101AITools

    Use case guide

    Best AI tools for AI app builders

    Looking for AI tools for AI app builders? This guide lists approved directory tools that fit ai app builders workflows. Compare features, pricing notes, and categories before you commit.

    60 curated tools below.

    Freemium

    10Web

    AI - Powered WordPress Platform. Automated Website Builder, Hosting, and PageSpeed Booster, to say the least.

    Code & DevDetails →
    Freemium

    21st.dev

    21st.dev is an AI platform that helps developers and teams build and deploy machine learning models faster. It sits in the machine learning tools category and works for both beginners and more experienced data practitioners. Its main appeal is that it reduces the time needed to go from data to a working model

    Code & DevDetails →
    Freemium

    Airo AI Builder

    GoDaddy Airo AI Builder is a conversational no-code builder for websites, web apps, stores, dashboards, and custom tools, with hosting, SSL, forms, analytics, and domain connection in the GoDaddy stack. You describe the product in natural language; it generates UI and backend pieces, and you can download the code.

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    Freemium

    Amp Code

    Amp is an agentic coding platform from Sourcegraph that can understand codebases, edit files, run commands, investigate bugs, search external repositories, and work autonomously on software tasks. It is available on the web, in the terminal, in IDEs, and on mobile, with remote “orbs” that can continue working after the user closes their computer.

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    Freemium

    Assembly AI

    AssemblyAI is a developer-first speech intelligence platform. It provides speech-to-text (batch and streaming), speech understanding features (summarisation, PII redaction, topic detection), and a bundled Voice Agent API that combines STT, LLM routing, TTS, and turn detection over one WebSocket. It targets product teams building transcription, analytics, or voice agents without stitching multiple vendors.

    Voice & AudioDetails →
    Paid

    Assembly Studio

    Assembly Studio is an AI app builder for professional service firms that generates client-facing and internal apps in plain language, then publishes them into Assembly's existing branded client portal with CRM, auth, permissions, workflows, and payments already in place. It is deliberately not a public marketing-site builder; apps are for authenticated team and client experiences.

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    Freemium

    Autofunnel.AI

    Autofunnel.AI is an all-in-one marketing platform that generates funnels, landing pages, email copy, AI books (Bookle), podcasts (Podcaster), and sales assets from prompts. It targets coaches, info marketers, and agencies who want a single stack for lead gen and digital product creation rather than stitching ClickFunnels + ChatGPT + separate book tools.

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    Freemium

    Axiom

    Axiom.ai is a Chrome-extension-based browser automation tool for scraping, form filling, and repetitive web workflows without code. You record clicks and steps, schedule runs in the cloud or locally, and connect to Google Sheets, Zapier, Make, and LLMs for AI-assisted extraction. Backed by Y Combinator (vendor claim). Pricing is by runtime minutes, not seats.

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    Freemium

    Base44

    Base44 is an AI app builder that generates full-stack web apps from natural language: frontend, backend, auth, database, payments, and hosting included. It targets founders and teams who want to ship internal tools, client portals, and SaaS MVPs without configuring infrastructure. "Superagents" add workflow automation on top of built apps (vendor claim).

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    Freemium

    Bolt.new

    Bolt.new, from StackBlitz, builds and deploys full-stack JavaScript apps entirely in the browser via WebContainers. The AI agent controls the filesystem, terminal, package manager, and browser console — not just code suggestions. Recent Bolt Cloud adds managed DB, auth, and hosting so prototypes can go live without exporting to Vercel manually (vendor claim, 2026).

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    Freemium

    Brancher AI

    Brancher.ai connects AI models in a visual flow to build standalone web apps without code. You chain prompts (text → image → logic), customise frontend styling, and publish vanity URLs. 100+ templates accelerate start. Subscriptions cover platform features; credits are purchased separately to run models unless Basic/Pro zero-credit promos apply.

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    Freemium

    Browse AI

    Browse AI is a no-code platform for extracting structured data from websites, monitoring pages for changes, and turning any site into an API endpoint. Users train "robots" by recording actions on a page, then scale extraction across thousands of URLs with built-in bot evasion, automatic retries, and workflow automation. It targets business teams and developers who need reliable web data without maintaining custom scraper infrastructure.

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    Freemium

    Build AI

    BuildAI is a no-code platform that turns plain-language descriptions into deployed AI-powered web applications in minutes. It handles databases, authentication, deployment, and custom domains automatically, so founders and operators can ship internal tools or customer-facing AI products without engineers. The platform also supports "Digital Employees"—AI agents with memory, connectors, and scheduled workflows across Gmail, Slack, Notion, and 25+ services.

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    Freemium

    ChatGPT

    ChatGPT is OpenAI's flagship conversational AI, available on web, mobile, and desktop. It handles writing, coding, research, image generation, voice chat, and agentic tasks through a single interface. Paid tiers unlock frontier models, higher usage limits, Codex coding agents, Deep Research, Sora video, and team admin controls. It remains the default general-purpose AI assistant for most consumers and many businesses.

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    Freemium

    Cheat Layer

    Cheat Layer is a no-code automation platform that lets businesses deploy AI agents for marketing, sales, and operations without writing code. Agents can interact with websites, desktop apps, APIs, Google Sheets, email, SMS, and voice (Twilio). It grew from early GPT-3 automation tooling and positions itself as a cloud "AI team" for small businesses and agencies.

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    Freemium

    Convai

    Convai is a developer platform for building embodied conversational AI characters (NPCs) in 3D virtual worlds, games, and XR experiences. Characters can see (vision), hear, remember context, speak in 65+ languages, perform animations, and follow narrative flows. Integrates with Unreal Engine, Unity, WebGL/Three.js, and NVIDIA Omniverse via plugins and APIs.

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    Freemium

    Cresta

    Cresta is an enterprise Customer Experience AI platform that unifies autonomous AI agents, real-time agent assist, and conversation intelligence on one system (Cresta Opera orchestration layer). Founded 2017 out of Stanford AI Lab, it targets large contact centers — coaching human agents live, automating conversations end-to-end, and analyzing 100% of interactions for QA, coaching, and revenue insights. Customers include Verizon, Cox Communications, Alaska Airlines, United Airlines, and Intuit. $280M+ raised; 500+ employees.

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    Freemium

    DeepSeek

    DeepSeek is a Chinese AI lab whose current flagship models, DeepSeek-V4-Flash and DeepSeek-V4-Pro, compete with GPT-5 and Claude-class models on coding, reasoning, and general tasks at a fraction of the API cost. The free chat interface at chat.deepseek.com offers both models (Flash as "Instant Mode," Pro as "Expert Mode"), while the API provides OpenAI- and Anthropic-compatible endpoints for developers. Both models are open-weight under an MIT license and available for self-hosting via Hugging Face.

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    Freemium

    DRUID AI

    DRUID AI is a Bucharest-founded (2018) enterprise conversational AI platform for building AI agents that execute multi-step business processes rather than just answering questions. Its Druid Conductor engine orchestrates Knowledge Agents and Process Agents across ERP, CRM, and HRIS systems, with especially deep native integration into UiPath's RPA ecosystem. The platform serves 300+ enterprise customers across banking, healthcare, and retail and has powered over 1.2 billion conversations.

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    Freemium

    Durable

    Durable is an AI-powered website builder and business platform that generates a complete small-business site in ~30 seconds from a short questionnaire. Beyond websites, it bundles CRM, invoicing, booking, payments, AI blog writing, AI image generation, and "AI Agents" for SEO/GEO visibility and lead response. It targets service professionals—landscapers, cleaners, consultants, wellness providers—who need to get online fast without hiring a designer or juggling separate tools.

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    Freemium

    Ebi.Ai

    Ebi.Ai (AI Studio) is a UK-based conversational AI platform for building customer and employee-facing AI assistants without coding. It combines generative AI (GPT-powered responses), live chat, telephony, workflow flows, and analytics. Backed by 20+ years of data engineering experience, it targets businesses, agencies, and public-sector teams (notably UK local councils) needing 24/7 automated support with human handoff.

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    Freemium

    echowin

    echowin is a no-code platform for building, deploying, and monitoring AI voice and chat agents across phone, web chat, WhatsApp, SMS, Discord, and Slack. Users describe agent behavior in plain English, add knowledge from websites and documents, connect tools (calendars, CRM, inventory), and deploy omnichannel without training models or running telephony infrastructure. Business Compass analytics surfaces call trends, sentiment, and revenue signals.

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    Freemium

    Fabricate

    Fabricate is an AI-powered platform that turns natural-language descriptions into production-ready full-stack web applications. It generates React, TypeScript, and Tailwind CSS frontends with Cloudflare Workers backends, then deploys to Cloudflare’s global edge network in one click. Users can also describe Figma designs to generate matching components. Note: this is NOT a 3D/design tool — unrelated products include tryfabricate.com (hardware procurement) and fabrica.ai (robotics simulation).

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    Freemium

    FlexAI

    FlexAI is a Paris-based AI infrastructure platform that gives developers a single OpenAI-compatible API key to run inference, fine-tune, and deploy 20+ open-source LLMs without managing GPUs, CUDA, or cloud infrastructure directly. It scales from free serverless credits up to dedicated endpoints and a fully private AI cloud (VPC, on-prem, or air-gapped), and includes an Agent SDK for building governed, tool-using agent workflows.

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    Freemium

    Floot

    Floot is an AI-powered no-code application development platform that enables entrepreneurs, startups, and non-technical users to build, deploy, and scale production ready web applications using natural language prompts. Unlike many AI coding tools, Floot includes the entire technology stack frontend, backend, database, authentication, hosting, and deployment within a single platform, eliminating the need for external developer tools.

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    Freemium

    Forethought

    Forethought is an enterprise AI platform for customer support that deploys autonomous AI agents across chat, email, voice, Slack, and mobile. Its Solve product deflects and resolves tickets; Assist surfaces knowledge to human agents in real time; Triage routes and prioritizes incoming requests. Forethought Opera provides no-code orchestration for configuring, testing, and governing AI behavior. Acquired by Zendesk ecosystem; targets mid-market and enterprise support teams with 2,000+ monthly tickets.

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    Freemium

    Glean

    Glean is an enterprise Work AI platform that connects company knowledge across SaaS apps—Slack, Google Drive, Jira, Confluence, Salesforce, GitHub, and 100+ connectors. It provides permission-aware search, an AI assistant, no-code agents, and analytics for large organizations. Glean reported crossing $300M ARR in 2026 with customers including Samsung, Reddit, and Databricks.

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    Freemium

    Google Stich AI

    Google Labs experiment launched May 2025, uses Gemini 2.5 Pro to generate UI designs and frontend code from text or image inputs in minutes. Now evolved into AI-native software design canvas with unlimited canvas, design agent, voice capabilities, and interactive prototypes

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    Freemium

    Grok

    Grok is a real-time, live-data AI assistant built into X that is best for news junkies, crypto traders, and creators who need up-to-the-second global trends, unfiltered image generation, and native slide-deck creation.

    Marketing & SalesDetails →
    Freemium

    Gumloop

    Gumloop is a no-code platform for building AI-powered workflows and autonomous agents using a visual drag-and-drop canvas. It connects to everyday business tools like Slack, Gmail, and Google Sheets and lets teams automate multi-step processes such as lead enrichment, document processing, and research without writing code. The platform has evolved from a lightweight automation builder into a broader AI agent and collaboration platform for teams.

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    Freemium

    Hercules

    Hercules is a no-code AI app builder for business software: describe what you want in chat, such as "build a CRM for my 75-person sales team," and Hercules builds a working application in real time, with auth, hosting, backend, database, payments, email, and API integrations built in rather than requiring separate setup. Finished apps can publish to a custom domain or to the iOS App Store and Google Play instantly. This is a different product from TestZeus's open-source "Hercules" testing agent (github.com/test-zeus-ai/testzeus-hercules), same name, unrelated companies.

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    Freemium

    HeyGen

    HeyGen is an AI video generation platform that enables users to create professional-quality videos using realistic AI avatars, voice cloning, text-to-video generation, and multilingual video translation. It is widely used by businesses, marketers, educators, and content creators to produce studio-style videos without cameras, actors, or video editing expertise.

    Video & AvatarsDetails →
    Freemium

    Hume AI

    Hume AI builds emotionally intelligent voice AI centered on its Empathic Voice Interface (EVI) speech-to-speech models and Octave text-to-speech models, which understand and express emotional nuance in tone. Developers use Hume's API to build voice agents, support bots, and TTS applications that adapt tone to context and detected emotion. It serves developers and product teams building conversational voice products.

    Voice & AudioDetails →
    Freemium

    Inworld AI

    Inworld AI provides real-time voice AI infrastructure — text-to-speech, speech-to-text, LLM routing, and speech-to-speech Realtime API — for games, apps, and interactive experiences. Originally known for NPC character engines, Inworld pivoted in 2025-2026 to a developer-first voice AI platform with sub-200ms latency, 220+ LLM models via Router, and tiered API pricing scaling to enterprise.

    Voice & AudioDetails →
    Freemium

    Liner.ai

    Liner is an AI-powered research assistant and search engine for academics, students, and knowledge workers. It provides cited advanced search, Deep Research mode, file upload analysis, and access to major AI models (ChatGPT, Gemini, Claude) in an ad-free research environment. Note: liner.ai is a separate no-code ML training tool; the AI search product lives at liner.com (formerly getliner.com, which now returns HTTP 410).

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    Freemium

    Lovable

    Online AI website creator, builds websites from scratch using prompts, no code required

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    Freemium

    Meku AI

    AI-powered full-stack web app and site builder that converts natural language prompts into production-ready React and Tailwind CSS code. Supports chat-based refinement, one-click deploy, and GitHub/Supabase integrations.

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    Freemium

    NovelAI

    Subscription-based AI platform for unlimited text generation and anime-style image creation, popular with fiction writers and anime art enthusiasts for storytelling and illustration.

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    Freemium

    Poly AI

    PolyAI builds customer-led conversational voice assistants for enterprise call centers. Its agents handle natural, interruptible phone conversations in multiple languages for banking, hospitality, insurance, retail, and telecom. Born from Cambridge speech recognition research, PolyAI targets large organizations replacing rigid IVR trees with AI that resolves calls autonomously.

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    Freemium

    PromptBase

    PromptBase is the largest marketplace for buying and selling AI prompts across Midjourney, ChatGPT, DALL-E, Stable Diffusion, Veo, Gemini, and other models. Creators list tested prompt templates; buyers purchase individual prompts or subscribe to PromptBase Select for bundled access. The platform also supports custom prompt commissions and AI app building.

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    Freemium

    Puzzle

    The AI-powered glossary for your community and customers. Bring clarity to your product, service, and community with a superpowered glossary.

    AI ChatbotsDetails →
    Freemium

    Replit

    Replit is a cloud-based development environment with Replit Agent for autonomous AI coding. Valued at $3B, it lets users build, deploy, and collaborate on apps entirely in the browser with effort-based AI billing introduced in February 2026.

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    Freemium

    Retell AI

    Retell AI is a developer-focused platform for building, deploying, and scaling real-time AI voice and chat agents for customer service, sales, and operations. It bundles speech-to-text, LLM orchestration, text-to-speech, telephony, and analytics into one API-first stack with no mandatory platform subscription.

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    Freemium

    Retune

    Retune (re:tune) is a no-code platform for building, training, and deploying custom AI chatbots and autonomous agents. Users bring their own API keys (OpenAI and others) while Retune provides the frontend, chat storage, infinite memory, website crawling, and embeddable widgets.

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    Freemium

    Riku.ai

    Riku.ai is a no-code platform for building, experimenting with, and deploying custom AI applications including chatbots, form apps, vision apps, and prompt templates. It supports bring-your-own-key integration with major LLM providers plus free open-source models.

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    Freemium

    Robovision.ai

    Robovision provides industrial-grade computer vision infrastructure for manufacturing, packaging, food processing, semiconductor, healthcare, and agriculture. The platform focuses on governed vision intelligence with lifecycle monitoring, model management, and outcome assurance at production scale.

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    Freemium

    Sitegpt

    SiteGPT lets businesses deploy a ChatGPT-style assistant trained on their website, docs, and files to answer visitor questions accurately in brand voice. No-code setup supports sitemap crawling, PDF uploads, Notion/Google Drive connectors, embed widgets, and escalations to human support tools like Zendesk.

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    Freemium

    Sitekick

    Sitekick AI generates conversion-optimized landing pages and full websites from prompts in minutes—copy, design, and layout included. It targets small businesses and service professionals who need professional web presence without coding, design, or copywriting skills, with hosting, CMS, ecommerce, and 100+ language support built in.

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    Freemium

    Skyvern Ai

    Skyvern automates browser-based workflows using AI vision and LLMs—filling forms, navigating portals, solving CAPTCHAs, and completing multi-step tasks without brittle selectors. Developers use Python/TypeScript SDKs; ops teams use a visual workflow builder for enterprise portal automation.

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    Freemium

    Softr Studio

    Softr lets teams build client portals, internal tools, and membership apps on top of Airtable, Google Sheets, SQL, and Softr Databases—without code. Built-in AI generates copy and images, powers Ask AI blocks, and supports vibe-coding-style app building for non-developers.

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    Freemium

    Stack-ai

    StackAI is an enterprise no-code platform for building and deploying AI agents and workflows. Founded by MIT researchers, it lets teams connect data sources, LLMs, and business tools through a drag-and-drop interface. The platform targets governed production deployments with SOC 2, HIPAA, and GDPR compliance options.

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    Paid

    Superblocks

    Superblocks is an enterprise platform for building governed internal apps, workflows, and portals with Clark, an AI coding agent that works against your private data integrations under IT controls (RBAC, SSO, audit, optional VPC). It targets teams that need production internal tools without shadow IT.

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    Freemium

    Synthflow AI

    Synthflow AI is an enterprise voice AI platform for deploying AI phone agents that handle inbound and outbound calls. It provides no-code agent building, CRM and calendar integrations, custom telephony setup, and enterprise-grade security for automating customer service, appointment booking, and lead qualification calls.

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    Freemium

    Teachable Machine

    Teachable Machine is a web-based tool that makes creating machine learning models fast, easy, and accessible to everyone. It's meant to be used by educators, artists, students, innovators, makers of all kinds – really, anyone who has an idea they want to explore. No prerequisite machine learning knowledge required.

    Code & DevDetails →
    Freemium

    Teleporthq

    TeleportHQ is the collaborative front-end platform with integrated UI development and content modelling tools. A powerful visual builder to create and publish your headless static websites instantly.

    Code & DevDetails →
    Freemium

    Uncody

    Uncody builds websites for small businesses using AI. You describe your business and it generates a complete, mobile-friendly site in about ten minutes. It handles copywriting, picks images, adds SEO basics, and includes lead capture forms. Over a million sites have been created, according to the company.

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    Freemium

    Vidyo (Quso.ai)

    Vidyo.ai, now rebranded as Quso.ai, is an all-in-one AI platform for video clipping, editing, captioning, scheduling, and analytics. It repurposes long-form content (podcasts, interviews, presentations) into short, subtitled clips for TikTok, Instagram Reels, YouTube Shorts, and LinkedIn. The platform identifies high-engagement moments, assigns virality scores, and supports automated publishing across channels.

    Writing & CopyDetails →
    Freemium

    Voiceflow

    Voiceflow is an enterprise-grade AI agent platform designed for building, managing, and scaling AI agents across chat and voice channels. Positioned as "the operating system for AI customer experience," it offers first-class voice and phone channel support, multi-LLM routing, and bi-directional Model Context Protocol (MCP) support. With 4,000+ customers and 200,000+ users, Voiceflow targets enterprise CX teams requiring sophisticated automation without extensive engineering resources.

    Design & UIDetails →
    Freemium

    Windsurf

    Windsurf is an AI-powered code editor (a VS Code fork) developed by Codeium. Its headline feature is Cascade, an AI agent that handles multi-file editing, planning, code generation, and terminal command execution. Positioned as a lower-cost alternative to Cursor, Windsurf offers unlimited autocomplete on the free tier and a flat $20/month Pro plan (vs. Cursor's variable pricing that can reach $35–60/month for heavy users).

    Code & DevDetails →
    Freemium

    Xpression Camera

    Xpression Camera is an award-winning AI virtual camera app that enables real-time face transformation during video calls, live streaming, and content creation. It allows users to transform into anyone or anything with a face using just a single photo without processing time. The app operates as a real-time generative AI app for video chatting and live streaming.

    Design & UIDetails →
    ToolBest forPricingBilling note
    10WebAI Tool for Low-code/no-codeFreemiumFree Trial
    21st.devCodeFreemiumFree Trial
    Airo AI BuilderAI AgentFreemiumFree Trial
    Amp CodeAI AgentFreemiumFree Trial
    Assembly AIVoice To TextFreemiumFree Trial
    Assembly StudioLow-code / No-codePaidPaid Service
    Autofunnel.AIAI marketing funnel builderFreemiumFree Trial
    AxiomNo-code browser automationFreemiumFree Trial
    Base44Low-code / No-codeFreemiumFree Trial
    Bolt.newAI full-stack app builder (WebContainers)FreemiumFree Trial
    Brancher AINo-code AI app builderFreemiumFree Trial
    Browse AILow-code / No-codeFreemiumFree Trial
    Build AIVibe code appFreemiumFree Trial
    ChatGPTAI chatbot / general-purpose assistantFreemiumFree Trial
    Cheat LayerNo-code AI automation / business agentsFreemiumFree Trial
    ConvaiConversational AI for games / virtual worlds (NPC platform)FreemiumFree Trial
    CrestaEnterprise contact center AI / customer experience platformFreemiumFree Trial
    DeepSeekCode AssistantFreemiumFree Trial
    DRUID AIConversational AI / Agentic Process Automation PlatformFreemiumFree Trial
    DurableAI website builder / small business OSFreemiumFree Trial
    Ebi.AiConversational AI / customer service chatbot platformFreemiumFree Trial
    echowinAI phone and chat agent automationFreemiumFree Trial
    FabricateAI full-stack app builder / no-code web developmentFreemiumFree Trial
    FlexAIAI Infrastructure: Model Inference, Fine-Tuning & Agent DeploymentFreemiumFree Trial
    FlootCodeFreemiumFree Trial
    ForethoughtEnterprise AI customer support / AI agentsFreemiumFree Trial
    GleanEnterprise AI Search & Work AIFreemiumFree Trial
    Google Stich AICodeFreemiumFree Trial
    GrokSocial Media AssistantFreemiumFree Trial
    GumloopNo-Code AI Workflow AutomationFreemiumFree Trial
    HerculesLow-code / No-codeFreemiumFree Trial
    HeyGenVideo GeneratorFreemiumFree Trial
    Hume AIText To SpeechFreemiumFree Trial
    Inworld AIText To SpeechFreemiumFree Trial
    Liner.aiAI research assistant / academic searchFreemiumFree Trial
    LovableLow-code / No-codeFreemiumFree Trial
    Meku AIAI Web App BuilderFreemiumFree Trial
    NovelAIAI Storytelling / Anime Image GenerationFreemiumFree Trial
    Poly AIEnterprise Conversational Voice AIFreemiumFree Trial
    PromptBaseAI Prompt MarketplaceFreemiumFree Trial
    PuzzleAI Tool for Customer SupportFreemiumFree Trial
    ReplitVibe code appFreemiumFree Trial
    Retell AIVoice AI / AI Phone & Chat AgentsFreemiumFree Trial
    RetuneNo-Code AI Chatbot & Agent BuilderFreemiumFree Trial
    Riku.aiNo-Code AI App BuilderFreemiumFree Trial
    Robovision.aiIndustrial Computer Vision / AI PlatformFreemiumFree Trial
    SitegptAI Website Chatbot & Customer SupportFreemiumFree Trial
    SitekickAI Landing Page & Website BuilderFreemiumFree Trial
    Skyvern AiAI Browser Automation & Workflow AgentsFreemiumFree Trial
    Softr StudioLow-code / No-codeFreemiumFree Trial
    Stack-aiEnterprise AI Agent PlatformFreemiumFree Trial
    SuperblocksLow-code / No-codePaidPaid Service
    Synthflow AIAI Voice Agents and Call AutomationFreemiumFree Trial
    Teachable MachineAI Tool for Low-code/no-codeFreemiumFree Trial
    TeleporthqAI Tool for Low-code/no-codeFreemiumFree Trial
    UncodyVibe code appFreemiumFree Trial
    Vidyo (Quso.ai)Story TellerFreemiumFree Trial
    Voiceflow3DFreemiumFree Trial
    WindsurfCode AssistantFreemiumFree Trial
    Xpression Camera3DFreemiumFree Trial

    Frequently asked questions

    • What are the best AI tools for ai app builders?

      It depends on your workflow, but start with tools that match the job clearly, show pricing, and have enough editorial detail to compare. On this page we list options tagged for ai app builders.

    • How do I choose an AI tool for ai app builders?

      Decide what "done" looks like (speed to first deploy), then compare pricing, output quality, integrations, and whether you need a free tier before paying.

    • Are free AI tools for ai app builders good enough?

      Free tiers are useful for testing. For production volume, brand controls, or team seats, paid plans usually matter more than the free trial alone.