586ac844302bd5b232ffaab97f2744e502c2117dd39cd597287e80d7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F11062162%2F&secure%5Burl_type%5D=linkedin_company_website)  
1,842 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Engineer, DevOps Engineer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 46% Medium, 28% Large

#### What Do G2 Reviewers Say About Grafana Labs?

_AI-generated summary from verified user reviews_

##### Pros

- Users praise Grafana for its **intuitive and flexible data visualization** , enhancing their ability to monitor performance effectively.
- Users appreciate the **ease of use** of Grafana, enjoying seamless integration and intuitive dashboard setup for monitoring.
- Users value the **intuitive and flexible dashboard usability** of Grafana, enhancing their data visualization experience effortlessly.
- Users value the **real-time monitoring** capabilities of Grafana Labs, enabling effective visualization and quick response to system performance.
- Users value the **flexibility and clarity** of Grafana for effective monitoring and visualization of metrics.

##### Cons

- Users find the **learning curve steep** , with initial setup, navigation, and documentation proving challenging for new users.
- Users often face a **complex setup** process with Grafana Labs, making initial dashboard configuration challenging for newcomers.
- Users find the **learning difficulty** of Grafana frustrating, especially with complex setups and a clumsy interface.
- Users find the **difficult learning curve** challenging, particularly when creating advanced dashboards or configurations.
- Users find the **initial setup and configuration complex** , making it challenging for newcomers to effectively utilize Grafana Labs.

#### What Are Recent G2 Reviews of Grafana Labs?

**["Single Pane of Glass Dashboards Built in Minutes—No SQL Needed"](https://www.g2.com/survey_responses/grafana-labs-review-13207743)**

**Rating:** 4.5/5.0 stars

_— Abhinav C._

[Read full review](https://www.g2.com/survey_responses/grafana-labs-review-13207743)

**["Proactive Site Monitoring with Handy Alerts"](https://www.g2.com/survey_responses/grafana-labs-review-13221257)**

**Rating:** 5.0/5.0 stars

_— Aldo M._

[Read full review](https://www.g2.com/survey_responses/grafana-labs-review-13221257)

#### What Are G2 Users Discussing About Grafana Labs?

- [What framework does Grafana use?](https://www.g2.com/discussions/what-framework-does-grafana-use)
- [What are the components of Grafana?](https://www.g2.com/discussions/what-are-the-components-of-grafana)
- [What are the benefits of Grafana?](https://www.g2.com/discussions/what-are-the-benefits-of-grafana)
- [What is Grafana software used for?](https://www.g2.com/discussions/what-is-grafana-software-used-for)

### [Guideless](https://www.g2.com/products/guideless-guideless/reviews)

Guideless is an AI-powered software documentation and video guide creation tool that helps teams turn on-screen workflows into narrated, shareable video guides. It is designed for product, customer success, support, and operations teams that need to explain software processes clearly and efficiently. Guideless captures user actions directly in the browser and converts them into structured guides with automatically generated captions and AI-written narration. The platform focuses on reducing the time and effort required to produce high-quality documentation, while maintaining consistency across guides. It supports multiple languages and voice options, allowing teams to localize content and adapt tone to different audiences. Typical use cases include employee onboarding, customer education, product walkthroughs, internal training, and help center content creation. Guides can be distributed as links, embedded into documentation, or exported as video files. Key capabilities include: • Automated capture of user workflows with step-by-step structure • AI-generated captions and narration based on recorded actions • Natural-sounding voiceovers in multiple languages and styles • Editing tools to refine content, timing, and structure • Customization options to align guides with brand elements such as colors and backgrounds • Insights to understand how your audience interacts with your guides • Team workspaces to collaborate, co-create, and organize guides • Flexible sharing via links, embeds, or MP4 export Guideless is used by teams that want to scale knowledge sharing without relying on manual video editing or complex documentation tools. It is particularly useful in environments where processes change frequently and up-to-date guidance is required. The product aims to simplify how instructional content is created and distributed, enabling non-technical users to produce consistent, professional guides with minimal effort.

**Average Rating:** 5.0/5.0

**Total Reviews:** 4

#### Who Is the Company Behind Guideless?

- **Seller:** [Guideless](https://www.g2.com/sellers/guideless)
- **Year Founded:** 2025
- **HQ Location:** Vilnius, Lithuania
- **Twitter:** @guidelessHQ  
32 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9bbd336443663ba99478db231eab26b6848c923d7daf356a38cdf9da0d29c830&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fguideless%2F&secure%5Burl_type%5D=linkedin_company_website)  
12 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 75% Small, 25% Medium

#### What Are Recent G2 Reviews of Guideless?

**["Guideless Makes Onboarding Videos Stupidly Simple, Beautiful, and Fast"](https://www.g2.com/survey_responses/guideless-review-12517081)**

**Rating:** 5.0/5.0 stars

_— Chris C._

[Read full review](https://www.g2.com/survey_responses/guideless-review-12517081)

**["Guideless Makes Training Guides Fast, Easy, and Surprisingly Natural"](https://www.g2.com/survey_responses/guideless-review-13101670)**

**Rating:** 5.0/5.0 stars

_— Rasa S._

[Read full review](https://www.g2.com/survey_responses/guideless-review-13101670)

### [Job Match Pro](https://www.g2.com/products/job-match-pro-by-mployee-me-job-match-pro/reviews)

Job Match Pro is an AI-powered job matching platform that analyzes resumes and connects job seekers with relevant opportunities from platforms such as Naukri, Foundit, and LinkedIn. The software scans job listings to provide recommendations based on qualifications and career goals, streamlining the search process by filtering out irrelevant positions. The platform alerts users to new postings within a specific timeframe, which can increase the likelihood of being shortlisted. Job Match Pro also includes resume optimization capabilities that analyze job descriptions and suggest keywords to improve compatibility with applicant tracking systems, potentially enhancing visibility to employers. The software automates job matching and resume enhancement, allowing users to concentrate on applying to positions that align with their skills and experience.

**Average Rating:** 4.8/5.0

**Total Reviews:** 2

#### Who Is the Company Behind Job Match Pro?

- **Seller:** [Mployee.me](https://www.g2.com/sellers/mployee-me)
- **Year Founded:** 2021
- **HQ Location:** Noida, IN
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8dd54e40a50a0dc1df34bd0975f4b703c16e5bc393a255824ad78ec406b4908d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmployee-me&secure%5Burl_type%5D=linkedin_company_website)  
11 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Are Recent G2 Reviews of Job Match Pro?

**["Spot-On Job Recommendations That Saved Me Time"](https://www.g2.com/survey_responses/job-match-pro-review-12927456)**

**Rating:** 5.0/5.0 stars

_— Shrey D._

[Read full review](https://www.g2.com/survey_responses/job-match-pro-review-12927456)

**["Highly relevant and tailored job recommendations"](https://www.g2.com/survey_responses/job-match-pro-review-12927487)**

**Rating:** 4.5/5.0 stars

_— Ujjwal T._

[Read full review](https://www.g2.com/survey_responses/job-match-pro-review-12927487)

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