Best AI App Builder Software

How Many AI App Builder Software Products Does G2 Track?

Total Products under this Category: 572

Category Stats (Oct 2026)

  • Average Rating: 4.67/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: C3 Agentic AI Platform (+0.86%) - Among all products in this category, C3 Agentic AI Platform recorded the largest rating increase compared to last month

Last updated: October 26, 2026

How Does G2 Rank AI App Builder Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 39,200+ Authentic Reviews
  • 572+ 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, UiPath Agentic Automation, Jotform Apps, monday AI Work Platform, ServiceNow App Engine, OutSystems, and Microsoft Power Apps.

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=uipath-agentic-automation&focus%5B%5D=jotform-apps&focus%5B%5D=monday-com&focus%5B%5D=servicenow-app-engine&focus%5B%5D=outsystems&focus%5B%5D=microsoft-power-apps)

Lovable

An AI software engineer that works. Chat with AI to build for the web, and ship faster. Go from prompt to prototypes in seconds. Iterate on a real app in real-time. Own your code, with no lock-in. Integrate with workflows developers love. One-click deploy to production.

Average Rating: 4.6/5.0

Total Reviews: 462

Who Is the Company Behind Lovable?

  • Seller: Lovable
  • Year Founded: 2023
  • HQ Location: N/A
  • LinkedIn® Page: www.linkedin.com
    1,063 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: CEO, Founder
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 75% Small, 9% Medium

What Do G2 Reviewers Say About Lovable?

AI-generated summary from verified user reviews

Pros
  • Users love the ease of use of Lovable, simplifying website creation and enhancing productivity with animations.
  • Users value the simplicity and efficiency of Lovable, enabling swift development and easy problem-solving without coding skills.
  • Users value Lovable's time-saving automation, streamlining database management and enhancing overall productivity in their workflows.
  • Users love the intuitive coding assistance from Lovable, enabling quick realization of ideas without coding expertise.
  • Users praise the implementation ease of Lovable, enabling rapid prototyping and streamlined project launches effortlessly.
Cons
  • Users express concerns about unclear credit usage, leading to frustration and inefficiency in implementation processes.
  • Users face prompt issues that lead to confusion and wasted credits, hindering smooth interactions with Lovable.
  • Users find Lovable to be quite expensive, especially during the initial stages of app development and ideation.
  • Users face poor coding issues with Lovable, experiencing frustrating bugs and inadequate environment management during development.
  • Users highlight the inaccuracy of Lovable, often facing frustrating issues and credit wastage due to false claims.

What Are Recent G2 Reviews of Lovable?

Replit

Replit turns your ideas into apps, fast. With Replit, anyone—technical or non-technical—can build and deploy fully-functional, full-stack apps directly from their browser, without any installation, setup, or configuration. Replit's Agent and Assistant enables you to create entire applications from natural language, turning bullet points into working apps in minutes. Its built-in tools, including databases and deployment features, allow you to launch with a single click. Replit bridges the gap between non-technical and technical users, driving collaboration for everything from product roadmaps and prototypes to custom APIs and internal tools. Replit empowers everyone to not just consume software but to create it, transforming app development into an accessible, instant, and impactful process. Go from 'why doesn't this app exist?' to building it for yourself.

Average Rating: 4.4/5.0

Total Reviews: 416

Who Is the Company Behind Replit?

  • Seller: Replit
  • Year Founded: 2016
  • HQ Location: San Francisco, US
  • Twitter: @Replit
    234,474 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    693 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Founder, CEO
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 67% Small, 11% Medium

What Do G2 Reviewers Say About Replit?

AI-generated summary from verified user reviews

Pros
  • Users find Replit's ease of use remarkable, enabling even non-coders to build and deploy complex applications effortlessly.
  • Users value Replit for its instant browser-based coding, enhancing collaboration and speeding up prototyping and testing processes.
  • Users find Replit's implementation ease exceptional, enabling efficient app creation and management without coding knowledge.
  • Users value the time-saving capabilities of Replit, allowing for quick development and deployment of projects.
  • Users appreciate the coding assistance of Replit, facilitating an easy and enjoyable development experience for all skill levels.
Cons
  • Users find Replit expensive due to confusing pricing and hidden fees that complicate budget management.
  • Users are frustrated by the high cost of credit usage, making budgeting for queries a significant challenge.
  • Users experience poor coding as the agent struggles with complex tasks, leading to errors and wasted resources.
  • Users experience system unreliability with Replit, often facing endless loops and errors affecting project development.
  • Users experience slow performance with Replit, causing frustration during project edits and page refreshes.

What Are Recent G2 Reviews of Replit?

What Are G2 Users Discussing About Replit?

Jotform Apps

Jotform Apps is an AI-powered, no-code mobile app builder that lets you create fully customized apps for your business, all without writing a single line of code. Simply describe the app you want conversationally, and Jotform AI App Builder can generate a complete app in minutes. Prefer a hands-on approach? Use Jotform’s intuitive drag-and-drop builder or start with one of 800+ free, fully customizable app templates designed for a wide range of industries and use cases. Your app works seamlessly on smartphones, tablets, and computers, making it easy to connect with users anywhere. Customize your app by embedding online forms, adding documents, images, links, widgets, payment tools, and your own branding to create a polished, professional experience. You can also refine your app through AI-powered prompts to update layouts, generate content, add pages, or expand functionality while maintaining full control over every detail. Whether you're building an app for data collection, client onboarding, digital payments, event management, internal workflows, or customer engagement, Jotform Apps adapts to your unique workflows. Sharing your app is simple. Send email invitations, generate QR codes, or embed your app on your website. Users can securely sign in, complete forms, and submit information from any device. Every submission flows directly into your Jotform account, where you can manage responses with Jotform Tables, generate PDFs, create automated reports, and trigger approval workflows (without relying on developers or IT support). Jotform Apps integrates seamlessly with Jotform’s suite of productivity tools to automate workflows and centralize data. Connect forms, tables, AI Agents, and hundreds of third-party integrations to build intelligent, interactive experiences. Whether you're collecting field data offline, processing payments through Stripe or PayPal, coordinating appointments, or streamlining internal operations, everything works together from a single platform. Built for businesses, nonprofits, schools, healthcare organizations, and teams of every size, Jotform Apps makes professional app development accessible to everyone. By combining AI-powered app generation with intuitive no-code customization and powerful automation, Jotform Apps helps you build and launch custom mobile apps without the cost or complexity of traditional app development.

Average Rating: 4.7/5.0

Total Reviews: 605

Who Is the Company Behind Jotform Apps?

  • Seller: Jotform
  • Company Website:
  • Year Founded: 2006
  • HQ Location: San Francisco, California
  • Twitter: @Jotform
    39,289 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    925 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Owner, CEO
  • Top Industries: Education Management, Hospital & Health Care
  • Company Size: 67% Small, 22% Medium

What Do G2 Reviewers Say About Jotform Apps?

AI-generated summary from verified user reviews

Pros
  • Users love the ease of use of Jotform Apps, appreciating its user-friendly interface and efficient management features.
  • Users find the easy setup of Jotform Apps invaluable for managing various documents without coding skills.
  • Users love the easy creation of custom apps with Jotform Apps, highlighting its intuitive drag-and-drop functionality.
  • Users love the intuitive design of Jotform Apps, making app creation and customization effortless and efficient.
  • Users love the ease of use and customization of Jotform Apps, making form creation simple and efficient.
Cons
  • Users note the missing features in Jotform Apps, hindering offline usage and response handling in critical situations.
  • Users find limited customization options on Jotform Apps, restricting their ability to personalize layouts and designs.
  • Users express frustration over the lack of features in Jotform Apps, wishing for improved design and automation options.
  • Users experience form issues with Jotform Apps, noting glitches on mobile and challenges in layout editing.
  • Users find the pricing structure expensive, posing challenges for small teams seeking budget-friendly options.

What Are Recent G2 Reviews of Jotform Apps?

What Are G2 Users Discussing About Jotform Apps?

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UiPath Agentic Automation

UiPath (NYSE: PATH) is a global leader in agentic automation, empowering enterprises to harness the full potential of AI agents to autonomously execute and optimize complex business processes. The UiPath Platform™ uniquely combines controlled agency, developer flexibility, and seamless integration to help organizations scale agentic automation safely and confidently. Committed to security, governance, and interoperability, UiPath supports enterprises as they transition into a future where automation delivers on the full potential of AI to transform industries. For more information, visit www.uipath.com. Agentic testing is an AI-powered approach to software quality assurance that leverages autonomous agents to generate, execute, and evolve tests across the entire testing lifecycle. By partnering intelligent agents with human testers, agentic testing dramatically increases test coverage, accelerates release cycles, improves system resilience, and enables continuous testing at enterprise scale. It empowers teams to shift from manual, reactive testing to proactive, scalable quality engineering—driving faster innovation with higher confidence.

Average Rating: 4.6/5.0

Total Reviews: 6,269

Who Is the Company Behind UiPath Agentic Automation?

  • Seller: UiPath
  • Company Website:
  • Year Founded: 2005
  • HQ Location: New York
  • Twitter: @UiPath
    108,104 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    5,142 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: RPA Developer, Software Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 51% Large, 28% Medium

What Do G2 Reviewers Say About UiPath Agentic Automation?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the advanced AI capabilities of UiPath Agentic Automation, enhancing adaptability and seamless workflow integration.
  • Users appreciate the ease of use of UiPath Agentic Automation, making it simple for developers to integrate and automate tasks.
  • Users value the seamless integration of AI with automation in UiPath Agentic Automation for handling complex tasks.
  • Users commend the automation ease of UiPath Agentic Automation, benefiting from its advanced AI capabilities and orchestration.
  • Users value the efficiency of UiPath Agentic Automation, enjoying streamlined automation solutions that save time and effort.
Cons
  • Users find the product expensive, with high licensing costs compared to other RPA tools, impacting overall value.
  • Users find the learning curve challenging, especially with agent training and required programming knowledge for non-tech individuals.
  • Users find the complexity of UiPath Agentic Automation overwhelming, especially when navigating advanced features and setups.
  • Users feel that the pricing issues of UiPath Agentic Automation are too high, affecting repurchase decisions.
  • Users find the licensing issues confusing, making initial setup and advanced feature access challenging for newcomers.

What Are Recent G2 Reviews of UiPath Agentic Automation?

What Are G2 Users Discussing About UiPath Agentic Automation?

monday AI Work Platform

monday.com is the AI Work Platform where people and agents operate as one team - with shared cross-department context, enterprise-grade trust, and an easy-to-use interface built for adoption at scale. With monday.com, agents work alongside teams in the same boards, workflows, and goals they already use every day, creating a new kind of teamwork where people and agents move work forward together. Beyond agents, monday.com gives every team more ways to turn AI into real business impact. With monday vibe, teams can build custom work apps for their specific needs, and with monday sidekick, every user gets a personal AI assistant to help solve business challenges, move faster, and get more done. monday.com gives organizations the visibility, permissions, human oversight, and compliance standards they need to deploy AI with confidence. AI doesn’t operate in a black box - it operates within the same trusted guardrails teams already rely on. Because monday.com is already used across departments, agents can access the broader context of how work connects across marketing, sales, product, IT, HR, operations, and more. That means smarter decisions, faster execution, and fewer silos - all in one place. Today, over 250,000 customers and more than 60% of Fortune 500 companies trust monday.com with how they run their business.

Average Rating: 4.7/5.0

Total Reviews: 16,833

Who Is the Company Behind monday AI Work Platform?

  • Seller: monday.com
  • Company Website:
  • Year Founded: 2012
  • HQ Location: Tel Aviv
  • Twitter: @mondaydotcom
    40,761 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    10,589 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Project Manager, CEO
  • Top Industries: Marketing and Advertising, Information Technology and Services
  • Company Size: 60% Small, 30% Medium

What Do G2 Reviewers Say About monday AI Work Platform?

AI-generated summary from verified user reviews

Pros
  • Users find the ease of use of monday AI Work Platform essential for staying organized and productive.
  • Users appreciate the team collaboration features of monday AI Work Platform, enhancing project management across various business segments.
  • Users value the easy project management features of monday AI Work Platform, enhancing collaboration and workflow efficiency.
  • Users value how monday AI Work Platform enhances organization, making important information easily accessible and manageable.
  • Users appreciate the efficient task management in monday AI Work Platform, making collaboration and project tracking seamless.
Cons
  • Users note the missing features in monday AI Work Platform, expressing frustration over limitations like messaging contacts and seat requirements.
  • Users find the learning curve steep, especially when implementing across departments and managing large datasets effectively.
  • Users find the limited features of monday AI Work Platform restrict useful functionality and increase costs unnecessarily.
  • Users find the interface not intuitive, struggling with complex workflows and lacking straightforward functionality.
  • Users find the limited customization in monday AI Work Platform hampers their ability to streamline tasks effectively.

What Are Recent G2 Reviews of monday AI Work Platform?

What Are G2 Users Discussing About monday AI Work Platform?

ServiceNow App Engine

ServiceNow App Engine is a development platform for building, extending, and governing custom work on the ServiceNow AI Platform. Developers use it to create new tables, extend out-of-the-box workflows, and build full applications. Business teams use it to replace the spreadsheets, email chains, and standalone tools that often run core processes. Most custom development on ServiceNow doesn’t start from a blank slate. Teams add fields and tables to existing processes, change how a request routes through an approval, or add logic to a workflow the platform already runs. App Engine keeps that work on the same data model, workflows, and security rules the enterprise already uses, so changes plug into existing processes instead of sitting beside them. Key capabilities include: ServiceNow Studio: The primary build environment on the platform. Teams use it to build with AI assistance, low-code, and pro-code tools in one place. Build Agent: Turns natural language descriptions into starting components, including tables, forms, business logic, and user interfaces, for new applications or extensions to existing out-of-the-box workflows. It is accessed from ServiceNow Studio. Test Agent: Generates automated tests and checks changes before release. App Engine Management Center: Sets and enforces data models, security rules, and templates across custom work. Applications run on the ServiceNow AI Platform, so workflows, data, integrations, and user experiences share one foundation. Governance, security policies, and performance management are handled at runtime. Common use cases include: Creating tables and forms for internal intake, tracking, and case management Extending out-of-the-box workflows with custom logic, approvals, and routing Building fully scoped applications that replace spreadsheet and email processes Consolidating legacy internal tools onto one governed platform Teams use App Engine to shorten release cycles and reduce the number of tools they maintain. Results depend on scope and starting point, so measure development time and tool count before and after to see what changed. Frequently asked questions What can you build with App Engine? Custom tables, forms, and workflow extensions on top of existing ServiceNow processes, as well as full applications that run on the same platform. Who is App Engine for? Developers and builders across skill levels. Pro-code developers get full control in ServiceNow Studio, and teams with AI, low-code, or no prior development experience can build and extend internal applications on the platform their enterprise already runs on. Where does App Engine run? App Engine runs on the ServiceNow AI Platform.

Average Rating: 4.5/5.0

Total Reviews: 1,055

Who Is the Company Behind ServiceNow App Engine?

  • Seller: ServiceNow
  • Company Website:
  • Year Founded: 2004
  • HQ Location: Santa Clara, CA
  • Twitter: @servicenow
    55,548 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    35,078 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: ServiceNow Developer, Consultant
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 44% Large, 26% Medium

What Do G2 Reviewers Say About ServiceNow App Engine?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of ServiceNow App Engine, enabling quick app creation through drag-and-drop features.
  • Users appreciate the low-code development capabilities of ServiceNow App Engine, enabling fast and efficient app creation.
  • Users love the easy creation features of ServiceNow App Engine, enabling fast, low-code development of applications.
  • Users appreciate the low-code flexibility of ServiceNow App Engine, enabling faster app development for all skill levels.
  • Users appreciate the fast app development capability of ServiceNow App Engine, making application creation intuitive and efficient.
Cons
  • Users face a steep learning curve with ServiceNow App Engine, requiring substantial setup and optimization efforts.
  • Users find the learning difficulty significant for newcomers, often making onboarding a challenging experience.
  • Users feel the high costs of ServiceNow App Engine could deter smaller organizations from adopting the platform.
  • Users face notable performance lags in complex workflows, hindering their overall experience with ServiceNow App Engine.
  • Users experience limited flexibility in customizations, making advanced features difficult to navigate and utilize effectively.

What Are Recent G2 Reviews of ServiceNow App Engine?

What Are G2 Users Discussing About ServiceNow App Engine?

OutSystems

What if you could build custom, AI-powered solutions that fit your business perfectly, without the risk or costly lock-in? The OutSystems AI-powered low-code development platform eliminates the compromises of building and buying, enabling your teams to turn ideas into mission-critical applications and agents that drive revenue, efficiency, and customer impact. By combining a trusted low-code foundation with powerful AI capabilities, you can build custom solutions up to 10x faster, with the speed of innovation and control you need to compete in the AI-centric future.

Average Rating: 4.5/5.0

Total Reviews: 1,632

Who Is the Company Behind OutSystems?

  • Seller: OutSystems
  • Company Website:
  • Year Founded: 2001
  • HQ Location: Boston, MA
  • Twitter: @OutSystems
    25,276 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    2,239 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, Developer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 40% Medium, 36% Large

What Do G2 Reviewers Say About OutSystems?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use in OutSystems, making development and implementation quick and straightforward.
  • Users value the speed of development with OutSystems, enabling rapid app creation and seamless integration.
  • Users praise the fast development capabilities of OutSystems, enabling quick app deployment and easy learning.
  • Users value the fast application development with OutSystems, enabling quick project turnaround and efficient workflows.
  • Users value the speed and ease of app development with OutSystems, enabling rapid creation without extensive coding knowledge.
Cons
  • Users note the high licensing costs of OutSystems, suggesting a need for more affordable options and better integrations.
  • Users express concern over the high licensing costs and limited customization options of OutSystems.
  • Users express concern over high licensing costs and restrictions on customization, leading to vendor lock-in issues.
  • Users often find missing features in OutSystems, wishing for more options in UX/UI and frontend development.
  • Users note the limited customization options in OutSystems, hindering their ability to build highly specific applications.

What Are Recent G2 Reviews of OutSystems?

What Are G2 Users Discussing About OutSystems?

Microsoft Power Apps

Microsoft Power Apps is a low-code app development platform designed to help organizations build and run modern applications and complex solutions efficiently. It combines AI Copilot, drag-and-drop functions, pre-built components, and other low-code approaches to facilitate fast and easy app creation. For developers, Power Apps also integrates seamlessly with professional tools, offering extensive customization options. Power Apps supports applications for personal, team, and enterprise use, and can handle apps for tens of thousands of users. It includes a suite of apps, services, and a data platform that allows users to build custom apps tailored to their specific business needs, ensuring easy interoperability with other parts of the Microsoft Power Platform. Both traditional developers and low-code makers benefit from a dedicated studio environment in Power Apps, where they can collaboratively build pixel-perfect applications and connect to over 1400 data sources with pre-built connectors. Users can leverage a vast library of existing components or create custom ones, all while using a powerful Copilot and an intuitive drag-and-drop interface. Additionally, users have the option to import and export underlying code for further customization. For administrators and IT professionals, Power Apps offers robust governance, security, and operational tools within the Power Platform admin center. It's straightforward to set up and manage developer environments, enforce rules and sharing limits, initiate proactive monitoring, and respond to issues when necessary. Microsoft Power Apps and Power Platform are a comprehensive development platform to build, deploy, scale and manage intelligent applications of the modern AI era.

Average Rating: 4.3/5.0

Total Reviews: 556

Who Is the Company Behind Microsoft Power Apps?

  • Seller: Microsoft
  • Year Founded: 1975
  • HQ Location: Redmond, Washington
  • Twitter: @microsoft
    13,091,739 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    232,750 employees on LinkedIn®
  • Ownership: MSFT

Who Uses This Product?

  • Who Uses This: Software Engineer, Project Manager
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 41% Large, 34% Medium

What Do G2 Reviewers Say About Microsoft Power Apps?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of Microsoft Power Apps, enabling quick solutions and seamless integrations for all skill levels.
  • Users value the seamless integration of Microsoft Power Apps with other Microsoft services, enhancing productivity and ease of use.
  • Users value the easy integration of Power Apps with Microsoft services, enhancing productivity and quick app development.
  • Users value the seamless integration of Microsoft Power Apps with other Microsoft services, enhancing productivity and user experience.
  • Users love the no coding required aspect of Microsoft Power Apps, enabling fast and easy app creation for everyone.
Cons
  • Users find the steep learning curve of Microsoft Power Apps challenging, especially for advanced app development and customization.
  • Users experience slow performance with Microsoft Power Apps, especially when developing complex applications with large data sets.
  • Users find Microsoft Power Apps expensive, especially when scaling and needing advanced features or customizations.
  • Users often face performance issues with Microsoft Power Apps, particularly when scaling applications and handling large data sets.
  • Users experience slow loading times with large datasets in Power Apps, impacting efficiency and user satisfaction.

What Are Recent G2 Reviews of Microsoft Power Apps?

What Are G2 Users Discussing About Microsoft Power Apps?

Airtable

Airtable’s AI app platform is the easiest way to build custom apps to accelerate your business operations. Turn your data into custom apps, automations, and AI agents - no technical expertise required. Your teams can move from idea to impact in minutes. More than 500,000 organizations, including 80% of the Fortune 100, use Airtable to manage, build their businesses and enable citizen development. The result? Faster innovation, better customer experiences, enterprise-grade governance, and a modern way to work across teams. Get the free edition today at airtable.com

Average Rating: 4.6/5.0

Total Reviews: 3,218

Who Is the Company Behind Airtable?

  • Seller: Airtable
  • Company Website:
  • Year Founded: 2012
  • HQ Location: San Francisco, California
  • Twitter: @airtable
    63,795 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1,268 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Owner, Project Manager
  • Top Industries: Non-Profit Organization Management, Marketing and Advertising
  • Company Size: 61% Small, 26% Medium

What Do G2 Reviewers Say About Airtable?

AI-generated summary from verified user reviews

Pros
  • Users love the ease of use of Airtable, appreciating its flexibility and seamless project management capabilities.
  • Users love Airtable's automation features for seamless data updates and effective email outreach, enhancing overall efficiency.
  • Users value the flexibility of Airtable, enabling easy customization and adaptability for various project needs.
  • Users value the versatility of Airtable, enhancing collaboration and improving team efficiency across various projects.
  • Users find Airtable's intuitive layout enhances collaboration and simplifies data management across teams.
Cons
  • Users find the learning curve steep, struggling to navigate formulas and features, especially beginners and with large datasets.
  • Users find the missing features in Airtable to limit functionality, especially in integrations and customization options.
  • Users find the limited features of Airtable frustrating, especially regarding integrations and customization options.
  • Users find learning difficulty in Airtable, especially with complex formulas and a challenging user interface for beginners.
  • Users find limited customization in Airtable affects usability, particularly in views, fields, and automations.

What Are Recent G2 Reviews of Airtable?

What Are G2 Users Discussing About Airtable?

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: 4.5/5.0

Total Reviews: 600

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
    1,417 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: 56% Medium, 25% Large

What Do G2 Reviewers Say About Sigma?

AI-generated summary from verified user reviews

Pros
  • Users find Sigma's ease of use refreshing, allowing for quick learning and a straightforward setup process.
  • Users value the user-friendly interface of Sigma, facilitating easy metric management and dashboard creation.
  • Users appreciate the responsive customer support of Sigma, ensuring quick resolution of issues and helpful follow-ups.
  • Users find that Sigma greatly enhances data handling, streamlining processing and visualization for daily project tasks.
  • Users appreciate how Sigma provides clear, interactive visuals for simplifying complex datasets and tracking KPIs.
Cons
  • Users experience slow loading times with Sigma, causing inefficiencies and frustration during use.
  • Users experience slow performance with Sigma, particularly when handling complex tasks or large datasets, causing frustration.
  • Users find the limited customization of Sigma's charts and visualizations to be a drawback in their workflow.
  • Users experience a steep learning curve with Sigma, finding the dashboard building process unintuitive and challenging.
  • Users find Sigma lacks basic features like custom visualizations and flexible formatting, limiting advanced usage.

What Are Recent G2 Reviews of Sigma?

What Are G2 Users Discussing About Sigma?

Quickbase

Quickbase is an AI-driven platform designed to help businesses streamline their operations by adapting to their unique workflows and processes. Unlike traditional off-the-shelf software, which often requires users to conform to predefined structures, Quickbase empowers organizations to create customized solutions that align with their specific needs. This flexibility is crucial for companies seeking to eliminate inefficiencies and reduce the burden of 'Gray Work' - what we call the time-consuming tasks and manual processes that arise from using rigid software systems. The target audience for Quickbase includes businesses of all sizes across various industries that are looking to enhance their operational efficiency. Whether it's a 50 person small business or a large enterprise, organizations can benefit from a platform that allows them to connect disparate data sources, automate repetitive tasks, and scale their competitive advantages. Quickbase is particularly valuable for teams that rely on collaboration and data-driven decision-making, as it fosters an environment where information flows seamlessly and processes are optimized. Key features of Quickbase include its intuitive interface, which allows users to build custom applications without extensive coding knowledge. This user-friendly design enables teams to quickly adapt the platform to their specific workflows, ensuring that they can address unique challenges without the need for extensive IT support. Additionally, Quickbase offers powerful automation capabilities, allowing users to set up triggers and workflows that reduce manual effort and streamline operations. The platform also supports integration with various data sources, enabling businesses to consolidate their information and gain valuable insights. One of the standout benefits of Quickbase is its ability to scale with your business. As organizations grow and evolve, their processes often become more complex. Quickbase's adaptable nature ensures that users can modify their applications and workflows as needed, without the constraints typically associated with traditional software. This flexibility not only saves time but also fosters innovation, as teams can experiment with new processes and tools that enhance their productivity. By prioritizing user-centric design and adaptability, Quickbase stands out in the crowded landscape of business software solutions. It provides organizations with the tools they need to optimize their operations, reduce inefficiencies, and ultimately drive growth. With Quickbase, businesses can focus on what truly matters—leveraging their unique processes to gain a competitive edge in their respective markets.

Average Rating: 4.5/5.0

Total Reviews: 1,570

Who Is the Company Behind Quickbase?

  • Seller: Quickbase
  • Company Website:
  • Year Founded: 2012
  • HQ Location: Boston, MA
  • Twitter: @quickbase
    5,146 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    806 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Project Manager, Project Coordinator
  • Top Industries: Information Technology and Services, Construction
  • Company Size: 43% Medium, 31% Small

What Do G2 Reviewers Say About Quickbase?

AI-generated summary from verified user reviews

Pros
  • Users love the ease of use of Quickbase, finding it user-friendly and adaptable for various business needs.
  • Users value the customization options in Quickbase, enhancing adaptability and efficiency in managing their databases.
  • Users love the customizability of Quickbase, enabling tailored applications to fit specific business needs effectively.
  • Users appreciate the flexibility of Quickbase, enabling high customization and adaptation to diverse business needs.
  • Users love the customization options in Quickbase, tailoring databases to fit unique business needs effectively.
Cons
  • Users struggle with the learning curve due to enforced changes and lack of tailored training options.
  • Users feel the missing features in Quickbase limit its effectiveness for tasks like document management and reporting.
  • Users find Quickbase to be not intuitive, with a confusing interface that affects overall usability and experience.
  • Users find Quickbase's limited features hinder effective integration, mobile usability, and overall flexibility in development.
  • Users note limited customization options that can hinder flexibility, especially for those seeking advanced functionality and control.

What Are Recent G2 Reviews of Quickbase?

What Are G2 Users Discussing About Quickbase?

Softr

Softr is the AI app builder for business operations. Build secure internal tools and portals with databases, workflow automation, and integrations included. Access control and granular permissions are built in. Non-technical teams can launch, maintain, and change their own tools without relying on developers. Most teams are held back by fragmented systems: work is scattered across spreadsheets, docs, messages, and tools that don't connect. Softr replaces that fragmentation with a single platform for building software tailored to your exact workflows and business logic. Build with AI, edit visually, or switch between the two at any time. Over 1 million teams, including Netflix, Google, Stripe, UPS, and Clay, use Softr to build and run business operations apps. Key features: - All-in-one platform: Build and connect apps, databases, workflow automation, and forms in a single platform, without having to switch between tools. - Native databases and 17+ data source integrations: Store and manage data in Softr Databases, or sync in real time with external sources, including Airtable, HubSpot, Notion, monday.com, Coda, ClickUp, Google Sheets, SQL data sources, and more. - Production-ready infrastructure: User management, hosting, and security are built in from day one, making your apps ready to deploy securely. - AI-powered building: Describe what you need in plain language and get a working app, then customize visually without writing code. - Custom user groups and granular permissions: Control exactly who can see, access, and edit what across your apps. - Built to scale: Add features, make changes, and grow your software as your business evolves, all without technical debt or developer dependencies. With Softr, you can build client portals, internal tools, CRMs, project trackers, dashboards, employee intranets, inventory management systems, partner portals, ERP systems, lead capture forms, and more.

Average Rating: 4.7/5.0

Total Reviews: 724

Who Is the Company Behind Softr?

  • Seller: Softr
  • Company Website:
  • Year Founded: 2020
  • HQ Location: Berlin, DE
  • Twitter: @softr_io
    15,629 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    89 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Founder, CEO
  • Top Industries: Computer Software, Consulting
  • Company Size: 87% Small, 7% Medium

What Do G2 Reviewers Say About Softr?

AI-generated summary from verified user reviews

Pros
  • Users find Softr to be extremely easy to use, enabling quick project setup and seamless integration.
  • Users praise the excellent and responsive customer support from Softr, ensuring quick solutions and continuous updates.
  • Users appreciate the easy setup of Softr, allowing for quick implementation and seamless integration with other apps.
  • Users value the easy integrations with Airtable and other apps, simplifying their development process significantly.
  • Users appreciate the easy integration with various apps, making the platform straightforward and efficient to use.
Cons
  • Users feel that there is limited customization in Softr, constraining the design and layout options for a tailored experience.
  • Users find missing features in Softr, noting limitations in controls and functionality, especially for action buttons.
  • Users are concerned about the limited features of Softr, impacting app functionality and availability on app stores.
  • Users find limitations in customization and functionality with Softr, impacting their control and performance during use.
  • Users feel the pricing is prohibitive, especially as they scale and seek more advanced features.

What Are Recent G2 Reviews of Softr?

What Are G2 Users Discussing About Softr?

Bolt.new

Bolt.new turns your idea into a real website, app, or tool, just by describing what you need. No coding, no developer, no waiting months for someone else to build it. Bolt.new writes the code and fixes its own errors along the way, so you're not stuck debugging something you don't understand. It picks the right AI model for each step automatically, so you get quality output without having to know the difference. Bolt Cloud handles hosting, your database, user accounts, and your custom domain, all in the same place. You're not juggling five different logins and bills just to get your site live. Already have a designer's mockup or some existing code? Bolt.new imports from Figma and GitHub, so you're not starting from scratch.

Average Rating: 4.3/5.0

Total Reviews: 92

Who Is the Company Behind Bolt.new?

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 72% Small, 24% Medium

What Do G2 Reviewers Say About Bolt.new?

AI-generated summary from verified user reviews

Pros
  • Users find Bolt.new to be approachable and easy to use, allowing quick idea exploration and validation.
Cons
  • Users report issues with the credit system, causing unintentional credit loss during project builds.
  • Users experience dependency issues with Bolt.new, leading to credit wastage and complications in project management.

What Are Recent G2 Reviews of Bolt.new?

Zoho Creator

Zoho Creator is an AI-powered low-code platform that helps companies build powerful mobile and web applications tailored to their unique needs. From startups to large enterprises, businesses use Zoho Creator to automate processes, modernize legacy systems, and accelerate digital transformation, all without extensive coding. With Zoho Creator, you can create forms, collect data, automate workflows, generate reports, and build dashboards. The platform integrates AI, business intelligence, and advanced analytics to provide meaningful insights. Its unified data model and auto-scaling infrastructure ensure reliable performance as your business grows. With this multiplatform builder, you can design applications that run natively across web, mobile, and tablet devices, all from a single build. You can also seamlessly integrate your apps with existing systems like ERPs, accounting software, inventory platforms, IoT devices, and other cloud tools to create a connected ecosystem. Create apps that work the way you work. Try Zoho Creator for free!

Average Rating: 4.3/5.0

Total Reviews: 155

Who Is the Company Behind Zoho Creator?

  • Seller: Zoho
  • Year Founded: 1996
  • HQ Location: Austin, TX
  • Twitter: @Zoho
    137,880 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    30,913 employees on LinkedIn®
  • Phone: +1 (888) 900-9646

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 48% Small, 43% Medium

What Do G2 Reviewers Say About Zoho Creator?

AI-generated summary from verified user reviews

Pros
  • Users value the easy integrations of Zoho Creator, enabling seamless connections with Zoho CRM and external APIs.
  • Users value the ease of use in Zoho Creator, enabling rapid app development without coding skills.
  • Users praise the easy integrations with the Zoho ecosystem, enhancing productivity and simplifying app deployment.
  • Users value the automation ease of Zoho Creator, allowing seamless data management and workflow optimization without coding.
  • Users love the user-friendly interface of Zoho Creator, enabling effortless app development without coding skills.
Cons
  • Users find the complexity of Zoho Creator challenging, particularly when managing intricate workflows and larger datasets.
  • Users find the learning curve challenging for non-technical users, especially with complex workflows and large datasets.
  • Users find limited customization frustrating, often needing workarounds to achieve their desired UI and functionality.
  • Users report poor customer support from Zoho Creator, highlighting slow responses and confusion in resolving issues.
  • Users struggle with coding challenges, especially regarding API integrations and limitations on JavaScript usage.

What Are Recent G2 Reviews of Zoho Creator?

What Are G2 Users Discussing About Zoho Creator?

GlideOS

GlideOS is an agentic software development platform for building internal business software. A collaborative AI project workspace where your team can use a chat interface to build and use custom software and agents. Use GlideOS to consolidate all the organizational spreadsheets, data and AI, and unify critical operations under one centralized platform.

Average Rating: 4.8/5.0

Total Reviews: 42

Who Is the Company Behind GlideOS?

  • Seller: Glide
  • Company Website:
  • Year Founded: 2018
  • HQ Location: San Francisco, CA
  • Twitter: @glideapps
    24,535 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    98 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 86% Small, 7% Medium

What Are Recent G2 Reviews of GlideOS?

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

Learn More About AI App Builder Software

AI App Builder Software buying insights at a glance

AI app builder software helps businesses create web applications, internal tools, workflows, and prototypes using artificial intelligence (AI), natural-language prompts, and low-code or no-code development environments. Unlike traditional application development tools that require users to write and configure much of the code themselves, AI app builders can generate interfaces, backend logic, and application components from written instructions. Some platforms also support databases, API integrations, deployment, and ongoing application maintenance.

Turning a written idea into a working prototype is a major attraction of AI app development platforms. G2 reviewers appreciate conversational development, intuitive interfaces, and the ability to build and revise applications in one environment. Their feedback also highlights the work that can follow initial generation: correcting code, debugging complex workflows, managing usage costs, and preparing applications for production.

Businesses comparing the best AI app builder software should consider how much control they need over generated applications. Some AI app development platforms prioritize fast, prompt-based creation, while others offer more extensive customization, integration, security, and governance capabilities for enterprise applications.

Common use cases and how businesses benefit:

  • Rapid application prototyping: Turn product ideas and written requirements into working prototypes that teams can evaluate before committing to full development.
  • Internal business application development: Build dashboards, approval systems, databases, and operational tools without requiring extensive custom coding.
  • Web app and customer portal creation: Generate user interfaces, forms, authentication workflows, and backend functionality for customer-facing applications.
  • Workflow automation: Create applications that connect business data, automate repetitive processes, and coordinate tasks across existing systems.
  • Application testing and iteration: Refine interfaces, modify application logic, and add features through natural-language instructions and visual editing tools.

Pricing for AI app builder software typically depends on AI usage, generation credits, application hosting, number of users, and available development features. Some platforms offer free access or entry-level subscriptions for prototypes, while others use usage-based or enterprise pricing. When comparing the best AI app builder software, buyers should account for repeated AI iterations, integrations, deployment, and ongoing maintenance, in addition to the initial application-generation cost.

Top 5 FAQs from software buyers

  • What features should businesses prioritize when choosing the best AI app builder software?
  • How do AI app builders generate frontend interfaces and backend logic from natural-language prompts?
  • What is the difference between AI app builder software and traditional low-code development platforms?
  • Can AI app development platforms connect to external APIs, databases, and existing business systems?
  • What should businesses consider when evaluating the quality, security, scalability, and customization of generated code?

G2's top-rated AI App Builder software, based on user reviews, includes Lovable, Replit, Jotform Apps, UiPath Agentic Automation, and ServiceNow App Engine.

What are the top-reviewed AI App Builder Software on G2?

These AI app development platforms are ranked by G2 Score within the AI App Builder category.

Lovable

  • Number of Reviews: 326
  • Satisfaction: 99
  • Market Presence: 87
  • G2 Score: 93

Replit

  • Number of Reviews: 223
  • Satisfaction: 93
  • Market Presence: 86
  • G2 Score: 89

Jotform Apps

  • Number of Reviews: 136
  • Satisfaction: 70
  • Market Presence: 65
  • G2 Score: 67

UiPath Agentic Automation

  • Number of Reviews: 71
  • Satisfaction: 56
  • Market Presence: 72
  • G2 Score: 64

ServiceNow App Engine

  • Number of Reviews: 67
  • Satisfaction: 47
  • Market Presence: 80
  • G2 Score: 64

Satisfaction reflects how users rate their experience with the product based on review signals such as usability, support quality, and likelihood to recommend. (Source 2)

Market Presence represents a product's market footprint using G2's market indicators, including company size, adoption, and product growth indicators. (Source 2)

G2 Score combines Satisfaction and Market Presence to provide a category-level comparison between products. (Source 2)

Learn more about how G2 calculates these scores. (Source 1)

What I Often See in AI App Builder Software

Feedback Pros: What Users Consistently Appreciate

  • Natural-language prompts make app development accessible without coding skills.

"I really like Replit because it's very easy and simple for non-professional programmers or even non-programmers like me. I'm not a programmer, but it's easy to come up with my ideas and then turn them into a functional application. I value the AI agent a lot because it implements everything that I request and helps me to develop the application. The initial setup of Replit was also very easy."

- Replit review, Shadi G.

  • Rapid application generation turns ideas into functional prototypes quickly.

"What I like most about Bolt.new is how quickly it can turn an idea into a working application. I can describe what I want in natural language, and it generates a full-stack app (frontend, backend, and database) right in the browser."

- Bolt.new review, Himanshu J.

  • Built-in integrations simplify connecting applications with existing business workflows.

"Best thing about ServiceNow App engine is how quickly and easily it helps to develop business requirements into actual apps. Additionally, using tools like Flow Designer, App Engine Studio, along with the built-in integration help me to develop much quicker and easier."

- ServiceNow App Engine review, Aditya M.

Cons: Where Many Platforms Fall Short

  • Limited AI credits restrict experimentation and repeated application refinements.

"The only thing that I did not like was how quickly I went through my AI credits in the system. But I found a way around that by connecting CODEX to it."

- Softr review, Diane I.

  • Complex application debugging requires additional effort and technical knowledge.

"Making the UI feel custom is really difficult. It feels outdated compared to other modern web frameworks, and our marketers always complain that it doesn't exactly match the brand image. The licensing cost is pretty high for what it does, and also, I find that debugging can be frustrating when the error message is vague."

- OutSystems review, Olga G.

  • Larger applications introduce performance issues and maintenance complexity.

"Airtable can become slower and harder to manage as bases grow. Pricing also increases quickly with more users and advanced features, while permissions, automation limits, and AI outputs can require extra setup and manual checking."

- Airtable review, Muhammad S.

My Expert Takeaway on AI App Builder Software in 2026

My evaluation suggests that choosing the best AI app builder software requires looking at both the initial build and the work needed afterward. Reviewers value being able to create applications without extensive programming experience, giving the tools an average star rating of 4.59/5, an ease-of-use score of 6.46/7, and a likelihood-to-recommend score of 9.19/10. These results reflect positive experiences getting started, while reviewer feedback also shows that generated applications can require further development before production use.

Recent reviews span software, IT, marketing, finance, and healthcare, with diverse needs. Software and IT teams use the platform to prototype apps, connect APIs, and build internal tools. Marketers and business users create landing pages, forms, and operational apps without depending on developers for every change. Enterprise reviews highlight governance, integrations, and workflow automation across existing systems.

What stands out in my analysis is the difference between generating an application and keeping it reliable. Reviewers often value how quickly natural-language instructions can produce functional prototypes, but their experiences become more mixed when applications involve complex business logic, authentication, multiple integrations, or repeated changes. Some report using extra credits to correct generated code or fix issues introduced during development. G2 feature satisfaction scores provide more specific comparison points: Lovable scores 91% for prompt understanding and UI generation, compared with Replit’s 87% and 84%, respectively. For integration-focused development, Airtable earns 98% for Data & API Integration, while ServiceNow App Engine scores 95%.

When evaluating AI app development platforms, prioritize how well they handle changes after the initial build. Test whether they preserve features, support debugging, connect to required data sources, and offer sufficient deployment and security controls. Users give the tools an encouraging average Meets Requirements score of 6.33/7, but teams should test realistic application complexity before buying. Don’t just assess whether a builder produces a working first version; consider whether the app stays manageable as requirements change.

AI App Builder Software FAQs

Which AI app builder integrates with the most APIs?

AI app development platforms vary in how they connect applications to databases, CRM platforms, cloud services, and third-party APIs. Airtable, ServiceNow App Engine, and ToolJet offer relevant options for teams evaluating connected workflows and access to external data.

  • Airtable: Relevant to teams building applications around structured business data and connected workflows. It receives 98% satisfaction for Data & API Integration, and recent reviewers highlight its flexibility for organizing and connecting business information.
  • ServiceNow App Engine: Suited to enterprises creating applications within established service management and operational environments. Reviewers appreciate its built-in integrations and Flow Designer for connecting business processes. The Grid reports 95% for Data & API Integration.
  • ToolJet: Useful for development teams building internal applications that connect to external data sources and services. Reviewers appreciate its integration capabilities and the flexibility to work directly with application logic when necessary.

Buyers should compare the availability of native connectors, support for REST APIs, authentication methods, database connections, and custom integrations.

Which AI app builder offers the most customizable templates?

AI app builders with customizable templates let businesses create applications without designing every screen or workflow from scratch. The most suitable platform depends on whether teams need visual interface customization, reusable components, or complete control over the generated application's structure.

  • Softr: Relevant to teams building client portals, internal applications, and database-driven interfaces using configurable components. Recent G2 reviewers appreciate its intuitive design environment and integration capabilities, making it useful for businesses adapting standard application structures to their requirements.
  • Airtable: Allows teams to organize business data and create configurable interfaces around existing workflows. Its 96% Design Customization satisfaction score in the Grid makes it worth evaluating for teams prioritizing flexible application interfaces.
  • Bolt.new: Supports creating application interfaces through prompts and modifying generated designs. Reviewers appreciate the ability to build from scratch and use templates, although some report that advanced customization requires additional manual refinement.

Businesses should distinguish between the number of available templates and how extensively those templates can be modified. Buyers should test whether a platform supports reusable components, responsive layouts, branding controls, and modifications to application logic without rebuilding existing functionality.

Which AI app development platform is the easiest to use?

The easiest AI app development platforms help users create functioning applications without configuring development environments or learning extensive programming concepts. The following tools stand out for the use case:

  • Lovable: Particularly relevant to beginners who want to create web applications using conversational prompts. Recent reviewers describe its intuitive interface, straightforward setup, and ability to generate frontend and backend components from written instructions.
  • Jotform Apps: Suited to users creating form-based applications and lightweight business tools. Reviewers appreciate quick setup and AI-assisted building, although some find detailed interface customization less straightforward.
  • GlideOS: Worth considering for users who prioritize accessible application creation and straightforward interfaces. Reviewers highlight ease of use, simple setup, and the ability to develop applications without extensive technical knowledge.

Organizations should evaluate ease of use across the full development process, including creating an initial application, editing existing features, resolving errors, and publishing updates.

Which is the top AI app builder for non-technical teams?

For non-technical teams, the best AI app builder software should translate everyday business requirements into usable applications without requiring dedicated developers for every step. Lovable, Jotform Apps, and Softr are relevant options for different needs, including prompt-generated web tools, form-based workflows, and internal portals.

  • Lovable: Helps non-developers describe applications in natural language and generate working interfaces and functionality. Reviewers frequently appreciate being able to experiment with ideas and build prototypes without writing code.
  • Jotform Apps: Useful for teams creating simple apps, forms, and business workflows. Reviewers emphasize its accessible building process and the time saved through AI-assisted application setup.
  • Softr: Fits operations and customer-facing teams building portals or internal tools around existing data sources. Reviewers appreciate its visual development experience, ease of configuration, and connections to business systems.

Non-technical teams should also consider what happens after an application is launched. Recent reviews show that debugging, security, and scaling can become difficult without development experience. Teams should prioritize builders with understandable error messages, manageable permissions, and reliable support for updating existing applications.

What is the best AI app builder for agencies?

The best AI app builder for agencies depends on whether they create customer-facing websites, build client applications, or develop internal tools for managing projects and operations. Agencies often need a combination of rapid prototyping, design customization, integration capabilities, and the ability to maintain multiple projects.

  • Lovable: Suitable for agencies prototyping client-facing web applications, landing pages, and interactive tools. Reviewers appreciate generating functional designs from prompts and iterating on application features without building every component manually.
  • Replit: Relevant to agencies developing more customized applications that require access to generated code, hosting, and backend functionality. Reviewers value its integrated development environment, although some highlight the cost and debugging effort involved in complex projects.
  • Softr: Useful for agencies developing client portals, internal dashboards, and database-connected applications. Reviewers appreciate its visual builder and integrations, which support creating business tools without extensive custom development.

Agencies should evaluate application ownership, client handoff, branding flexibility, collaboration permissions, and long-term maintenance. It is also important to establish whether clients can update their own applications and how hosting, AI credits, and integration costs are managed after delivery.

Sources

  1. G2 Research Scoring Methodologies
  2. G2 Market Presence Score Overview

Researched By: Adam Crivello

Last updated on: October 16, 2026