[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"categories":3,"category-ai-chatbots":85,"category-ai-chatbots-comparisons":86,"category-ai-chatbots-lists":309,"category-ai-chatbots-posts":349},[4,15,25,35,45,55,65,75],{"id":5,"documentId":6,"name":7,"slug":8,"shortName":9,"description":10,"icon":11,"createdAt":12,"updatedAt":12,"publishedAt":13,"seoTitle":14,"seoDescription":14},43,"d2n69w6u5jw2n9uxksqsks74","AI Chatbots & Assistants","ai-chatbots","AI Chatbots","Conversational AI assistants for reasoning, writing and everyday tasks.","Bot","2026-09-07T09:42:12.650Z","2026-09-07T09:42:12.677Z",null,{"id":16,"documentId":17,"name":18,"slug":19,"shortName":20,"description":21,"icon":22,"createdAt":23,"updatedAt":23,"publishedAt":24,"seoTitle":14,"seoDescription":14},45,"q3aub1u192qczyq8cyurhbau","AI Coding Tools","ai-coding","AI Coding","AI pair programmers, code completion and agentic coding tools.","Code","2026-09-07T09:42:12.712Z","2026-09-07T09:42:12.726Z",{"id":26,"documentId":27,"name":28,"slug":29,"shortName":30,"description":31,"icon":32,"createdAt":33,"updatedAt":33,"publishedAt":34,"seoTitle":14,"seoDescription":14},49,"kyxgrju9qcbsahxr6c3gy1rk","AI Dev Frameworks","ai-frameworks","AI Frameworks","Frameworks and tooling for building LLM-powered applications.","Blocks","2026-09-07T09:42:12.793Z","2026-09-07T09:42:12.817Z",{"id":36,"documentId":37,"name":38,"slug":39,"shortName":40,"description":41,"icon":42,"createdAt":43,"updatedAt":43,"publishedAt":44,"seoTitle":14,"seoDescription":14},47,"et5dhnhik9xxbypugwx4pfh5","AI Image & Video","ai-image-video","AI Image\u002FVideo","Generative models for images, art and video production.","Image","2026-09-07T09:42:12.751Z","2026-09-07T09:42:12.767Z",{"id":46,"documentId":47,"name":48,"slug":49,"shortName":50,"description":51,"icon":52,"createdAt":53,"updatedAt":53,"publishedAt":54,"seoTitle":14,"seoDescription":14},37,"cnjfk8r7abaq5mkotekzo8fz","Backend & Databases","backend-databases","Backend","Databases, APIs and data-layer architecture for server-side systems.","Database","2026-09-07T09:42:12.415Z","2026-09-07T09:42:12.474Z",{"id":56,"documentId":57,"name":58,"slug":59,"shortName":60,"description":61,"icon":62,"createdAt":63,"updatedAt":63,"publishedAt":64,"seoTitle":14,"seoDescription":14},39,"s4ujx5e37x7cla49kfbz9xnq","DevOps & Cloud","devops-cloud","DevOps","Containers, infrastructure and cloud platforms for shipping and running software.","Cloud","2026-09-07T09:42:12.508Z","2026-09-07T09:42:12.541Z",{"id":66,"documentId":67,"name":68,"slug":69,"shortName":70,"description":71,"icon":72,"createdAt":73,"updatedAt":73,"publishedAt":74,"seoTitle":14,"seoDescription":14},35,"zy2v9u5ac9aeyfl4q9mnsm1g","Frontend Frameworks","frontend","Frontend","UI frameworks, meta-frameworks, styling and state management for the browser.","LayoutTemplate","2026-09-07T09:42:12.327Z","2026-09-07T09:42:12.375Z",{"id":76,"documentId":77,"name":78,"slug":79,"shortName":80,"description":81,"icon":82,"createdAt":83,"updatedAt":83,"publishedAt":84,"seoTitle":14,"seoDescription":14},41,"kqqemwew4iwvgu0896gur8la","Programming Languages","languages","Languages","Systems and general-purpose languages compared for performance and ergonomics.","Terminal","2026-09-07T09:42:12.577Z","2026-09-07T09:42:12.595Z",{"id":5,"documentId":6,"name":7,"slug":8,"shortName":9,"description":10,"icon":11,"createdAt":12,"updatedAt":12,"publishedAt":13,"seoTitle":14,"seoDescription":14},[87,204],{"updated":88,"id":89,"documentId":90,"title":91,"slug":92,"dek":93,"featured":94,"verdict":95,"bestForA":96,"bestForB":97,"createdAt":98,"updatedAt":98,"publishedAt":99,"seoTitle":14,"seoDescription":14,"category":100,"tags":101,"features":114,"a":148,"b":176},"2026-09-01",53,"ca7gveyc06p8wk4yu16kvhdj","ChatGPT vs Claude","chatgpt-vs-claude","The two flagship AI assistants, compared for everyday use, writing and coding.",true,"Both are excellent general-purpose assistants. ChatGPT has the edge on breadth — voice, plugins, multimodal features and consumer polish. Claude has the edge on depth — long-document reasoning, coding, and a careful, less sycophantic writing style. Many power users keep both.","Everyday users who want voice mode, plugins and a huge ecosystem.","Developers, writers and teams working with long documents or code.","2026-09-07T09:42:15.575Z","2026-09-07T09:42:15.612Z",{"id":5,"documentId":6,"name":7,"slug":8,"shortName":9,"description":10,"icon":11,"createdAt":12,"updatedAt":12,"publishedAt":13,"seoTitle":14,"seoDescription":14},[102,105,108,111],{"id":103,"value":104},812,"llm",{"id":106,"value":107},813,"assistant",{"id":109,"value":110},814,"openai",{"id":112,"value":113},815,"anthropic",[115,120,125,130,135,140,145],{"id":116,"label":117,"a":118,"b":119},320,"Context window","Large (varies by model)","Very large, strong recall",{"id":121,"label":122,"a":123,"b":124},321,"Coding ability","Very strong","Widely considered top-tier",{"id":126,"label":127,"a":128,"b":129},322,"Voice mode","Yes, mature","Limited",{"id":131,"label":132,"a":133,"b":134},323,"Custom assistants","Custom GPTs","Projects",{"id":136,"label":137,"a":138,"b":139},324,"Ecosystem\u002Fplugins","Very large","Growing",{"id":141,"label":142,"a":143,"b":144},325,"Enterprise\u002FAPI tone controls","Good","Excellent (Constitutional AI)",{"id":146,"label":147,"a":129,"b":129},326,"Free tier",{"id":149,"name":150,"tagline":151,"score":152,"logo":14,"pros":153,"cons":166},105,"ChatGPT","OpenAI’s widely used assistant with a huge plugin ecosystem",8.9,[154,157,160,163],{"id":155,"value":156},816,"Massive user base and the broadest third-party integrations",{"id":158,"value":159},817,"Strong multimodal features (voice, image, browsing, agents)",{"id":161,"value":162},818,"Custom GPTs let you build and share tailored assistants",{"id":164,"value":165},819,"Frequent feature releases across web, desktop and mobile",[167,170,173],{"id":168,"value":169},820,"Personality can feel more generic\u002Fagreeable by default",{"id":171,"value":172},821,"Long, complex documents sometimes lose the thread",{"id":174,"value":175},822,"Free tier is more rate-limited than casual users expect",{"id":177,"name":178,"tagline":179,"score":180,"logo":14,"pros":181,"cons":194},106,"Claude","Anthropic’s assistant, known for careful reasoning and writing",9,[182,185,188,191],{"id":183,"value":184},823,"Excellent long-context handling for big documents and codebases",{"id":186,"value":187},824,"Widely regarded as a top pick for coding and technical writing",{"id":189,"value":190},825,"Thoughtful, less sycophantic default tone",{"id":192,"value":193},826,"Artifacts make it easy to build and preview code\u002Fdocs inline",[195,198,201],{"id":196,"value":197},827,"Smaller plugin\u002Fintegration ecosystem than ChatGPT",{"id":199,"value":200},828,"No native voice mode on par with ChatGPT’s",{"id":202,"value":203},829,"Fewer third-party consumer app integrations",{"updated":205,"id":206,"documentId":207,"title":208,"slug":209,"dek":210,"featured":211,"verdict":212,"bestForA":213,"bestForB":214,"createdAt":215,"updatedAt":215,"publishedAt":216,"seoTitle":14,"seoDescription":14,"category":217,"tags":218,"features":228,"a":255,"b":281},"2026-08-27",55,"j47rr1ewtufhb81n9iecu8io","Claude vs Gemini","claude-vs-gemini","Anthropic’s assistant versus Google’s natively multimodal model family.",false,"If you live in Gmail, Docs and Android, Gemini’s ecosystem integration is hard to beat. If you want the most consistently careful reasoning and coding assistant as a standalone tool, Claude tends to be the stronger daily driver.","Coding, writing and careful reasoning as a standalone assistant.","Google Workspace users who want AI woven into their existing tools.","2026-09-07T09:42:15.837Z","2026-09-07T09:42:15.869Z",{"id":5,"documentId":6,"name":7,"slug":8,"shortName":9,"description":10,"icon":11,"createdAt":12,"updatedAt":12,"publishedAt":13,"seoTitle":14,"seoDescription":14},[219,221,223,226],{"id":220,"value":104},848,{"id":222,"value":107},849,{"id":224,"value":225},850,"google",{"id":227,"value":113},851,[229,234,239,244,248,250],{"id":230,"label":231,"a":232,"b":233},333,"Reasoning\u002Fcoding","Excellent","Very good",{"id":235,"label":236,"a":237,"b":238},334,"Multimodality","Text, image","Text, image, audio, video",{"id":240,"label":241,"a":242,"b":243},335,"Ecosystem integration","Standalone-first","Deep Google Workspace ties",{"id":245,"label":246,"a":129,"b":247},336,"Real-time voice","Gemini Live",{"id":249,"label":117,"a":138,"b":138},337,{"id":251,"label":252,"a":253,"b":254},338,"Best for","Careful reasoning, coding, writing","Google Workspace power users",{"id":256,"name":178,"tagline":257,"score":180,"logo":14,"pros":258,"cons":271},109,"Anthropic’s assistant, strong on reasoning and code",[259,262,265,268],{"id":260,"value":261},852,"Excellent reasoning, coding and long-document comprehension",{"id":263,"value":264},853,"Careful, well-calibrated tone with fewer confident errors",{"id":266,"value":267},854,"Strong developer experience via Claude Code and the API",{"id":269,"value":270},855,"Artifacts for interactive previews of code and content",[272,275,278],{"id":273,"value":274},856,"No deep native integration with a consumer app suite",{"id":276,"value":277},857,"Smaller free-tier usage limits",{"id":279,"value":280},858,"Less native real-time web\u002Fvoice interaction than Gemini Live",{"id":282,"name":283,"tagline":284,"score":285,"logo":14,"pros":286,"cons":299},110,"Gemini","Google’s natively multimodal model, deeply tied to its ecosystem",8.5,[287,290,293,296],{"id":288,"value":289},859,"Deep integration with Gmail, Docs, Drive and Android",{"id":291,"value":292},860,"Native multimodal support across text, image, audio and video",{"id":294,"value":295},861,"Gemini Live enables fluid real-time voice conversations",{"id":297,"value":298},862,"Huge context windows for large codebases and documents",[300,303,306],{"id":301,"value":302},863,"Quality\u002Fpersonality has felt less consistent across releases",{"id":304,"value":305},864,"Integrations can feel like they push you toward Google’s ecosystem",{"id":307,"value":308},865,"Coding ability, while strong, trails top specialist tools for some tasks",[310],{"updated":88,"id":46,"documentId":311,"title":312,"slug":313,"dek":314,"featured":94,"intro":315,"createdAt":316,"updatedAt":316,"publishedAt":317,"seoTitle":14,"seoDescription":14,"category":318,"items":319},"fk1gh5id7qt5d5iv1u9d0u36","Best AI Chatbots for Writing & Research","best-ai-chatbots-for-writing","Which assistant to reach for when the job is drafting, editing or researching.","General-purpose chatbots have converged on similar features, but their default writing style, source-citing habits and long-document handling still differ enough to matter for real work.","2026-09-07T09:42:17.524Z","2026-09-07T09:42:17.545Z",{"id":5,"documentId":6,"name":7,"slug":8,"shortName":9,"description":10,"icon":11,"createdAt":12,"updatedAt":12,"publishedAt":13,"seoTitle":14,"seoDescription":14},[320,325,330,335,342],{"id":321,"rank":322,"name":178,"blurb":323,"score":180,"badge":324,"comparisonSlug":92},82,1,"Careful, well-structured prose with a less sycophantic default tone — handles long documents without losing the thread.","Best overall for writing",{"id":326,"rank":327,"name":150,"blurb":328,"score":152,"badge":329,"comparisonSlug":92},83,2,"The most complete all-rounder, with voice mode, browsing and the broadest plugin ecosystem.","Best all-rounder",{"id":331,"rank":332,"name":283,"blurb":333,"score":285,"badge":334,"comparisonSlug":209},84,3,"The obvious pick if your drafts already live in Docs and Gmail.","Best for Google Workspace",{"id":336,"rank":337,"name":338,"blurb":339,"score":340,"badge":341,"comparisonSlug":14},85,4,"Perplexity","Built around cited, sourced answers — the best starting point for research that needs a paper trail.",8.4,"Best for cited research",{"id":343,"rank":344,"name":345,"blurb":346,"score":347,"badge":348,"comparisonSlug":14},86,5,"Grok","Real-time awareness of current events and social conversation, useful for timely, topical writing.",7.8,"Best for real-time context",[350],{"date":88,"id":56,"documentId":351,"title":352,"slug":353,"dek":354,"author":355,"readingTime":356,"featured":94,"blocks":357,"createdAt":402,"updatedAt":402,"publishedAt":403,"seoTitle":14,"seoDescription":14,"category":404,"tags":405},"f3sy3t85izr49cmll6o0wcs1","How We Actually Test AI Assistants","how-we-test-ai-assistants","Benchmarks tell you one story. Here’s how we form an opinion beyond the leaderboard.","ComparedStack Team","5 min read",[358,364,369,390,394,398],{"type":359,"children":360},"paragraph",[361],{"text":362,"type":363},"Public benchmarks are useful, but they’re also gameable, quickly saturated, and often disconnected from what a task actually feels like day to day. So while we track them, we don’t let them write our verdicts.","text",{"type":365,"level":327,"children":366},"heading",[367],{"text":368,"type":363},"Our actual test suite",{"type":370,"format":371,"children":372},"list","unordered",[373,378,382,386],{"type":374,"children":375},"list-item",[376],{"text":377,"type":363},"Long-document comprehension: feed it a 40-page spec and ask questions that require connecting details from page 3 and page 35",{"type":374,"children":379},[380],{"text":381,"type":363},"Real coding tasks: multi-file refactors in an existing, messy codebase — not a fresh scaffold",{"type":374,"children":383},[384],{"text":385,"type":363},"Tone under pressure: does it push back on a bad idea, or just agree with whatever you said",{"type":374,"children":387},[388],{"text":389,"type":363},"Recovery: how gracefully it handles being told it made a mistake",{"type":359,"children":391},[392],{"text":393,"type":363},"None of these produce a clean numeric score on their own — they inform the qualitative pros and cons you see in each comparison, which we think matters more than a leaderboard rank that can shift with the next model update.",{"type":365,"level":327,"children":395},[396],{"text":397,"type":363},"Why we keep revisiting",{"type":359,"children":399},[400],{"text":401,"type":363},"Model updates land fast enough that a comparison written six months ago can quietly go stale. That’s why AI comparisons carry an “updated” date front and center, and why we treat this category as a living document rather than a one-time verdict.","2026-09-07T09:42:17.106Z","2026-09-07T09:42:17.131Z",{"id":5,"documentId":6,"name":7,"slug":8,"shortName":9,"description":10,"icon":11,"createdAt":12,"updatedAt":12,"publishedAt":13,"seoTitle":14,"seoDescription":14},[406,409],{"id":407,"value":408},974,"ai",{"id":410,"value":411},975,"methodology"]