Best AI App Builder Software - Page 2

How Many AI App Builder Software Products Does G2 Track?

Total Products under this Category: 516

Category Stats (Aug 2026)

  • Average Rating: 4.67/5 (↑0.03 vs Jul 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Bolt.new (+37.77%) - Among all products in this category, Bolt.new recorded the largest rating increase compared to last month

Last updated: August 04, 2026

How Does G2 Rank AI App Builder Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 37,300+ Authentic Reviews
  • 516+ 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 AI App Builder Software

G2 Grid® for AI App Builder Software plotting products by satisfaction and market presence

Highlighted products: Lovable, Replit, Jotform Apps, UiPath Agentic Automation, ServiceNow App Engine, OutSystems, Microsoft Power Apps, and monday AI Work Platform.

Underlying data: [Grid® JSON](https://www.g2.com/categories/ai-app-builder/grids.json?focus%5B%5D=lovable&focus%5B%5D=replit&focus%5B%5D=jotform-apps&focus%5B%5D=uipath-agentic-automation&focus%5B%5D=servicenow-app-engine&focus%5B%5D=outsystems&focus%5B%5D=microsoft-power-apps&focus%5B%5D=monday-com)

Sponsored

Mitratech AssureHire

Compliant, Efficient Background Screening with a Focus on Candidate Experience Accredited by the PBSA (Professional Background Screening Association) and as a SOC2 certified provider, we deliver background screening solutions that prioritize accuracy, speed, and a positive candidate journey. Accelerate Your Hiring with Confidence: 1. Rapid, Reliable Results: Don't let slow background checks create hiring bottlenecks. Mitratech’s completes 98% of background checks in less than 24 hours. This allows you to make informed decisions quickly and secure top talent faster. 2. Embedded Compliance & Reduced Risk: Our technology simplifies critical compliance steps, including consent management and adverse action workflows, helping you maintain best practices, reduce human error, and ensure your screening process is consistently fair and legally sound. 3. Optimized Candidate Experience: Mitratech offers an intuitive, fully remote, mobile-first interface. This streamlines the process for applicants, improves completion rates, and reflects positively on your employer brand. Comprehensive Screening, Dedicated Support: Mitratech offers a wide array of screening services including criminal history, employment and education verification, drug testing, and more helping us serve diverse industry needs. Beyond technology, every client receives world-class support, providing expert guidance and unlimited support via phone, text, or email. We are committed to being a true partner in building your safe and productive workplace. Explore Mitratech for a smarter, faster, and more candidate-friendly approach to background screening.

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Greta

Greta is a vibe-coding platform that turns plain ideas into real, full-stack applications. Just describe what you want, and Greta builds the UI, backend, frontend, workflows, and logic for you. From rapid prototypes to scalable tools, it helps creators and founders go from prompt to product, fast.

Average Rating: 4.5/5.0

Total Reviews: 13

Who Is the Company Behind Greta?

  • Seller: Questera
  • Year Founded: 2022
  • HQ Location: San Francisco, California, United States
  • LinkedIn® Page: www.linkedin.com
    28 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software
  • Company Size: 93% Small, 14% Medium

What Are Recent G2 Reviews of Greta?

ToolJet

ToolJet is an AI-native, open-source low-code platform designed to help teams build and deploy custom internal tools with speed and security. Since its launch in 2021, ToolJet has attracted a diverse user base, including startups, large enterprises, and public institutions. With flexible deployment options—cloud or self-hosted—it meets a wide range of security and compliance needs, making it a versatile choice for organizations of all sizes. What sets ToolJet apart is its AI-powered app building experience. Users can create full-featured applications simply by describing their requirements in plain English-no coding or technical expertise required. ToolJet’s AI generates the logic, builds the UI, and connects data sources in just minutes. This prompt-driven approach accelerates internal tool development, enabling anyone on the team to quickly build dashboards, approval systems, and workflows. For advanced use cases, users can further customize their apps with JavaScript and server-side workflows, blending AI convenience with developer-level flexibility. The platform is especially valuable for teams looking to streamline their internal processes. ToolJet supports over 70 data sources out of the box, including popular databases like PostgreSQL and MongoDB, as well as REST and GraphQL APIs. It also integrates easily with SaaS tools such as Google Sheets and Stripe, and connects to cloud storage services like AWS S3 and Google Cloud Storage. This broad compatibility enables users to connect their existing data sources effortlessly and build comprehensive internal tools tailored to their requirements. In addition to its robust technology, ToolJet offers dedicated support to help teams succeed at every stage. Users have access to comprehensive documentation, an active community forum, and responsive technical support channels. For enterprise customers, ToolJet provides priority support and personalized onboarding to ensure smooth implementation and fast issue resolution. As an open-source platform, ToolJet offers true flexibility without vendor lock-in. Organizations can tailor the platform to their unique needs, retaining full control over their internal tools. This open model fosters a community-driven environment where users contribute to the platform’s development, share insights, and collaborate on improvements, continuously enriching the ToolJet ecosystem.

Average Rating: 4.6/5.0

Total Reviews: 53

Who Is the Company Behind ToolJet?

  • Seller: ToolJet
  • Year Founded: 2021
  • HQ Location: San Francisco, US
  • Twitter: @ToolJet
    1,953 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    68 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 42% Small, 30% Medium

What Do G2 Reviewers Say About ToolJet?

AI-generated summary from verified user reviews

Pros
  • Users praise the ease of use of ToolJet, enabling quick setup and efficient tool creation without coding expertise.
  • Users appreciate the easy setup of ToolJet, enabling quick creation of tools and dashboards with minimal effort.
  • Users love ToolJet for its no coding capabilities, enabling quick and easy internal app development with a user-friendly interface.
  • Users value the easy integrations in ToolJet, which streamline workflows and enhance efficiency in application development.
  • Users appreciate the seamless integration capabilities of ToolJet, enabling quick setup and efficient internal tool development.
Cons
  • Users find the learning curve steep due to hidden features and the need for coding knowledge for advanced options.
  • Users often face slow performance with ToolJet, especially when handling heavy or complex tasks, affecting productivity.
  • Users express frustration with limited customization in ToolJet, hindering advanced design and performance for complex applications.
  • Users experience performance issues with slowdowns on heavy pages and complex dashboards, impacting task efficiency.
  • Users find the missing features in ToolJet, such as limited customizations and hidden options, frustrating and inconvenient.

What Are Recent G2 Reviews of ToolJet?

Biela.dev

Biela(biela.dev) is an AI-powered no-code app builder that enables individuals and teams to create and launch production-ready web applications with clean architecture, backend integration, authentication, and full code export — all from a simple prompt. Built for founders, product managers, startups, and digital agencies, Biela transforms plain-language ideas into fully functional, responsive apps using an intuitive interface powered by modern technologies. Why Choose Biela? With Biela, you’re not just building prototypes — you're creating scalable, real-world applications. It bridges the gap between idea and execution, reduces development time, and gives non-technical users the power to launch complex apps without sacrificing quality or flexibility. How do you position yourself against your competitors? Biela stands out by combining the simplicity of no-code with the power of AI and production-grade development. Unlike traditional no-code tools limited to UI mockups or AI code tools that generate isolated snippets, Biela builds complete, scalable web apps — including frontend, backend, authentication, and clean code export — all from a single prompt. It’s the perfect solution for teams and founders who want to move fast without sacrificing architecture, quality, or flexibility.

Average Rating: 4.8/5.0

Total Reviews: 9

Who Is the Company Behind Biela.dev?

Who Uses This Product?

  • Company Size: 67% Small, 56% Large

What Do G2 Reviewers Say About Biela.dev?

AI-generated summary from verified user reviews

Pros
  • Users love the ease of use with customizable views, reports, and intuitive design on Biela.dev.
  • Users admire the simplicity and power of AI-powered tools in Biela.dev, enhancing their overall productivity and design experience.
  • Users appreciate the extensive customization options available in Biela.dev, enhancing their workflow and personalizing their experience.
  • Users value the easy integrations with Biela.dev, allowing for highly customizable views and reports for better management.
  • Users appreciate the simplicity and design of Biela.dev's AI-powered tools, enhancing their overall experience and productivity.
Cons
  • Users find the data quality process cumbersome, especially when forced to save unchanged records to move on.
  • Users find the pricing a bit expensive, especially for growing teams looking for affordable solutions.

What Are Recent G2 Reviews of Biela.dev?

Floot

Floot is a vibe coding platform for non-coders and entrepreneurs to build serious web apps with AI (no coding required). Designed to be super easy to use and powerful, the entire tech stack (backend, database, auth, hosting, etc) is built-in so non-coders can build, host, and scale production-grade apps all in one place.

Average Rating: 4.8/5.0

Total Reviews: 8

Who Is the Company Behind Floot?

  • Seller: Floot
  • Year Founded: 2025
  • HQ Location: San Francisco , US
  • LinkedIn® Page: linkedin.com
    3 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 88% Small, 13% Medium

What Are Recent G2 Reviews of Floot?

Neptune DXP

Neptune DXP is a no-code/low-code application development platform specifically designed to facilitate the creation and management of applications within the SAP ecosystem and beyond. This innovative solution empowers users to develop, run, and orchestrate modern applications with ease, significantly accelerating the development process compared to traditional methods. By leveraging its unique capabilities, organizations can streamline their operations and enhance their agility in an ever-evolving technological landscape. Targeted primarily at enterprises that utilize SAP systems or integrate SAP with various Software as a Service (SaaS) applications, Neptune DXP caters to a diverse range of professionals, including IT departments, business analysts, and application developers. The platform is particularly advantageous for organizations seeking to improve operational efficiency, as it allows users with limited coding experience to create applications, thereby broadening access to app development within the organization. This democratization of development fosters collaboration between technical and non-technical teams, driving innovation and responsiveness. One of the standout features of Neptune DXP is its ability to seamlessly integrate SAP and non-SAP systems, ensuring that organizations can maximize their existing investments while adopting new technologies. This integration capability is crucial for enterprises that rely on a mix of legacy systems and modern applications. Additionally, Neptune DXP is built with enterprise-grade governance in mind, providing the necessary security and compliance measures that large organizations require to navigate complex regulatory environments effectively. The platform's performance metrics are particularly impressive, enabling users to build applications up to ten times faster while reducing development effort by as much as 80%. This level of efficiency not only accelerates time-to-market for new applications but also allows teams to allocate resources more effectively, ultimately driving productivity. With a robust user base of over 850 customers and 4 million users, Neptune DXP has established a strong presence in the market, supported by a network of more than 100 certified partners who assist with implementation and integration. Neptune DXP distinguishes itself in the no-code/low-code platform category by combining AI capabilities with a solid SAP-native foundation. This unique positioning enables enterprises to harness the power of artificial intelligence while maintaining control over their application development processes. By adopting Neptune DXP, organizations can drive innovation, enhance productivity, and achieve their digital transformation objectives more efficiently.

Average Rating: 4.5/5.0

Total Reviews: 213

Who Is the Company Behind Neptune DXP?

  • Seller: Neptune Software
  • Company Website:
  • Year Founded: 2011
  • HQ Location: Oslo, Oslo
  • Twitter: @NeptSoft
    1,279 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    205 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Consultant, Software Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 42% Large, 31% Small

What Do G2 Reviewers Say About Neptune DXP?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Neptune DXP, benefiting from its intuitive drag and drop functionality.
  • Users love the easy low-code app development with Neptune DXP, enhancing efficiency and flexibility for all developers.
  • Users find Neptune DXP's low-code approach simplifies app development, enabling both novice and expert developers to thrive.
  • Users praise the offline support for mobile apps, enhancing accessibility and efficiency for remote work situations.
  • Users highly value the strong customer support of Neptune DXP, noting its responsiveness and 24/7 availability.
Cons
  • Users face a steep learning curve with Neptune DXP, requiring support and better documentation for easier navigation.
  • Users find a complex learning curve for Neptune DXP, requiring technical skills and initial support for effective use.
  • Users face a steep learning curve with Neptune DXP, especially without detailed documentation or prior technical skills.
  • Users note a steep learning curve with Neptune DXP, making initial navigation and implementation challenging for newcomers.
  • Users find the complex learning curve of Neptune DXP challenging, especially for those new to low-code platforms.

What Are Recent G2 Reviews of Neptune DXP?

What Are G2 Users Discussing About Neptune DXP?

QuantumByte AI

QuantumByte is an AI app development platform for non-technical founders and business operators. Instead of writing code or dragging blocks, you describe what your business needs - and a team of specialized AI agents (the Bear Team) interviews you, designs the product, builds it, and deploys it live on your domain. No developer. No learning curve. A working app from a conversation. Unlike AI coding tools that expose terminals and code diffs, QuantumByte keeps the technical layer invisible and puts a team of business-literate specialists in front of you instead. What ships is real software - hosted, secured, and scalable - not a prototype. When the AI team hits its limits, human experts step in via Fast Track to finish the job.

Average Rating: 5.0/5.0

Total Reviews: 8

Who Is the Company Behind QuantumByte AI?

Who Uses This Product?

  • Company Size: 75% Medium, 25% Small

What Are Recent G2 Reviews of QuantumByte AI?

Softgen

Softgen is an AI-powered platform that enables users to create full-stack web applications without any coding knowledge. By simply describing their project ideas in natural language, Softgen's AI interprets these descriptions and generates functional web applications built on Firebase and Next.js frameworks. This approach significantly accelerates the development process, allowing users to transform concepts into production-ready applications swiftly. Key Features and Functionality: - AI-Powered Code Generation: Transforms natural language descriptions into working code, eliminating the need for manual coding. - Full-Stack Development: Utilizes Firebase for backend services and Next.js for frontend development, ensuring robust and scalable applications. - Integrated Services: - Authentication: Manages user login and accounts securely. - Database Management: Handles data storage and retrieval efficiently. - Payment Processing: Integrates with Stripe and LemonSqueezy for secure transactions. - Email Services: Supports transactional and promotional emails through Resend. - SEO Optimization: Automates sitemap generation and meta tags to enhance search engine visibility. - Real-Time Preview and Iterative Development: Allows users to preview applications instantly and refine them through conversational feedback with the AI. - Custom Integrations: Enables the addition of specific libraries or services as per user requirements. Primary Value and Problem Solved: Softgen addresses the challenge of web application development for individuals and businesses lacking coding expertise. By automating the coding process, it empowers users to rapidly prototype and deploy applications, reducing development time from months to hours. This democratization of app development fosters innovation and allows entrepreneurs, startups, and developers to focus on refining their ideas without being hindered by technical barriers.

Average Rating: 3.9/5.0

Total Reviews: 8

Who Is the Company Behind Softgen?

Who Uses This Product?

  • Company Size: 88% Small

What Are Recent G2 Reviews of Softgen?

C3 Agentic AI Platform

The C3 Agentic AI Platform is a comprehensive, model-driven software solution designed to streamline the development and deployment of enterprise-scale AI applications. By leveraging a rigorous approach, it enables businesses to select, configure, and implement AI applications within a six-month timeframe, thereby accelerating digital transformation and delivering measurable economic value. Key Features and Functionality: - Model-Driven Architecture: Simplifies the complexities associated with developing large-scale AI applications, facilitating faster delivery compared to traditional methods. - End-to-End Workflow-Enabled Applications: Offers pre-built applications like C3 AI Reliability and C3 AI Inventory Optimization, which address critical use cases such as predictive maintenance, inventory optimization, and energy management. - Data Integration: Seamlessly ingests and manages data from both internal and external sources to generate predictive insights. - Customization and Scalability: Allows rapid customization and deployment in production environments, ensuring adaptability to specific business needs. - AWS Optimization: Fully leverages AWS services, including Amazon EKS, RDS, Bedrock, and SageMaker, enhancing the accuracy and scalability of machine learning models. Primary Value and Problem Solved: The C3 Agentic AI Platform addresses the challenges of developing and deploying enterprise AI applications by providing a structured, efficient approach that reduces complexity and accelerates time-to-value. By integrating with existing data sources and utilizing advanced AI capabilities, it empowers organizations to make data-driven decisions, optimize operations, and achieve significant economic benefits. This solution is particularly valuable for businesses seeking to implement AI technologies without the extensive time and resource commitments typically associated with such initiatives.

Average Rating: 4.6/5.0

Total Reviews: 7

Who Is the Company Behind C3 Agentic AI Platform?

  • Seller: C3.ai
  • Year Founded: 2009
  • HQ Location: Redwood City, CA
  • Twitter: @C3IoT
    76 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1,049 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 56% Small, 44% Large

What Are Recent G2 Reviews of C3 Agentic AI Platform?

OpenKBS

OpenKBS is an AI-powered no-code platform for building and deploying custom business applications: CRMs, dashboards, admin panels, internal tools, client apps, and websites. Describe what you need in plain language and OpenKBS generates a working, database-backed application with hosting included. Built on a real database core (not a website builder with a database bolted on), OpenKBS handles complex data relationships, custom logic, and multi-user workflows out of the box. Teams go from idea to deployed app in hours, not weeks.

Average Rating: 5.0/5.0

Total Reviews: 6

Who Is the Company Behind OpenKBS?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of OpenKBS?

Sigma

Sigma is the AI runtime layer for analytics, agents, and apps built on live warehouse data. It is a cloud analytics and business intelligence platform that helps business and technical teams explore live data, build reports and applications, and deploy AI agents directly on a cloud data warehouse, using a familiar spreadsheet interface alongside SQL, Python, and AI. - Analytics: Use Sigma for classic business intelligence workloads like pixel-perfect reporting, embedded analytics, and self-service access to data in an Excel-like interface. Build with AI, spreadsheet functions, SQL, or Python. - Agents: Deploy AI agents that act on live data and run multi-step workflows. Build them with natural language and your choice of enterprise LLM or warehouse AI. - Apps: Build AI Apps for operational work like planning and forecasting, scenario modeling, and approval routing, with writeback and governance automatically configured. Every artifact in Sigma inherits the security, permissions, and row-level access already set in the cloud data warehouse. Because governance is enforced at the source, anything a team builds is IT-approved from the start. Sigma solves a persistent tradeoff in enterprise data work. Business teams typically wait on a central data team to build reports and tools, while ad hoc AI and app-building tools produce work that sits outside IT's control. Sigma removes that tradeoff by keeping analysis, reporting, applications, and agents on live warehouse data under one set of permissions, so non-technical users build what they need while IT keeps a single, auditable system of control. Founded in 2014, Sigma is a privately held company headquartered in San Francisco, with offices in New York, London, and Sydney. More than 2,000 companies trust Sigma, including DoorDash, Blackstone, JPMorgan Chase, and Figma. Sigma is the business intelligence partner of the year for both Snowflake (2023-2026) and Databricks (2025-2026).

Average Rating: 4.4/5.0

Total Reviews: 544

Who Is the Company Behind Sigma?

  • Seller: Sigma Computing
  • Company Website:
  • Year Founded: 2014
  • HQ Location: San Francisco, California
  • Twitter: @sigmacomputing
    1,556 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1,415 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Data Analyst, Customer Success Manager
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 58% Medium, 21% Large

What Do G2 Reviewers Say About Sigma?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Sigma, finding it intuitive and simple to learn and navigate.
  • Users love the user-friendly interface of Sigma, making it easy to create and manage metrics and dashboards.
  • Users value the responsive customer support from Sigma, ensuring timely resolutions and effective assistance for their needs.
  • Users find Sigma's data handling capabilities invaluable, simplifying processing and visualization for daily projects.
  • Users appreciate how Sigma provides clear and interactive data visualizations, making complex datasets easy to analyze and understand.
Cons
  • Users report that loading times can be slow, causing inefficiencies and frustration during use of Sigma.
  • Users experience slow performance with Sigma, especially when handling complex tasks or larger datasets.
  • Users find limited customization options in Sigma, restricting advanced visualizations and flexible formatting for their needs.
  • Users find the learning curve steep, struggling to navigate dashboard building and limited resources for support.
  • Users note the missing features in Sigma, such as limited visualizations and lack of scripting integration, affecting flexibility.

What Are Recent G2 Reviews of Sigma?

What Are G2 Users Discussing About Sigma?

Amazon Q Business

Amazon Q generates code, tests, debugs, and has multistep planning and reasoning capabilities that can transform and implement new code generated from developer requests. Amazon Q also makes it easier for employees to get answers to questions across business data—such as company policies, product information, business results, code base, employees, and many other topics—by connecting to enterprise data repositories to summarize the data logically, analyze trends, and engage in dialogue about the data.

Average Rating: 4.6/5.0

Total Reviews: 5

Who Is the Company Behind Amazon Q Business?

  • Seller: Amazon Web Services (AWS)
  • Year Founded: 2006
  • HQ Location: Seattle, WA
  • Twitter: @awscloud
    2,232,483 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    147,094 employees on LinkedIn®
  • Ownership: NASDAQ: AMZN

Who Uses This Product?

  • Company Size: 50% Medium, 33% Large

What Do G2 Reviewers Say About Amazon Q Business?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Amazon Q, enhancing their coding efficiency and overall experience seamlessly.
  • Users appreciate the coding assistance of Amazon Q, benefiting from easy completion and insightful debugging.
  • Users praise Amazon Q for its easy content generation, enhancing terminal usability and simplifying coding for AWS services.
  • Users appreciate the intuitive UI and powerful code completion features of Amazon Q, enhancing their development experience significantly.
  • Users value the problem-solving capabilities of Amazon Q, enhancing code debugging and command suggestions effectively.
Cons
  • Users report context understanding issues when Amazon Q Business fails to grasp relationships among code components across files.
  • Users find the frequent re-authentication requirement frustrating, impacting their overall experience with Amazon Q Business.
  • Users are frustrated by the outdated libraries generated by Amazon Q Business, impacting their workflow and efficiency.
  • Users find the poor coding in Amazon Q leads to issues when making post-generation additions or fixes.
  • Users find the prompt issues with Amazon Q hinder the reliability of project-level file generation and modifications.

What Are Recent G2 Reviews of Amazon Q Business?

fardo

Fardo is a platform that helps brands appear in AI answers — not just in search results. In simple terms: Before, brands fought to rank on Google. Now, they fight to be the answer inside tools like ChatGPT, Gemini, Perplexity, Claude. Fardo measures, analyzes, and improves how your brand shows up when people ask AI questions about your category. 🎯 What Fardo actually does 🔎 Monitors how AI engines mention your brand 📊 Calculates your AI visibility / Answer Share 🧠 Detects what content AI needs to recommend you ⚡ Suggests actions to improve positioning 🏆 Helps you become one of the few brands AI recommends

Average Rating: 5.0/5.0

Total Reviews: 8

Who Is the Company Behind fardo?

Who Uses This Product?

  • Company Size: 88% Small

What Are Recent G2 Reviews of fardo?

Retool

Securely deploy vibe-coded apps in one governed platform. Build in Retool, import from tools like Claude Code, Replit, or Lovable, or connect via MCP. However your team builds, every app ships safely, with governance built in. People across your organization are already vibe-coding internal tools with no SSO, no RBAC, no audit logs, and no connection to your existing data controls. Retool is where secure vibe coding happens by default. Build from scratch, import an app from another AI builder, or connect an agent via MCP — governance lives in the platform, not in each individual app. The Problem Retool Solves AI made it fast to build software. It didn't make that software safe to run. Business teams are shipping working apps in hours, but those apps typically land with no access controls, no audit trail, and no visibility for IT — until something breaks or a security review stalls the whole thing. Retool closes that gap instead of leaving teams to choose between speed and safety. Key Capabilities - AI-native app builder: Describe what you need in natural language, or drag in a screenshot, PDF, or design file. Get a full, production-ready app, not a prototype. - Import from anywhere: Already building in Lovable, Replit, or straight React? Import the app and pick up Retool's data connections, permissions, and governance automatically. - Build via MCP: Connect any AI coding agent to Retool through MCP. Generate an app from your terminal, deploy it straight onto a governed platform. - Protected by default: Every app inherits RBAC, SSO, secrets management, and audit logging the moment it's created — no matter where it was built. - Deploy on your infrastructure: Cloud, self-hosted, or hybrid. Retool runs wherever your compliance requirements demand. Why Retool's Different Most AI app builders get you to a working prototype. Most governance tools get bolted on after the fact, once IT finds out what's already running. Retool puts the two together: apps are built fast and land production-ready, with security enforced at the platform level instead of chased down app by app. That's what makes secure vibe coding possible at enterprise scale, not just on paper. Who Uses Retool Engineering, IT, and operations teams use Retool to let business teams build without opening a ticket, while IT keeps full visibility into what's running, who has access, and what changed. Companies including Amazon, Stripe, DoorDash, Boeing, Adobe, Brex, Pfizer, and OpenAI run on Retool to build and govern internal applications, including apps generated with AI. Outcome Teams ship vibe-coded apps to production without a separate security review, because the governance was never missing in the first place. Start building for free at https://retool.com/

Average Rating: 4.6/5.0

Total Reviews: 356

Who Is the Company Behind Retool?

  • Seller: Retool
  • Company Website:
  • Year Founded: 2017
  • HQ Location: San Francisco, California, United States
  • Twitter: @retool
    18,037 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    414 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, CEO
  • Top Industries: Computer Software, Financial Services
  • Company Size: 54% Small, 39% Medium

What Do G2 Reviewers Say About Retool?

AI-generated summary from verified user reviews

Pros
  • Users find Retool's ease of use exceptional, enabling quick solutions for operational issues in under an hour.
  • Users highlight the efficiency and simplicity of Retool in building and managing internal applications seamlessly.
  • Users highlight the fast development capabilities of Retool, enabling rapid creation of dashboards and applications efficiently.
  • Users value the flexibility of Retool, enabling quick solutions for diverse operational needs with ease.
  • Users highlight the easy integrations of Retool, enabling quick connections to data sources and streamlined app development.
Cons
  • Users report encountering software bugs in Retool that require technical team intervention and lack IDE features.
  • Users find the learning curve steep for Retool, often needing guidance to navigate advanced features effectively.
  • Users face a lack of features in Retool, limiting their ability to implement complex applications effectively.
  • Users note limited customization in Retool, necessitating workarounds for certain features and layouts.
  • Users note limited features in Retool, particularly affecting customization, backend management, and timely updates.

What Are Recent G2 Reviews of Retool?

What Are G2 Users Discussing About Retool?

Aha! Builder

Aha! Builder is the AI app coding tool where product managers can create prototypes, validate proofs of concept, and build trusted business applications. Unlike general-purpose AI app coding tools, Aha! Builder takes a strategy-first approach. Teams can define goals, personas, requirements, and design standards before generating an application. This helps ensure what gets built aligns with real business needs rather than simply producing code. Key features include: - Create prototypes, proofs of concept, and business applications with AI - Use natural language to describe what you want to create - Define the vision, goals, and personas to keep strategy at the forefront - Establish branding and design standards for a consistent experience - Collect feedback directly within prototypes and applications - Apply governance policies from a central dashboard - Run built-in privacy and security reviews to support IT approval processes - Configure authentication with built-in options - Automatically generate application databases - Integrated with Aha! Roadmaps to connect to your roadmap plans Aha! Builder is part of the Aha! software suite which connects strategy, customer feedback, planning, and application development in one place. Teams can move from defining what to build to delivering software without losing context along the way.

Average Rating: 5.0/5.0

Total Reviews: 4

Who Is the Company Behind Aha! Builder?

  • Seller: Aha! Labs
  • Year Founded: 2013
  • HQ Location: Menlo Park, CA
  • Twitter: @aha_io
    22,142 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    143 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 75% Medium, 25% Large

What Are Recent G2 Reviews of Aha! Builder?

Base44

Base44 is an AI-powered platform designed to streamline the application development process, enabling users to build, deploy, and manage applications efficiently. It offers a comprehensive suite of tools that cater to both novice and experienced developers, facilitating the creation of fully functional applications without the need for extensive coding knowledge. Key Features and Functionality: - AI-Powered App Building: Leverage artificial intelligence to accelerate the development process, allowing for rapid prototyping and deployment. - Integrated Backend and Database System: Manage data seamlessly with built-in backend services and database management, eliminating the need for third-party integrations. - Responsive Visual Editor: Design user interfaces with an intuitive visual editor that ensures responsiveness across various devices. - Analytics Dashboard: Monitor application performance and user engagement through a comprehensive analytics dashboard. - Multi-User Editing and Collaboration: Collaborate with team members in real-time, enhancing productivity and teamwork. - Cloud Storage: Securely store application data and assets with integrated cloud storage solutions. - Authentication and User Management: Implement user authentication and manage user roles and permissions effortlessly. - Payment Processing: Integrate payment gateways to handle transactions within your application. - Email Marketing Tools: Engage with users through built-in email marketing features. - Debugging and Troubleshooting Tools: Identify and resolve issues efficiently with comprehensive debugging tools. Primary Value and Problem Solved: Base44 addresses the challenges of traditional application development by providing an all-in-one platform that simplifies the process from ideation to deployment. By integrating AI-driven development tools with essential backend services, it reduces the complexity and time required to build applications. This empowers users to focus on innovation and functionality, rather than getting bogged down by technical intricacies. Whether you're a solo entrepreneur or part of a larger team, Base44 offers scalable solutions that adapt to your development needs, making application creation more accessible and efficient.

Average Rating: 3.8/5.0

Total Reviews: 4

Who Is the Company Behind Base44?

Who Uses This Product?

  • Company Size: 75% Small, 25% Medium

What Are Recent G2 Reviews of Base44?

Adam Crivello
AC
Researched and written by Adam Crivello
Updated April 9, 2026