Best AI App Builder Software - Page 2

How Many AI App Builder Software Products Does G2 Track?

Total Products under this Category: 549

Category Stats (Sep 2026)

  • Average Rating: 4.65/5 (↓0.02 vs Aug 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Bolt.new (+1.29%) - Among all products in this category, Bolt.new recorded the largest rating increase compared to last month

Last updated: September 01, 2026

How Does G2 Rank AI App Builder Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 38,200+ Authentic Reviews
  • 549+ 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, monday AI Work Platform, ServiceNow App Engine, Microsoft Power Apps, and OutSystems.

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

Lyzr.ai

Lyzr is an enterprise AI agent platform that helps organizations design, deploy, and operate autonomous and semi-autonomous agents across business functions such as customer service, sales, human resources, finance, and IT. The platform brings together an agent framework, a low-code studio, and a central control plane, so teams can move AI initiatives from pilot to full production with consistency and oversight. Organizations use it to build task-specific agents for secure knowledge assistance, retrieval-augmented search, and multi-step workflow automation, improving how work gets done while keeping data protected. Lyzr is built for enterprises that want to adopt AI without replacing the systems they already run. Its model-agnostic architecture lets teams work with their preferred language models and switch between them as needs change, with no re-architecting required. The same flexibility extends to deployment: agents can run in a private cloud, a single-tenant setup, or fully on-premise, so organizations keep control of their data and operations. Governance, observability, and auditability are part of the platform itself, which is what makes Lyzr suitable for compliance-sensitive teams and production-grade reliability. At the core of the platform is an agent framework paired with Architect and Agent Studio, which together support single-task and multi-agent workflows through code, low-code, or no-code. A central registry gives teams monitoring, access control, versioning, and traceable execution logs across every agent, regardless of who built it or on which framework. Connectors, SDKs, and APIs link agents to existing tools such as CRMs, ERPs, ITSM systems, data lakes, and messaging platforms, so agents operate inside current processes rather than replacing them. The result is a faster path from prototype to production, supported by reusable components and ready-made integrations. Built-in governance keeps regulated teams audit-ready, while simulation, evaluation workflows, and version and rollback controls reduce operational risk before and after agents go live. Because integration effort stays low and models and pipelines remain interchangeable, organizations can orchestrate the systems they already have and evolve over time without being locked into a single vendor. Typical use cases include secure knowledge assistants and retrieval-augmented search for employees and customers, customer support agents that handle classification, drafting, and resolution, and sales agents that support account research, outreach sequencing, and meeting scheduling. Lyzr also powers back-office automation across HR, finance, and IT service management, making it a practical choice for cross-team, multi-step processes that need coordination across several tools and data sources.

Average Rating: 4.4/5.0

Total Reviews: 46

Who Is the Company Behind Lyzr.ai?

  • Seller: Lyzr
  • Company Website:
  • Year Founded: 2023
  • HQ Location: New York, USA
  • LinkedIn® Page: www.linkedin.com
    227 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 72% Small, 17% Medium

What Do G2 Reviewers Say About Lyzr.ai?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Lyzr.ai, enabling quick setup and seamless engagement for anyone.
  • Users appreciate the setup ease of Lyzr.ai, allowing quick creation and testing of AI agents without complexity.
  • Users value the deployment ease of Lyzr.ai, enabling fast and simple AI agent development without coding expertise.
  • Users appreciate the efficiency of Lyzr.ai, enabling rapid development and deployment of AI workflows with minimal effort.
  • Users appreciate the intuitive and customizable interface of Lyzr.ai, enabling quick and effective AI agent creation.
Cons
  • Users find the poor documentation of Lyzr.ai challenging, often having to troubleshoot issues independently.
  • Users express concern over the lack of integration, limiting flexibility and ease of use in Lyzr.ai.
  • Users find the steep learning curve of Lyzr.ai challenging, complicating the promised low-code accessibility and experimentation.
  • Users feel there is limited customization in Lyzr.ai, hindering the ability to tailor the platform to specific needs.
  • Users feel the lack of ready-made templates limits their efficiency and highlights the need for more features.

What Are Recent G2 Reviews of Lyzr.ai?

Framer

Framer is the AI design agent and AI website builder for every step from idea to a live site. Designers, marketers, agencies, and site teams use it to design on a visual canvas, generate and refine pages with agents, manage content in a built-in CMS, and publish to a custom domain. Ask agents to restyle a page, rewrite copy, build new sections from a prompt or a reference, make layouts responsive, migrate a site from WordPress or Webflow, and run SEO and accessibility checks. Connect Claude, Cursor, or Codex so work can start from the tools you already use. Framer is for teams that want professional design control and AI-assisted publishing in one workspace.

Average Rating: 4.5/5.0

Total Reviews: 145

Who Is the Company Behind Framer?

  • Seller: Framer
  • Company Website:
  • HQ Location: Amsterdam, NL
  • Twitter: @framer
    199,152 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    759 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Product Designer, Founder
  • Top Industries: Design, Computer Software
  • Company Size: 69% Small, 21% Medium

What Do G2 Reviewers Say About Framer?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Framer, finding it intuitive for both design and development tasks.
  • Users praise Framer for its fast and responsive customer support, enhancing their overall workflow experience significantly.
  • Users praise Framer for its speed and seamless design integration, greatly enhancing workflow and collaboration.
  • Users value the exceptional speed of Framer, enabling rapid launches and seamless collaboration for design and content updates.
  • Users love the intuitive design interface of Framer, making development and customization seamless and enjoyable.
Cons
  • Users find the lack of essential CMS features in Framer limits its functionality and usability for complex projects.
  • Users find Framer's pricing high, especially for personal and multilingual projects, which can hinder experimentation.
  • Users find that pricing issues can hinder experimentation and increase costs, especially for personal or multilingual projects.
  • Users note the limited options for flexibility and multilingual support in Framer, impacting their overall experience.
  • Users often experience slow loading times with Framer, leading to frustration during their design workflow.

What Are Recent G2 Reviews of Framer?

What Are G2 Users Discussing About Framer?

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
    71 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 appreciate the ease of use of ToolJet, making it simple to create internal tools quickly.
  • Users praise ToolJet for its easy setup, enabling quick creation of internal tools and dashboards with existing data.
  • Users appreciate the no coding flexibility of ToolJet, enabling quick development of internal apps with ease.
  • Users value the easy integrations of ToolJet, enhancing their workflow with efficient data handling and reduced setup time.
  • Users value the easy integrations in ToolJet, enabling quick setup and use of internal tools and dashboards.
Cons
  • Users struggle with a steep learning curve in ToolJet, finding some features unintuitive and performance inconsistent.
  • Users experience slow performance with ToolJet, particularly when handling heavy pages and complex applications, impacting efficiency.
  • Users face limited customization in ToolJet, impacting design flexibility and complicating the development of complex applications.
  • Users experience performance issues with slowdowns on heavy pages, hindering efficiency and overall user experience.
  • Users find the missing features in ToolJet frustrating, especially regarding customization and the AI's precision.

What Are Recent G2 Reviews of ToolJet?

Greta.sh

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: 4.4/5.0

Total Reviews: 16

Who Is the Company Behind Greta.sh?

  • 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: 94% Small, 6% Medium

What Are Recent G2 Reviews of Greta.sh?

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: 4.7/5.0

Total Reviews: 9

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: 44% Small, 33% Medium

What Are Recent G2 Reviews of Aha! Builder?

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 of Biela.dev, noting its customizability and user-friendly interface for enhanced productivity.
  • Users admire the simplicity and power of AI-powered tools offered by Biela.dev, enhancing their productivity effectively.
  • Users appreciate the deep customizability of Biela.dev, enabling personalized views, reports, and seamless database integration.
  • Users value the easy integrations with databases, allowing for customizable views, reports, and dashboards.
  • Users love the simplicity and design of Biela.dev, highlighting the powerful AI tools that enhance productivity.
Cons
  • Users dislike the forced save requirement in Edit Mode, complicating their workflow when no changes are needed.
  • Users find the pricing a bit expensive for growing teams, impacting accessibility for their needs.

What Are Recent G2 Reviews of Biela.dev?

Assembly

Create remarkable client experiences. CRM, portal, payments, tasks, contracts & more, with an AI Assistant that works for you. Assembly is the AI-powered platform for professional service firms. It replaces a patchwork of point tools with one place to run client work, so clients get a clean, branded portal for tasks, payments, messages, files, contracts, and forms, and your team runs on a simple CRM with an AI Assistant that knows full client context. The result: faster onboarding, improved retention, and happier clients. Assembly also fits the stack you already use. Embed Calendly, Airtable, and 1,000s of other products, connect Zapier/Make and webhooks, or build Custom Apps with our API so your workflow drives the software, not the other way around. Trusted by 1,000+ businesses serving 1M+ clients. SOC 2 Type II and HIPAA. Start for free today at assembly.com.

Average Rating: 4.7/5.0

Total Reviews: 333

Who Is the Company Behind Assembly?

  • Seller: Assembly
  • Company Website:
  • Year Founded: 2020
  • HQ Location: New York, US
  • Twitter: @assemblycom
    60,010 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    44 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: CEO, Owner
  • Top Industries: Marketing and Advertising, Accounting
  • Company Size: 90% Small, 4% Medium

What Do G2 Reviewers Say About Assembly?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of Assembly, enhancing their ability to share and manage information effectively.
  • Users highlight the easy setup of Assembly, enabling quick user onboarding and efficient workflow integration.
  • Users commend the responsive customer support of Assembly, which enhances their overall experience with the platform.
  • Users love the intuitive setup of Assembly, enjoying seamless integrations and a straightforward client management process.
  • Users appreciate the seamless integrations that streamline processes and enhance client management within Assembly.
Cons
  • Users desire more missing features in Assembly, hoping for enhancements like Rich text and better integration opportunities.
  • Users express desire for more features as current options lead to limited integration and customization capabilities.
  • Users desire more customization options for the client portal, feeling limited by the current capabilities.
  • Users note the lack of features in Assembly, feeling it resembles a 'beta version' at times.
  • Users find the integration issues with other software limit the overall functionality and flexibility of Assembly.

What Are Recent G2 Reviews of Assembly?

What Are G2 Users Discussing About Assembly?

Floot

Floot is an app-building platform for non-technical founders and builders that works directly inside Claude and ChatGPT. Describe the app you want in a conversation, and Floot builds and publishes it with the infrastructure already handled—including the database, authentication, file storage, email, backend logic, and hosting. Unlike Claude Code, Floot does not require users to configure and manage their own development infrastructure. Unlike AI app builders that charge credits for every AI action, Floot lets users build with their existing Claude or ChatGPT subscription without a separate AI-credit meter. Floot is officially available for Claude and ChatGPT. It can also connect to other AI agents that support MCP using Floot’s MCP URL.

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: 214

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
    213 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, thanks to intuitive features like drag and drop functionality.
  • Users value Neptune DXP for its easy low-code development, enabling efficient app creation for all skill levels.
  • Users value the low-code capabilities of Neptune DXP, enabling both experienced and novice developers to create apps easily.
  • Users value the offline support for mobile apps, enhancing accessibility for remote work and field applications.
  • Users commend the strong and responsive customer support of Neptune DXP, ensuring assistance whenever needed.
Cons
  • Users face a steep learning curve with Neptune DXP, especially those new to low-code platforms, needing initial support.
  • Users find the complex learning curve of Neptune DXP requires significant technical skills and support for effective navigation.
  • Users find the learning difficulty of Neptune DXP steep, particularly for newcomers to low-code platforms.
  • Users find the learning curve steep for Neptune DXP, especially newcomers to low-code platforms, requiring additional support.
  • Users find the complexity of the learning curve in 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?

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: 8

Who Is the Company Behind OpenKBS?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of OpenKBS?

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?

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: 548

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: 57% Medium, 22% 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 appreciate how Sigma provides clear, interactive visuals for simplifying complex datasets and tracking KPIs.
  • Users find that Sigma greatly enhances data handling, streamlining processing and visualization for daily project tasks.
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?

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 find Amazon Q Business extremely easy to use, enhancing productivity in code generation and completion seamlessly.
  • Users appreciate the coding assistance of Amazon Q Business, enhancing productivity with effective code suggestions and insights.
  • Users find Amazon Q's content generation capabilities invaluable for effortlessly creating infrastructure and AWS service code.
  • Users value the user-friendly integration of Amazon Q Code Whisperer, enhancing coding speed and terminal experience.
  • Users love how Amazon Q offers effective problem-solving features, enhancing productivity through intuitive code suggestions and debugging.
Cons
  • Users often find that it struggles with context understanding across multiple code components, leading to confusion.
  • Users often face login issues due to frequent re-authentication, leading to frustration despite the ease of the process.
  • Users find the outdated data generated by Amazon Q Business to be a common frustration among similar tools.
  • Users report poor coding in Amazon Q, with post-generation edits often breaking the working code.
  • Users report that prompt issues lead to incomplete project files and frequent code breakage after 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?

  • Seller: fardo
  • Year Founded: 2025
  • HQ Location: N/A
  • LinkedIn® Page: www.linkedin.com
    13 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 88% Small

What Are Recent G2 Reviews of fardo?

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