# Lovable AI visibility in Autonomous Coding Agents

Canonical: https://devtune.ai/verticals/autonomous-coding-agents/lovable

[Website](https://lovable.dev/)

Updated: 2026-09-27T01:01:28.489644+00:00
Prompts: 25
Runs: 5


## Platforms

- chatgpt-search
- bing-copilot-search
- google-ai
- perplexity
- google-ai-mode

Rank: 14
Total brands: 17
Measured responses: 125
Presence percent: 0
Share of voice percent: 0
Average position: Not available
Docs presence percent: 0
Blog presence percent: 0
Brand mention percent: 0


## Profile

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.
Product summary: 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 capabilities

- 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)



### Target users

- Non-technical founders and entrepreneurs building MVPs or validating startup ideas
- Product managers and designers prototyping and validating workflows without engineering resources
- Marketers and sales teams building landing pages, campaign sites, and lightweight tools
- Developers and agencies seeking to accelerate client project delivery or internal tooling
- Enterprise teams building internal tools, business-critical apps, or stakeholder prototypes
- Students and educators building learning projects or experimenting with software creation



### Key use cases

- 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

Integrations ecosystem: Lovable supports three integration layers. App connectors (deployed-app integrations) include: Supabase (auth, database, storage), Stripe and Shopify (payments/commerce), GitHub (code sync), Google Workspace, HubSpot, Salesforce, Slack, Notion, Linear, Airtable, AWS S3, BigQuery, Snowflake, Databricks, Twilio, ElevenLabs, Resend, Mailgun, Brevo, Algolia, Perplexity, Firecrawl, Microsoft (Graph/Teams/Outlook), Aikido and Wiz (security scanning), and 40+ additional connectors. Chat connectors (MCP servers for build-time context) include Linear, Notion, Miro, Amplitude, Atlassian (Jira/Confluence), PostHog, Hex, Sanity, n8n, Polar, HeyGen, Granola, and custom MCP servers. Any external REST API can also be integrated via Lovable Cloud Edge Functions. An MCP server for Lovable itself is available. SOC 2 Type II and ISO 27001:2022 certifications are in place; SCIM and SSO are available on Business/Enterprise plans.
Pricing summary: 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.
Review summary: 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.
Competitive positioning: 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.
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.


### Source urls

- https://lovable.dev/pricing
- https://docs.lovable.dev/integrations/introduction
- https://techcrunch.com/2025/12/18/vibe-coding-startup-lovable-raises-330m-at-a-6-6b-valuation/
- https://lovable.dev/blog/series-b
- https://fortune.com/2025/12/18/lovable-ai-vibe-coding-last-piece-of-software-ceo/
- https://www.forbes.com/sites/aliciapark/2025/12/19/ai-startup-lovable-just-minted-one-of-europes-youngest-ever-self-made-billionaires/
- https://www.cnbc.com/2025/12/16/ai-startup-lovables-round-values-it-at-6point6-billion-sources.html
- https://www.g2.com/products/lovable/reviews
- https://research.contrary.com/company/lovable
- https://en.wikipedia.org/wiki/Lovable_(company
- https://www.kth.se/en/om/nyheter/centrala-nyheter/anton-osika-och-fabian-hedin-kth-innovation-award-2025-1.1425893
- https://docs.lovable.dev/

Reviewed at: 2026-06-30T15:20:08.38+00:00


### Customer outcomes

| Customer | Summary | Metric |
| --- | --- | --- |
| Zendesk | 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. | 6 weeks to 3 hours (96% reduction in prototype cycle time) |
| Deutsche Telekom | Deutsche Telekom uses Lovable for UI projects requiring rapid stakeholder alignment; functional prototypes created to demonstrate value to leadership and accelerate development phases. | Development cycles reduced from weeks or months to days |
| McKinsey | McKinsey engineers used Lovable to build applications in a few hours that had previously been waiting 4–6 months in their internal development backlog. | 4–6 months of backlog delivered in hours |



### Reviews breakdown

| Platform | Score | Score max | Review count | Url |
| --- | --- | --- | --- | --- |
| G2 | 4.6 | 5 | 281 | https://www.g2.com/products/lovable/reviews |



### Review themes



#### 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




### Company facts

Founded year: 2023
Hq: Stockholm, Sweden


#### Founders

- Anton Osika
- Fabian Hedin

Employees range: Not available
Total funding: ~$553M
Valuation: $6.6B
Arr: ~$200M
Customer count: Not available
Status: Private


Readiness: Not available


## Ranking

| Display name | Pair count | Total pairs | Presence percent | Avg position |
| --- | --- | --- | --- | --- |
| OpenAI (Codex CLI / Codex) | 21 | 125 | 16.8 | 3.5 |
| Cursor (Anysphere) | 16 | 125 | 12.8 | 3.272727272727273 |
| Anthropic (Claude Code) | 11 | 125 | 8.799999999999999 | 2.8181818181818183 |
| Augment Code | 9 | 125 | 7.199999999999999 | 5.833333333333333 |
| Cognition (Devin) | 7 | 125 | 5.6000000000000005 | 3.25 |
| All Hands AI (OpenHands) | 5 | 125 | 4 | 1.8571428571428572 |
| Aider AI | 5 | 125 | 4 | 2.4285714285714284 |
| Warp | 5 | 125 | 4 | 4.2 |
| Cline Bot Inc. | 4 | 125 | 3.2 | 3 |
| OpenCode | 2 | 125 | 1.6 | 4.666666666666667 |
| Amp | 1 | 125 | 0.8 | 1 |
| Block (Goose) | 1 | 125 | 0.8 | 3 |
| Factory (Droid) | 1 | 125 | 0.8 | 4 |
| Lovable | 0 | 125 | 0 | Not available |
| Replit (Agent 3) | 0 | 125 | 0 | Not available |
| Roo Code (Roomote) | 0 | 125 | 0 | Not available |
| StackBlitz (Bolt.new) | 0 | 125 | 0 | Not available |



## Platform breakdown

| Platform | Prompt count | Presence rate |
| --- | --- | --- |
| chatgpt-search | 0 | 0 |
| bing-copilot-search | 0 | 0 |
| google-ai | 0 | 0 |
| perplexity | 0 | 0 |
| google-ai-mode | 0 | 0 |



## Strengths





## Gaps

| Prompt text | Competitor presence count |
| --- | --- |
| What AI coding agents support bring-your-own LLM provider so a platform team can route through an existing enterprise model contract? | 5 |
| Which AI coding agents handle context window limitations most gracefully when working across dozens of files in an enterprise codebase? | 3 |
| I'm evaluating autonomous coding agents for a 10-person startup — which ones can a new engineer get productive with in under an hour? | 3 |
| What autonomous coding agents run tasks inside a secure sandbox so a compromised prompt can't affect the host filesystem? | 3 |
| What autonomous coding tools are best suited for a solo developer who wants to delegate routine feature work and focus on architecture? | 3 |



## Topic scores

| Topic name | Prompt count | Cited prompt count |
| --- | --- | --- |
| Capability | 5 | 0 |
| Developer Experience | 5 | 0 |
| Integrations & Ecosystem | 5 | 0 |
| Performance & Reliability | 5 | 0 |
| Setup & First Run | 5 | 0 |



## Prompt results

- Prompt text: What agentic coding tools handle long-running tasks reliably — resuming after an interruption rather than starting over from scratch?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Amp | 1 |
| OpenAI (Codex CLI / Codex) | 2 |
| Anthropic (Claude Code) | 3 |



##### Bing-copilot-search





##### Google-ai





##### Perplexity





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Aider AI | 2 |


- Prompt text: Which AI coding agents handle context window limitations most gracefully when working across dozens of files in an enterprise codebase?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Cursor (Anysphere) | 3 |
| Augment Code | 4 |
| OpenAI (Codex CLI / Codex) | 6 |



##### Bing-copilot-search





##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Aider AI | 2 |
| Augment Code | 9 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Block (Goose) | 3 |


- Prompt text: What autonomous coding tools handle legacy codebases in dynamically typed languages best — Python 2 or older PHP specifically?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| OpenAI (Codex CLI / Codex) | 1 |



##### Bing-copilot-search





##### Google-ai





##### Perplexity





##### Google-ai-mode




- Prompt text: What AI coding agents support bring-your-own LLM provider so a platform team can route through an existing enterprise model contract?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Cline Bot Inc. | 1 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Augment Code | 1 |



##### Google-ai

| Display name | Position |
| --- | --- |
| Warp | 2 |



##### Perplexity

| Display name | Position |
| --- | --- |
| All Hands AI (OpenHands) | 1 |
| Warp | 5 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Cursor (Anysphere) | 3 |


- Prompt text: 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?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search





##### Bing-copilot-search





##### Google-ai





##### Perplexity





##### Google-ai-mode




- Prompt text: Which cloud coding agents have the best uptime and task success rates for a mid-size team running dozens of concurrent agent jobs daily?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| OpenAI (Codex CLI / Codex) | 5 |
| Anthropic (Claude Code) | 6 |
| Cursor (Anysphere) | 8 |
| Cognition (Devin) | 11 |



##### Bing-copilot-search





##### Google-ai





##### Perplexity





##### Google-ai-mode




- Prompt text: I'm evaluating autonomous coding agents for a 10-person startup — which ones can a new engineer get productive with in under an hour?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Cursor (Anysphere) | 1 |
| Anthropic (Claude Code) | 3 |
| OpenAI (Codex CLI / Codex) | 4 |



##### Bing-copilot-search





##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| OpenCode | 3 |
| OpenAI (Codex CLI / Codex) | 4 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Cognition (Devin) | 3 |


- Prompt text: 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?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search





##### Bing-copilot-search





##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Cursor (Anysphere) | 1 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Cursor (Anysphere) | 3 |


- Prompt text: Which autonomous coding agents give the best real-time feedback loop when running multi-step tasks so developers stay in control?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Cursor (Anysphere) | 1 |
| OpenAI (Codex CLI / Codex) | 3 |
| Anthropic (Claude Code) | 4 |



##### Bing-copilot-search





##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Cursor (Anysphere) | 2 |
| Cline Bot Inc. | 4 |
| OpenAI (Codex CLI / Codex) | 5 |



##### Google-ai-mode




- Prompt text: Which autonomous coding agents can reliably write and run tests, interpret failures, and self-correct without human intervention?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| OpenAI (Codex CLI / Codex) | 1 |
| Cognition (Devin) | 2 |
| Anthropic (Claude Code) | 3 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| All Hands AI (OpenHands) | 2 |



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| OpenAI (Codex CLI / Codex) | 4 |
| Cline Bot Inc. | 6 |



##### Google-ai-mode




- Prompt text: What AI coding agents handle multi-repo tasks well — making coordinated changes across a frontend and backend repo in a single session?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search





##### Bing-copilot-search





##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Cursor (Anysphere) | 1 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Augment Code | 3 |


- Prompt text: Which agentic IDEs have the smoothest experience for reviewing and approving AI-generated changes before they touch the main branch?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search





##### Bing-copilot-search





##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Cursor (Anysphere) | 3 |
| Warp | 4 |



##### Google-ai-mode




- Prompt text: Which agentic CLI tools work out of the box on popular operating systems without requiring a container sandbox just to get started?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| OpenAI (Codex CLI / Codex) | 1 |
| Anthropic (Claude Code) | 2 |



##### Bing-copilot-search





##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| OpenAI (Codex CLI / Codex) | 7 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Aider AI | 2 |


- Prompt text: What AI coding agents do senior engineers prefer for refactoring large codebases without babysitting every intermediate step?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search





##### Bing-copilot-search





##### Google-ai

| Display name | Position |
| --- | --- |
| Augment Code | 5 |



##### Perplexity

| Display name | Position |
| --- | --- |
| Anthropic (Claude Code) | 1 |



##### Google-ai-mode




- Prompt text: Which cloud coding agents are best for generating and merging pull requests asynchronously without a developer staying in the loop?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| OpenAI (Codex CLI / Codex) | 1 |
| Cognition (Devin) | 2 |
| Factory (Droid) | 4 |
| Cursor (Anysphere) | 5 |



##### Bing-copilot-search





##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Cursor (Anysphere) | 8 |
| Augment Code | 10 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Augment Code | 2 |


- Prompt text: What's the easiest AI coding agent to get running locally on a large existing TypeScript monorepo without hours of configuration?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Anthropic (Claude Code) | 1 |
| OpenAI (Codex CLI / Codex) | 3 |



##### Bing-copilot-search





##### Google-ai





##### Perplexity





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Cursor (Anysphere) | 3 |


- Prompt text: Which autonomous coding agents are most cost-efficient for high-volume use — minimising frontier LLM provider token spend per merged PR?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Anthropic (Claude Code) | 5 |
| OpenAI (Codex CLI / Codex) | 6 |
| Warp | 7 |



##### Bing-copilot-search





##### Google-ai





##### Perplexity





##### Google-ai-mode




- Prompt text: What autonomous coding agents run tasks inside a secure sandbox so a compromised prompt can't affect the host filesystem?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| OpenAI (Codex CLI / Codex) | 1 |
| Anthropic (Claude Code) | 2 |



##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Anthropic (Claude Code) | 1 |
| Augment Code | 5 |



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| OpenAI (Codex CLI / Codex) | 1 |



##### Google-ai-mode




- Prompt text: What autonomous coding tools are best suited for a solo developer who wants to delegate routine feature work and focus on architecture?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| OpenAI (Codex CLI / Codex) | 1 |
| Cursor (Anysphere) | 2 |



##### Bing-copilot-search





##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| Cognition (Devin) | 1 |
| Cursor (Anysphere) | 5 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| All Hands AI (OpenHands) | 1 |


- Prompt text: What autonomous coding tools have the best ecosystem of community plugins for extending agent capabilities with custom tools and workflows?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Cursor (Anysphere) | 2 |
| OpenAI (Codex CLI / Codex) | 4 |
| OpenCode | 5 |



##### Bing-copilot-search





##### Google-ai





##### Perplexity





##### Google-ai-mode




- Prompt text: Which AI coding agents complete multi-file tasks fastest without sacrificing correctness — benchmarks or real-world comparisons?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search





##### Bing-copilot-search





##### Google-ai





##### Perplexity





##### Google-ai-mode




- Prompt text: Which autonomous coding agents integrate natively with popular code editors so devs can trigger agent tasks without leaving their IDE?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| OpenAI (Codex CLI / Codex) | 2 |



##### Bing-copilot-search





##### Google-ai





##### Perplexity





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Cognition (Devin) | 3 |


- Prompt text: Which agentic coding platforms integrate with project management tools so engineers can assign tickets directly to an AI agent to action?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search





##### Bing-copilot-search





##### Google-ai





##### Perplexity





##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Cline Bot Inc. | 1 |
| Aider AI | 2 |
| Warp | 3 |


- Prompt text: Which cloud coding agents can be connected to an existing private repo and start opening pull requests with minimal setup?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search





##### Bing-copilot-search

| Display name | Position |
| --- | --- |
| Augment Code | 4 |



##### Google-ai





##### Perplexity

| Display name | Position |
| --- | --- |
| OpenAI (Codex CLI / Codex) | 4 |



##### Google-ai-mode

| Display name | Position |
| --- | --- |
| Aider AI | 2 |


- Prompt text: Which cloud coding agents integrate with CI pipelines to automatically attempt fixes when a build or test suite fails?


#### Brand position by platform

Chatgpt-search: Not available
Bing-copilot-search: Not available
Google-ai: Not available
Perplexity: Not available
Google-ai-mode: Not available



#### Platform rows



##### Chatgpt-search

| Display name | Position |
| --- | --- |
| Cognition (Devin) | 2 |



##### Bing-copilot-search





##### Google-ai

| Display name | Position |
| --- | --- |
| All Hands AI (OpenHands) | 1 |



##### Perplexity

| Display name | Position |
| --- | --- |
| All Hands AI (OpenHands) | 3 |



##### Google-ai-mode







## Top sources





## Response excerpts





## Competitor excerpts

| Platform | Competitor name | Excerpt |
| --- | --- | --- |
| bing-copilot-search | Augment Code | Leading options include Cursor Enterprise, GitHub Copilot Business/Enterprise, Augment Code, Qodo, and self-hosted Llama-based stacks, as well as orchestration platforms like Clarista, IBM watsonx Agents, and Red Hat’s OpenClaw that explicitly e... |
| google-ai | Warp | Warp (Enterprise Tier): * How it works: An AI-accelerated terminal. |
| perplexity | OpenCode | OpenCode — Install, connect a provider, run `/init`, then start working in the terminal. |



## Trend

Visibility delta: 0
Avg position delta: Not available
Citation count delta: 0