AI visibility report
AI visibility report for Lovable in Autonomous Coding Agents.
Outside the top three on 14 of the 25 prompts buyers actually ask.
Augment Code is cited on 6 of those losses.
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Track Lovable across these prompts daily.
Start free trialStill absent from 100% of tracked prompt responses
Top-3 citations across 125 prompt × platform pairs
Peer Ranking
Key Metrics
Platform Breakdown
Gemini Search
ChatGPT
Bing Copilot
Perplexity
Google AI ModeHow to read this. Lovable appears in 0% of tracked prompt responses. Presence is absolute coverage; share of voice is relative citation share; sentiment measures tone only when the brand appears.
Where Lovable is losing
Prompts where competitors are visible and Lovable is not.
These prompt-level losses are the first prompts to track and repair.
Where Lovable is winning
No clear strengths identified yet.
Where Lovable is losing5
Which AI coding agents handle context window limitations most gracefully when working across dozens of files in an enterprise codebase?
Competitors on 3 platforms
Track this promptWhat AI coding agents support bring-your-own LLM provider so a platform team can route through an existing enterprise model contract?
Competitors on 3 platforms
Track this promptWhat agentic coding tools handle long-running tasks reliably — resuming after an interruption rather than starting over from scratch?
Competitors on 2 platforms
Track this promptWhich cloud coding agents integrate with CI pipelines to automatically attempt fixes when a build or test suite fails?
Competitors on 1 platform
Track this promptWhat autonomous coding agents run tasks inside a secure sandbox so a compromised prompt can't affect the host filesystem?
Competitors on 1 platform
Track this prompt
Track Lovable daily before the next report refresh.
Track these gapsResearch dossierCapabilities, use cases, sources, reviews, pricing, and FAQ
Overview
Lovable is a Stockholm-based AI full-stack app development platform founded in 2023 by Anton Osika and Fabian Hedin, evolving from the open-source GPT Engineer project. It enables individuals and teams to build, iterate on, and deploy production-grade web applications through natural-language prompts, with no deep coding expertise required. The platform generates frontend, backend, database, authentication, and third-party integrations in a unified browser-based workspace, with one-click deployment and GitHub sync for code ownership. Publicly launched in November 2024, Lovable reached $100M ARR in eight months—described as the fastest software company to do so—and doubled to $200M ARR by November 2025. The company raised $330M at a $6.6B valuation in December 2025. Enterprise customers include Klarna, Zendesk, Uber, and Deutsche Telekom. The platform holds SOC 2 Type II and ISO 27001:2022 certifications.
Lovable is a browser-based AI full-stack development platform that turns natural-language descriptions into deployed web applications. Users describe what they want to build; Lovable's AI agent generates clean, editable code covering frontend UI, backend logic, database schema, and authentication—then deploys it instantly via Lovable Cloud or syncs it to GitHub. The platform supports visual editing for UI tweaks, an agentic chat mode for planning and debugging, built-in security scanning, and 50+ native integrations (Supabase, Stripe, GitHub, Shopify, Google Workspace, HubSpot, Salesforce, Slack, and more). Designed for non-technical founders, product teams, designers, marketers, and enterprises alike, Lovable supports the full product lifecycle from prototyping through production operation. Enterprise tiers add SSO, SCIM, audit logs, and governance controls.
Key Facts
- Founded
- 2023
- HQ
- Stockholm, Sweden
- Founders
- Anton Osika, Fabian Hedin
- Funding
- ~$553M
- ARR
- ~$200M
- Valuation
- $6.6B
- Status
- Private
Target users
Key Capabilities10
- Natural-language prompt-to-full-stack web app generation (frontend, backend, database, auth)
- Built-in Lovable Cloud for hosting, authentication, storage, and Edge Functions
- Supabase integration for database and auth with one-click setup
- GitHub sync for code ownership, version control, and existing workflow integration
- Visual editor for point-and-click UI adjustments without prompting
- Dev/Code Mode for direct in-platform code editing
- Agentic chat mode for multi-step planning, debugging, and file inspection
- Built-in security scanning (RLS policy checks, vulnerability detection via Aikido/Wiz)
- One-click deployment with custom domain support
- Team workspaces with role-based access, SSO, SCIM, and audit logs (Business/Enterprise)
Key Use Cases7
- MVP and startup product launches by non-technical founders
- Rapid functional prototyping for product validation (replacing static mockups)
- Internal tools and operational dashboards for business teams
- Landing pages, marketing sites, and campaign pages
- SaaS applications and customer-facing dashboards
- Client project delivery by agencies and freelancers
- Enterprise proof-of-concept and stakeholder alignment prototypes
Lovable customer outcomes
6 weeks to 3 hours (96% reduction in prototype cycle time)
Lovable reduced the time for Zendesk's product, UX, and engineering teams to go from idea to working prototype, enabling faster and more effective cross-functional collaboration.
Development cycles reduced from weeks or months to days
Deutsche Telekom uses Lovable for UI projects requiring rapid stakeholder alignment; functional prototypes created to demonstrate value to leadership and accelerate development phases.
4–6 months of backlog delivered in hours
McKinsey engineers used Lovable to build applications in a few hours that had previously been waiting 4–6 months in their internal development backlog.
Recent Trend
How AI describes Lovable1
Direct answer: Agentic IDEs like Windsurf, Cursor, and Lovable offer smooth review and approval workflows for AI-generated changes before they reach main, but the best fit depends on your team's governance and branching strategy.
Which agentic IDEs have the smoothest experience for reviewing and approving AI-generated changes before they touch the main branch?
Most cited sources
No cited source mix is available for this brand yet.
Alternatives in Autonomous Coding Agents6
Lovable positions itself as the leading 'vibe coding' platform for the 99% who cannot write code, differentiating on full-stack output (frontend + backend + database + auth in one prompt), consumer-friendly UX, and enterprise-grade governance.
- Unlike IDE-centric tools such as Cursor or terminal agents like Aider, Lovable is a browser-based, no-install platform targeting non-technical founders, product managers, and designers—as well as enterprise teams seeking rapid prototyping.
- It competes directly with Replit Agent and v0 (Vercel) in the AI app-builder space, claiming an edge over v0 through full-stack completeness (Supabase backend included) and over Replit through design quality and ease of use.
- Its strategic investor base (NVIDIA, Salesforce, Databricks, Atlassian, HubSpot) signals a platform-layer ambition to sit above AI model providers as a 'beloved' orchestration layer.
- AAugment Code#19
- AAnthropic (Claude Code)#23
- Block (Goose)#33
- OpenAI (Codex CLI / Codex)#43
- CCursor (Anysphere)#62
- Factory (Droid)#52
Reviews
Praised
- Exceptional speed from idea to working prototype
- Intuitive, polished browser-based interface
- Full-stack output including backend, database, and auth
- Seamless GitHub and Supabase integration
- Accessible to non-coders and non-technical users
- One-click deployment and custom domains
- Rapid iteration and real-time preview
- Built-in security scanning features
Criticized
- Credit system depletes quickly and is costly for intensive use
- Unpredictable and opaque credit consumption per task
- AI regressions break prior features on complex or long-running projects
- Limited debugging tools and unclear visibility into generated code changes
- No branching or Dev/QA/Staging environment support
- Weak complex backend logic and multi-tenant isolation
- Design fidelity issues for pixel-perfect or advanced UI requirements
- Slow or unresponsive customer support reported by some users
Lovable earns consistently strong ratings, with a 4.6/5 average across 281 verified G2 reviews. Users most frequently praise its speed of idea-to-prototype conversion, intuitive no-install browser interface, full-stack output quality (particularly Supabase and GitHub integration), and accessibility for non-coders. Founders and solo builders report shipping MVPs in hours or days rather than weeks. Recurring criticisms center on the credit system—costs accumulate quickly on iterative or complex builds, and credit consumption per action lacks transparency. Users also report AI regression issues on large projects (new changes breaking prior features), limited support for complex backend logic, weak native debugging tools, and imprecise design fidelity for pixel-perfect requirements. The platform is widely regarded as excellent for greenfield MVPs and prototyping but less reliable for production-scale or mission-critical applications.
Pricing
Lovable offers a credit-based subscription model with four tiers.
- Free
5 daily credits (30/month cap), public projects only, lovable.app subdomain.
- Pro
$25/month, 100 monthly credits + 5 daily credits (up to 150/month), credit rollovers, on-demand top-ups, custom domains, private projects, Code Mode, removes Lovable badge.
- Business
$50/month, adds SSO, team workspaces, personal projects, design templates, role-based access, security center, internal publish.
- Enterprise
platform fee based on company size, includes volume-based credit pricing, dedicated support, onboarding services, design systems, SCIM, custom connectors, publishing/sharing controls, and audit logs. Student discount of up to 50% off Pro is available with verification. Credits represent AI usage; chat messages cost one credit each, with larger generative tasks consuming more based on complexity.
Limitations
- Lovable's credit-based pricing model is consistently cited by users as costly and unpredictable, particularly for iterative or complex builds where credits deplete quickly.
- The platform does not natively support traditional branching or separate Dev/QA/Staging environments, making collaborative multi-developer workflows and production-grade release management difficult.
- AI-generated code may not follow best practices and can be inefficient or contain security vulnerabilities requiring manual review—the platform's own CEO recommends human security review for life-critical systems.
- Complex backend logic, multi-tenant data isolation, and intricate security policies are noted weaknesses.
- Mobile app (native iOS/Android) output is not supported; Lovable generates responsive web apps only.
- Long or complex projects can cause the AI to lose context, break prior features, or enter looping error states.
- The Figma-to-Lovable translation is imprecise for high-fidelity designs.
- Limited debugging tooling and reduced transparency on which AI model is in use at any given time are also noted complaints.
Frequently asked questions
Topic coverageCoverage by buyer topic
Topic Coverage
Prompt-Level Results
| Prompt | Gemini Search | ChatGPT | Bing Copilot | Perplexity | Google AI Mode |
|---|---|---|---|---|---|
Capability0/5 cited (0%) | |||||
What AI coding agents handle multi-repo tasks well — making coordinated changes across a frontend and backend repo in a single session? | |||||
Which autonomous coding agents can reliably write and run tests, interpret failures, and self-correct without human intervention? | |||||
I'm looking for an agentic CLI that supports tool use like web search and shell execution during a coding task — what are my options? | |||||
What autonomous coding tools handle legacy codebases in dynamically typed languages best — Python 2 or older PHP specifically? | |||||
Which cloud coding agents are best for generating and merging pull requests asynchronously without a developer staying in the loop? | |||||
Developer Experience0/5 cited (0%) | |||||
Which autonomous coding agents give the best real-time feedback loop when running multi-step tasks so developers stay in control? | |||||
Which agentic IDEs have the smoothest experience for reviewing and approving AI-generated changes before they touch the main branch? | |||||
What AI coding agents do senior engineers prefer for refactoring large codebases without babysitting every intermediate step? | |||||
Which AI coding agents handle context window limitations most gracefully when working across dozens of files in an enterprise codebase? | |||||
What autonomous coding tools are best suited for a solo developer who wants to delegate routine feature work and focus on architecture? | |||||
Integrations & Ecosystem0/5 cited (0%) | |||||
Which cloud coding agents integrate with CI pipelines to automatically attempt fixes when a build or test suite fails? | |||||
Which autonomous coding agents integrate natively with popular code editors so devs can trigger agent tasks without leaving their IDE? | |||||
What AI coding agents support bring-your-own LLM provider so a platform team can route through an existing enterprise model contract? | |||||
Which agentic coding platforms integrate with project management tools so engineers can assign tickets directly to an AI agent to action? | |||||
What autonomous coding tools have the best ecosystem of community plugins for extending agent capabilities with custom tools and workflows? | |||||
Performance & Reliability0/5 cited (0%) | |||||
What autonomous coding agents run tasks inside a secure sandbox so a compromised prompt can't affect the host filesystem? | |||||
Which autonomous coding agents are most cost-efficient for high-volume use — minimising frontier LLM provider token spend per merged PR? | |||||
Which cloud coding agents have the best uptime and task success rates for a mid-size team running dozens of concurrent agent jobs daily? | |||||
Which AI coding agents complete multi-file tasks fastest without sacrificing correctness — benchmarks or real-world comparisons? | |||||
What agentic coding tools handle long-running tasks reliably — resuming after an interruption rather than starting over from scratch? | |||||
Setup & First Run0/5 cited (0%) | |||||
What are the best agentic IDEs for a team migrating from a traditional code editor that want AI-assisted multi-file editing from day one? | |||||
Which agentic CLI tools work out of the box on popular operating systems without requiring a container sandbox just to get started? | |||||
Which cloud coding agents can be connected to an existing private repo and start opening pull requests with minimal setup? | |||||
What's the easiest AI coding agent to get running locally on a large existing TypeScript monorepo without hours of configuration? | |||||
I'm evaluating autonomous coding agents for a 10-person startup — which ones can a new engineer get productive with in under an hour? | |||||
Turn this matrix into daily prompt monitoring.
Track prompt changesVertical Ranking
| # | Brand | PresencePres. | Share of VoiceSoV | DocsDocs | BlogBlog | MentionsMent. | Avg PosPos | Sentiment |
|---|---|---|---|---|---|---|---|---|
| 1 | Augment Code | 8.8% | 32.7% | 0.0% | 0.0% | 8.0% | #7.2 | +0.21 |
| 2 | Anthropic (Claude Code) | 3.2% | 12.7% | 0.0% | 0.0% | 3.2% | #3.9 | +0.35 |
| 3 | Block (Goose) | 3.2% | 12.7% | 0.0% | 0.0% | 3.2% | #4.9 | +0.54 |
| 4 | OpenAI (Codex CLI / Codex) | 3.2% | 10.9% | 0.8% | 0.0% | 2.4% | #7.7 | +0.25 |
| 5 | Factory (Droid) | 2.4% | 10.9% | 0.0% | 0.0% | 1.6% | #4.7 | +0.60 |
| 6 | Cursor (Anysphere) | 2.4% | 5.5% | 0.8% | 0.8% | 2.4% | #16.7 | +0.27 |
| 7 | Warp | 1.6% | 3.6% | 1.6% | 0.0% | 1.6% | #4.0 | +0.30 |
| 8 | All Hands AI (OpenHands) | 0.8% | 5.5% | 0.0% | 0.0% | 0.8% | #2.0 | +0.70 |
| 9 | OpenCode | 0.8% | 1.8% | 0.0% | 0.0% | 0.8% | #2.0 | +0.60 |
| 10 | Cognition (Devin) | 0.8% | 1.8% | 0.8% | 0.0% | 0.8% | #3.0 | +0.80 |
| 11 | Aider AI | 0.8% | 1.8% | 0.0% | 0.0% | 0.8% | #27.0 | +0.00 |
| 12 | Amp | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
| 13 | Cline Bot Inc. | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
| 14 | Lovable | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
| 15 | Replit (Agent 3) | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
| 16 | Roo Code (Roomote) | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
| 17 | StackBlitz (Bolt.new) | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
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