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}, "anthropic": { "recommended": 0, "mentioned": 1, "asked": 6, "recommended_pct": 0.0 }, "perplexity": { "recommended": 0, "mentioned": 1, "asked": 4, "recommended_pct": 0.0 }, "grok": { "recommended": 0, "mentioned": 0, "asked": 6, "recommended_pct": 0.0 } } }, { "tool": "Replit", "recommended": 0, "mentioned": 1, "recommended_pct": 0.0, "mentioned_pct": 4.5, "per_engine": { "openai": { "recommended": 0, "mentioned": 0, "asked": 6, "recommended_pct": 0.0 }, "anthropic": { "recommended": 0, "mentioned": 0, "asked": 6, "recommended_pct": 0.0 }, "perplexity": { "recommended": 0, "mentioned": 1, "asked": 4, "recommended_pct": 0.0 }, "grok": { "recommended": 0, "mentioned": 0, "asked": 6, "recommended_pct": 0.0 } } } ] }, "usecase": { "label": "Best for a specific build", "question_count": 11, "answers_ok": 36, "tools": [ { "tool": "Lovable", "recommended": 10, "mentioned": 10, "recommended_pct": 27.8, "mentioned_pct": 27.8, "per_engine": { "openai": { "recommended": 1, "mentioned": 1, "asked": 10, "recommended_pct": 10.0 }, "anthropic": { "recommended": 1, "mentioned": 1, "asked": 8, "recommended_pct": 12.5 }, "perplexity": { "recommended": 4, "mentioned": 4, "asked": 9, "recommended_pct": 44.4 }, "grok": { "recommended": 4, "mentioned": 4, "asked": 9, "recommended_pct": 44.4 } } }, { "tool": "v0", "recommended": 9, "mentioned": 14, "recommended_pct": 25.0, "mentioned_pct": 38.9, "per_engine": { "openai": { "recommended": 3, "mentioned": 3, "asked": 10, "recommended_pct": 30.0 }, "anthropic": { "recommended": 1, "mentioned": 4, "asked": 8, "recommended_pct": 12.5 }, "perplexity": { "recommended": 1, "mentioned": 2, "asked": 9, "recommended_pct": 11.1 }, "grok": { "recommended": 4, "mentioned": 5, "asked": 9, "recommended_pct": 44.4 } } }, { "tool": "Cursor", "recommended": 9, "mentioned": 13, "recommended_pct": 25.0, "mentioned_pct": 36.1, "per_engine": { "openai": { "recommended": 3, "mentioned": 3, "asked": 10, "recommended_pct": 30.0 }, "anthropic": { "recommended": 2, "mentioned": 4, "asked": 8, "recommended_pct": 25.0 }, "perplexity": { "recommended": 1, "mentioned": 2, "asked": 9, "recommended_pct": 11.1 }, "grok": { "recommended": 3, "mentioned": 4, "asked": 9, "recommended_pct": 33.3 } } }, { "tool": "FlutterFlow", "recommended": 7, "mentioned": 10, "recommended_pct": 19.4, "mentioned_pct": 27.8, "per_engine": { "openai": { "recommended": 2, "mentioned": 3, "asked": 10, "recommended_pct": 20.0 }, "anthropic": { "recommended": 2, "mentioned": 3, "asked": 8, "recommended_pct": 25.0 }, "perplexity": { "recommended": 1, "mentioned": 2, "asked": 9, "recommended_pct": 11.1 }, "grok": { "recommended": 2, "mentioned": 2, "asked": 9, "recommended_pct": 22.2 } } }, { "tool": "Retool", "recommended": 7, "mentioned": 10, "recommended_pct": 19.4, "mentioned_pct": 27.8, "per_engine": { "openai": { "recommended": 2, "mentioned": 3, "asked": 10, "recommended_pct": 20.0 }, "anthropic": { "recommended": 1, "mentioned": 1, "asked": 8, "recommended_pct": 12.5 }, "perplexity": { "recommended": 2, "mentioned": 3, "asked": 9, "recommended_pct": 22.2 }, "grok": { "recommended": 2, "mentioned": 3, "asked": 9, "recommended_pct": 22.2 } } }, { "tool": "Framer", "recommended": 7, "mentioned": 9, "recommended_pct": 19.4, "mentioned_pct": 25.0, "per_engine": { "openai": { "recommended": 2, "mentioned": 3, "asked": 10, "recommended_pct": 20.0 }, "anthropic": { "recommended": 2, "mentioned": 3, "asked": 8, "recommended_pct": 25.0 }, "perplexity": { "recommended": 0, "mentioned": 0, "asked": 9, "recommended_pct": 0.0 }, "grok": { "recommended": 3, "mentioned": 3, "asked": 9, "recommended_pct": 33.3 } } }, { "tool": "Softr", "recommended": 5, "mentioned": 10, "recommended_pct": 13.9, "mentioned_pct": 27.8, "per_engine": { "openai": { "recommended": 1, "mentioned": 3, "asked": 10, "recommended_pct": 10.0 }, "anthropic": { "recommended": 0, "mentioned": 2, "asked": 8, "recommended_pct": 0.0 }, "perplexity": { "recommended": 1, "mentioned": 2, "asked": 9, "recommended_pct": 11.1 }, "grok": { "recommended": 3, "mentioned": 3, "asked": 9, "recommended_pct": 33.3 } } }, { "tool": "Bubble", "recommended": 4, "mentioned": 13, "recommended_pct": 11.1, "mentioned_pct": 36.1, "per_engine": { "openai": { "recommended": 1, "mentioned": 5, "asked": 10, "recommended_pct": 10.0 }, "anthropic": { "recommended": 0, "mentioned": 3, "asked": 8, "recommended_pct": 0.0 }, "perplexity": { "recommended": 0, "mentioned": 2, "asked": 9, "recommended_pct": 0.0 }, "grok": { "recommended": 3, "mentioned": 3, "asked": 9, "recommended_pct": 33.3 } } }, { "tool": "Airtable", "recommended": 4, "mentioned": 9, "recommended_pct": 11.1, "mentioned_pct": 25.0, "per_engine": { "openai": { "recommended": 1, "mentioned": 3, "asked": 10, "recommended_pct": 10.0 }, "anthropic": { "recommended": 1, "mentioned": 1, "asked": 8, "recommended_pct": 12.5 }, "perplexity": { "recommended": 1, "mentioned": 2, "asked": 9, "recommended_pct": 11.1 }, "grok": { "recommended": 1, "mentioned": 3, "asked": 9, "recommended_pct": 11.1 } } }, { "tool": "Bolt", "recommended": 3, "mentioned": 8, "recommended_pct": 8.3, "mentioned_pct": 22.2, "per_engine": { "openai": { "recommended": 0, "mentioned": 1, "asked": 10, "recommended_pct": 0.0 }, "anthropic": { "recommended": 1, "mentioned": 2, "asked": 8, "recommended_pct": 12.5 }, "perplexity": { "recommended": 1, "mentioned": 3, "asked": 9, "recommended_pct": 11.1 }, "grok": { "recommended": 1, "mentioned": 2, "asked": 9, "recommended_pct": 11.1 } } }, { "tool": "Glide", "recommended": 3, "mentioned": 7, "recommended_pct": 8.3, "mentioned_pct": 19.4, "per_engine": { "openai": { "recommended": 0, "mentioned": 1, "asked": 10, "recommended_pct": 0.0 }, "anthropic": { "recommended": 0, "mentioned": 2, "asked": 8, "recommended_pct": 0.0 }, "perplexity": { "recommended": 1, "mentioned": 2, "asked": 9, "recommended_pct": 11.1 }, "grok": { "recommended": 2, "mentioned": 2, "asked": 9, "recommended_pct": 22.2 } } }, { "tool": "Webflow", "recommended": 2, "mentioned": 11, "recommended_pct": 5.6, "mentioned_pct": 30.6, "per_engine": { "openai": { "recommended": 1, "mentioned": 4, "asked": 10, "recommended_pct": 10.0 }, "anthropic": { "recommended": 0, "mentioned": 5, "asked": 8, "recommended_pct": 0.0 }, "perplexity": { "recommended": 0, "mentioned": 0, "asked": 9, "recommended_pct": 0.0 }, "grok": { "recommended": 1, "mentioned": 2, "asked": 9, "recommended_pct": 11.1 } } }, { "tool": "Replit", "recommended": 1, "mentioned": 5, "recommended_pct": 2.8, "mentioned_pct": 13.9, "per_engine": { "openai": { "recommended": 1, "mentioned": 2, "asked": 10, "recommended_pct": 10.0 }, "anthropic": { "recommended": 0, "mentioned": 2, "asked": 8, "recommended_pct": 0.0 }, "perplexity": { "recommended": 0, "mentioned": 0, "asked": 9, "recommended_pct": 0.0 }, "grok": { "recommended": 0, "mentioned": 1, "asked": 9, "recommended_pct": 0.0 } } }, { "tool": "Wix", "recommended": 1, "mentioned": 2, "recommended_pct": 2.8, "mentioned_pct": 5.6, "per_engine": { "openai": { "recommended": 1, "mentioned": 1, "asked": 10, "recommended_pct": 10.0 }, "anthropic": { "recommended": 0, "mentioned": 1, "asked": 8, "recommended_pct": 0.0 }, "perplexity": { "recommended": 0, "mentioned": 0, "asked": 9, "recommended_pct": 0.0 }, "grok": { "recommended": 0, "mentioned": 0, "asked": 9, "recommended_pct": 0.0 } } }, { "tool": "Rork", "recommended": 1, "mentioned": 1, "recommended_pct": 2.8, "mentioned_pct": 2.8, "per_engine": { "openai": { "recommended": 0, "mentioned": 0, "asked": 10, "recommended_pct": 0.0 }, "anthropic": { "recommended": 0, "mentioned": 0, "asked": 8, "recommended_pct": 0.0 }, "perplexity": { "recommended": 1, "mentioned": 1, "asked": 9, "recommended_pct": 11.1 }, "grok": { "recommended": 0, "mentioned": 0, "asked": 9, "recommended_pct": 0.0 } } }, { "tool": "GitHub Copilot", "recommended": 0, "mentioned": 6, "recommended_pct": 0.0, "mentioned_pct": 16.7, "per_engine": { "openai": { "recommended": 0, "mentioned": 2, "asked": 10, "recommended_pct": 0.0 }, "anthropic": { "recommended": 0, "mentioned": 4, "asked": 8, "recommended_pct": 0.0 }, "perplexity": { "recommended": 0, "mentioned": 0, "asked": 9, "recommended_pct": 0.0 }, "grok": { "recommended": 0, "mentioned": 0, "asked": 9, "recommended_pct": 0.0 } } }, { "tool": "Appsmith", "recommended": 0, "mentioned": 5, "recommended_pct": 0.0, "mentioned_pct": 13.9, "per_engine": { "openai": { "recommended": 0, "mentioned": 1, "asked": 10, "recommended_pct": 0.0 }, "anthropic": { "recommended": 0, "mentioned": 1, "asked": 8, "recommended_pct": 0.0 }, "perplexity": { "recommended": 0, "mentioned": 1, "asked": 9, "recommended_pct": 0.0 }, "grok": { "recommended": 0, "mentioned": 2, "asked": 9, "recommended_pct": 0.0 } } }, { "tool": "Claude Code", "recommended": 0, "mentioned": 3, "recommended_pct": 0.0, "mentioned_pct": 8.3, "per_engine": { "openai": { "recommended": 0, "mentioned": 0, "asked": 10, "recommended_pct": 0.0 }, "anthropic": { "recommended": 0, "mentioned": 1, "asked": 8, "recommended_pct": 0.0 }, "perplexity": { "recommended": 0, "mentioned": 0, "asked": 9, "recommended_pct": 0.0 }, "grok": { "recommended": 0, "mentioned": 2, "asked": 9, "recommended_pct": 0.0 } } }, { "tool": "Adalo", "recommended": 0, "mentioned": 2, "recommended_pct": 0.0, "mentioned_pct": 5.6, "per_engine": { "openai": { "recommended": 0, "mentioned": 1, "asked": 10, "recommended_pct": 0.0 }, "anthropic": { "recommended": 0, "mentioned": 1, "asked": 8, "recommended_pct": 0.0 }, "perplexity": { "recommended": 0, "mentioned": 0, "asked": 9, "recommended_pct": 0.0 }, "grok": { "recommended": 0, "mentioned": 0, "asked": 9, "recommended_pct": 0.0 } } }, { "tool": "Budibase", "recommended": 0, "mentioned": 1, "recommended_pct": 0.0, "mentioned_pct": 2.8, "per_engine": { "openai": { "recommended": 0, "mentioned": 0, "asked": 10, "recommended_pct": 0.0 }, "anthropic": { "recommended": 0, "mentioned": 0, "asked": 8, "recommended_pct": 0.0 }, "perplexity": { "recommended": 0, "mentioned": 0, "asked": 9, "recommended_pct": 0.0 }, "grok": { "recommended": 0, "mentioned": 1, "asked": 9, "recommended_pct": 0.0 } } }, { "tool": "Hostinger Horizons", "recommended": 0, "mentioned": 1, "recommended_pct": 0.0, "mentioned_pct": 2.8, "per_engine": { "openai": { "recommended": 0, "mentioned": 0, "asked": 10, "recommended_pct": 0.0 }, "anthropic": { "recommended": 0, "mentioned": 0, "asked": 8, "recommended_pct": 0.0 }, "perplexity": { "recommended": 0, "mentioned": 0, "asked": 9, "recommended_pct": 0.0 }, "grok": { "recommended": 0, "mentioned": 1, "asked": 9, "recommended_pct": 0.0 } } }, { "tool": "Windsurf", "recommended": 0, "mentioned": 1, "recommended_pct": 0.0, "mentioned_pct": 2.8, "per_engine": { "openai": { "recommended": 0, "mentioned": 1, "asked": 10, "recommended_pct": 0.0 }, "anthropic": { "recommended": 0, "mentioned": 0, "asked": 8, "recommended_pct": 0.0 }, "perplexity": { "recommended": 0, "mentioned": 0, "asked": 9, "recommended_pct": 0.0 }, "grok": { "recommended": 0, "mentioned": 0, "asked": 9, "recommended_pct": 0.0 } } } ] } }, "marketing_vs_merit": { "note": "Recommendation rank vs capability rank for the developer category. Positive rank_gap: recommended above its benchmark rank (more marketing than merit). Negative: below (more merit than marketing). Covers only tools with a sourced public benchmark entry; no scores are estimated.", "benchmark": { "name": "Terminal-Bench 2.1", "url": "https://www.tbench.ai/leaderboard/terminal-bench/2.1", "read_on": "2026-08-21" }, "category": "prodev", "answers_ok": 22, "tools": [ { "tool": "Claude Code", "benchmark_score": 83.8, "benchmark_rank": 1, "recommended": 5, "recommended_pct": 22.7, "voice_rank": 2.0, "rank_gap": -1.0, "zone": "merit" }, { "tool": "OpenAI Codex", "benchmark_score": 83.1, "benchmark_rank": 2, "recommended": 0, "recommended_pct": 0.0, "voice_rank": 3.5, "rank_gap": -1.5, "zone": "merit" }, { "tool": "Cursor", "benchmark_score": 79.3, "benchmark_rank": 3, "recommended": 18, "recommended_pct": 81.8, "voice_rank": 1.0, "rank_gap": 2.0, "zone": "marketing" }, { "tool": "Gemini CLI", "benchmark_score": 65.8, "benchmark_rank": 4, "recommended": 0, "recommended_pct": 0.0, "voice_rank": 3.5, "rank_gap": 0.5, "zone": "balanced" } ] }, "question_details": { "note": "Per question: the tools each engine's answer recommended (canonical roster names, same identity as tools[].tool). Additive detail; every aggregate above is derivable from it.", "questions": [ { "question": "best AI app builder", "category": "nocode", "recommended": { "openai": [ "Appsmith", "Bolt", "Bubble", "FlutterFlow", "Glide", "Lovable", "Retool", "Softr" ], "perplexity": [ "Bolt", "Bubble", "FlutterFlow", "Lovable", "Replit", "Rork", "Softr", "v0" ] } }, { "question": "what is the best AI app builder in 2026?", "category": "nocode", "recommended": { "openai": [ "FlutterFlow", "Replit", "Retool" ], "perplexity": [ "Bolt", "Bubble", "Cursor", "Glide", "Lovable", "Replit", "Rork" ] } }, { "question": "best vibe coding tool", "category": "nocode", "recommended": { "openai": [ "Cursor", "GitHub Copilot", "Windsurf" ], "perplexity": [ "Bolt", "Claude Code", "Cursor", "Lovable", "Replit", "v0" ] } }, { "question": "how do I build an app without knowing how to code?", "category": "nocode", "recommended": { "openai": [ "Bubble", "FlutterFlow", "Glide", "Retool", "Softr" ], "perplexity": [] } }, { "question": "best no code AI app builder", "category": "nocode", "recommended": { "openai": [ "Bubble", "FlutterFlow", "Retool", "Softr" ], "perplexity": [ "Base44", "Bubble", "FlutterFlow", "Softr" ] } }, { "question": "Lovable alternatives", "category": "nocode", "recommended": { "openai": [ "Bolt", "Cursor", "Replit", "Windsurf", "v0" ], "anthropic": [], "perplexity": [ "Adalo", "Base44", "Bolt", "Bubble", "Replit", "Retool", "v0" ] } }, { "question": "Bolt vs Lovable which should I use?", "category": "nocode", "recommended": { "openai": [ "Bolt", "Lovable" ], "anthropic": [ "Bolt", "Lovable" ], "perplexity": [ "Bolt", "Lovable" ] } }, { "question": "cheapest AI app builder", "category": "nocode", "recommended": { "openai": [ "Glide", "Replit" ], "anthropic": [], "perplexity": [ "Base44" ] } }, { "question": "best AI tool to build a SaaS", "category": "usecase", "recommended": { "openai": [ "Bubble", "Cursor", "Retool", "v0" ], "perplexity": [ "Cursor", "Lovable" ] } }, { "question": "I want to build an internal tool from a spreadsheet, what should I use?", "category": "usecase", "recommended": { "perplexity": [ "Glide", "Retool" ], "grok": [ "Airtable", "Glide", "Retool", "Softr" ] } }, { "question": "best AI coding assistant", "category": "prodev", "recommended": { "perplexity": [ "Claude Code", "Cursor", "GitHub Copilot" ], "grok": [ "Cursor", "GitHub Copilot" ] } }, { "question": "is Lovable worth it?", "category": "nocode", "recommended": { "perplexity": [ "Lovable" ], "grok": [ "Lovable" ] } }, { "question": "is Bolt.new worth it?", "category": "nocode", "recommended": { "openai": [], "perplexity": [ "Bolt" ], "grok": [ "Bolt" ] } }, { "question": "is Replit worth it for building apps?", "category": "nocode", "recommended": { "openai": [ "Replit" ], "perplexity": [ "Replit" ], "grok": [ "Replit" ] } }, { "question": "is Cursor worth paying for?", "category": "prodev", "recommended": { "openai": [], "anthropic": [ "Cursor" ], "perplexity": [ "Cursor" ], "grok": [ "Cursor" ] } }, { "question": "is v0 by Vercel any good?", "category": "prodev", "recommended": { "openai": [ "v0" ], "anthropic": [ "v0" ], "perplexity": [ "v0" ] } }, { "question": "best AI tool to build an MVP fast", "category": "usecase", "recommended": { "openai": [ "Cursor", "Replit" ], "anthropic": [ "Bolt", "Cursor", "Lovable" ], "perplexity": [ "Lovable" ] } }, { "question": "I have an idea for an app but no technical skills, where do I start?", "category": "nocode", "recommended": { "openai": [], "anthropic": [], "perplexity": [] } }, { "question": "best tool to build a web app with AI", "category": "nocode", "recommended": { "openai": [ "Cursor" ], "anthropic": [ "Bolt", "Cursor", "Lovable" ], "perplexity": [ "Cursor", "Lovable", "Replit" ], "grok": [ "Bolt", "Cursor", "Lovable", "v0" ] } }, { "question": "best AI website builder", "category": "nocode", "recommended": { "openai": [ "Wix" ], "anthropic": [ "Framer", "Wix" ], "perplexity": [ "Wix" ], "grok": [ "Framer", "Hostinger Horizons", "Wix" ] } }, { "question": "can I build a mobile app with AI?", "category": "nocode", "recommended": { "openai": [], "anthropic": [], "perplexity": [], "grok": [] } }, { "question": "best AI tool for building mobile apps", "category": "usecase", "recommended": { "openai": [ "Cursor", "FlutterFlow", "Retool" ], "anthropic": [ "Cursor", "FlutterFlow" ], "perplexity": [ "FlutterFlow", "Rork" ], "grok": [ "Cursor", "Lovable" ] } }, { "question": "Cursor vs Windsurf which is better?", "category": "prodev", "recommended": { "openai": [ "Cursor", "Windsurf" ], "anthropic": [ "Cursor", "Windsurf" ], "grok": [ "Cursor", "Windsurf" ] } }, { "question": "Claude Code vs Cursor for building a full project?", "category": "prodev", "recommended": { "openai": [ "Claude Code", "Cursor" ], "anthropic": [ "Claude Code", "Cursor" ], "grok": [ "Cursor" ] } }, { "question": "best free AI app builder", "category": "nocode", "recommended": { "openai": [ "FlutterFlow" ], "anthropic": [ "Adalo", "Bolt", "FlutterFlow", "Lovable", "Replit", "v0" ], "grok": [ "Bolt", "Cursor", "Glide", "Lovable", "v0" ] } }, { "question": "what tool should a non technical founder use to build a startup?", "category": "nocode", "recommended": { "openai": [ "Bubble", "Webflow" ], "anthropic": [ "Bolt", "Bubble", "Lovable", "Softr", "v0" ], "grok": [ "Bubble", "FlutterFlow", "Softr" ] } }, { "question": "fastest way to go from idea to working prototype", "category": "usecase", "recommended": { "openai": [], "anthropic": [], "grok": [ "Bolt", "Bubble", "Cursor", "FlutterFlow", "Lovable", "Softr", "v0" ] } }, { "question": "best AI tool to build a landing page", "category": "usecase", "recommended": { "openai": [ "Framer", "Webflow", "Wix", "v0" ], "anthropic": [ "Framer", "v0" ], "grok": [ "Framer", "Lovable", "v0" ] } }, { "question": "best platform to build a CRM without developers", "category": "usecase", "recommended": { "openai": [ "Airtable", "Softr" ], "anthropic": [ "Airtable" ], "perplexity": [ "Airtable", "Softr" ], "grok": [ "Bubble", "Glide", "Softr" ] } }, { "question": "v0 vs Lovable for building a frontend", "category": "usecase", "recommended": { "openai": [ "Lovable", "v0" ], "perplexity": [ "Lovable", "v0" ], "grok": [ "Lovable", "v0" ] } }, { "question": "Replit vs Lovable which one is better?", "category": "nocode", "recommended": { "openai": [ "Lovable", "Replit" ], "perplexity": [ "Lovable", "Replit" ], "grok": [ "Lovable", "Replit" ] } }, { "question": "what do people use for vibe coding these days?", "category": "nocode", "recommended": { "openai": [ "Aider", "Claude Code", "Cursor", "GitHub Copilot" ], "grok": [ "Aider", "Cursor", "Windsurf" ] } }, { "question": "best AI agent for coding", "category": "prodev", "recommended": { "openai": [ "Continue", "Cursor", "GitHub Copilot" ], "anthropic": [ "Aider", "Claude Code", "Cursor", "Devin", "GitHub Copilot" ], "grok": [ "Aider", "Continue", "Cursor" ] } }, { "question": "I want to 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