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  1. Platform

    Gemini

    Google describes sources and related content, including supplied files or connected Workspace content. Some answers have no links; the panel does not establish completeness.

  2. Platform

    Microsoft Copilot

    The reference covers Copilot in Edge: browsing context may contribute to an answer depending on the question and settings. It does not establish how Microsoft 365 Copilot behaves.

  3. Platform

    Perplexity

    The overview describes conversational search with citations and multiple possible models. References make checking easier, but their quality and relevance require separate assessment.

  4. Platform

    Mistral Vibe

    The 12 August 2026 announcement renames Le Chat to Vibe and distinguishes Work, Code and Chat. The service name alone therefore does not identify the observed mode.

  5. Platform

    DeepSeek

    The readable reference concerns the DeepSeek API, not every chat-interface feature. It establishes neither actual web access in a conversation nor the freshness of an unsourced fact.

  6. Platform

    Meta AI

    In March 2026 Meta describes content partnerships and links to news articles. An article linked from an answer must be distinguished from a social post and the data behind the story.

  7. Platform

    Grok

    The overview distinguishes the Grok assistant, supplied files and connected tools. A result from a personal file is not by itself a public source another reader can inspect.

  8. Platform

    Poe

    The FAQ describes bots from multiple providers and user-created bots. Poe identifies an interface; the chosen bot, its provider and context determine what is actually compared.

  9. Platform

    Qwen

    The referenced official page yields no usable text in this consultation. Current interface features are therefore not validated here; mode and sources must be observed during use.

  10. Platform

    Kimi

    The guide distinguishes chat, connected search and agent tasks. It says online search may be decided automatically from the question: the prompt alone does not establish that it ran.

  11. Platform

    Google

    Google describes Search Console as a tool for monitoring a site’s presence in results. Property data and URL inspection answer different questions from a public search alone.

  12. Platform

    Microsoft Bing

    The guidelines page did not provide readable content during review. This profile therefore does not claim to validate its current version; Bing results and site-owner tools require separate checks.

  13. Platform

    DuckDuckGo

    The help distinguishes Instant Answers, its own resources and links or images largely sourced from Bing. Comparing DuckDuckGo with Bing broadens observed interfaces without ensuring two independent documentary routes.

  14. Platform

    Brave Search

    Brave describes its own search index. Distinguish this infrastructure, retrieved links and a synthetic answer: a different index does not establish the validity of every page found.

  15. Platform

    Qwant

    The terms distinguish results, partner content and Réponse Flash, based on a model and result pages. The summary and organic links are therefore separate objects of inspection.

  16. Platform

    Ecosia

    Ecosia lists Bing, Google and EUSP with varying availability. Its help explains how to identify a result provider; the Ecosia name therefore does not imply one fixed index for every search.

  17. Platform

    Startpage

    The help describes an intermediary using providers including Google and Bing, and explains that delivered results can differ from direct searches. Privacy and documentary independence are different criteria.

  18. Platform

    Yahoo Search

    The help extract identifies Bing for algorithmic results and distinguishes content modules. Full opening was limited by a 429 response; no exhaustive reading of this page is claimed.

  19. Platform

    Kagi Search

    The documentation distinguishes search, Lenses, personalised results and assistant tools. A setting that boosts or hides a domain changes the observed view and belongs in the comparison protocol.

  20. Platform

    Mojeek

    Mojeek describes its own crawler, index and ranking. This route may reveal other documents; index independence does not turn retrieved pages into primary sources.

  21. Platform

    Yandex Search

    The public help distinguishes search settings, region and site-owner resources. An observation should be tied to language and region rather than extrapolated to every audience.

  22. Platform

    Baidu

    The public interface offers a Chinese-language entry point, but its home page does not comprehensively document the index or ranking. Target-query results require direct observation.