AAivorix
Aivorix benchmark desk · September 2026

There is no single “best AI.”
The task decides.

Compare leading AI products by the work that matters: reasoning, deep research, tool use and repository-scale coding.

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Feature evidence + visible scoring formula
Aivorix task-fit score · editorial rubric

AI workflow coverage

Compare documented workflow breadth across all 28 catalog entries. Specialists can be a better choice within their own field.

Documented feature coverage / 100 · not a test pass rate
1ChatGPTChatGPT Chat / Work / Codex on eligible plans
100Documented coverage · 5/5 criteria
Why this score? ChatGPT

ChatGPT Chat / Work / Codex on eligible plans

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

1GeminiGemini app / Deep Research / Canvas on eligible plans
100Documented coverage · 5/5 criteria
Why this score? Gemini

Gemini app / Deep Research / Canvas on eligible plans

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

3GPT-5.6 SolSol via Responses API; integrations require implementation
80Documented coverage · 4/5 criteria
Why this score? GPT-5.6 Sol

Sol via Responses API; integrations require implementation

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

3GPT-6 AstraAstra via Responses API with supported tools enabled
80Documented coverage · 4/5 criteria
Why this score? GPT-6 Astra

Astra via Responses API with supported tools enabled

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

3JasperJasper marketing platform; not a general research benchmark
80Documented coverage · 4/5 criteria
Why this score? Jasper

Jasper marketing platform; not a general research benchmark

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

3Otter.aiOtter meeting workflows; not open-web deep research
80Documented coverage · 4/5 criteria
Why this score? Otter.ai

Otter meeting workflows; not open-web deep research

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

7Adobe FireflyFirefly creative workflows
60Documented coverage · 3/5 criteria
Why this score? Adobe Firefly

Firefly creative workflows

  • Writing / text responses0 / 20No supporting evidence recorded
  • Document or knowledge-source input0 / 20No supporting evidence recorded
  • Image / video creation20 / 20DocumentedSupporting source ↗
  • Voice / audio workflow20 / 20DocumentedSupporting source ↗
  • Tool calls / agent actions20 / 20DocumentedSupporting source ↗

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

7Canva Magic StudioCanva AI / Magic Studio suite; Code is not a repository agent
60Documented coverage · 3/5 criteria
Why this score? Canva Magic Studio

Canva AI / Magic Studio suite; Code is not a repository agent

  • Writing / text responses20 / 20DocumentedSupporting source ↗
  • Document or knowledge-source input0 / 20No supporting evidence recorded
  • Image / video creation20 / 20DocumentedSupporting source ↗
  • Voice / audio workflow0 / 20No supporting evidence recorded
  • Tool calls / agent actions20 / 20DocumentedSupporting source ↗

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

7ClaudeClaude app and Claude Code on eligible plans
60Documented coverage · 3/5 criteria
Why this score? Claude

Claude app and Claude Code on eligible plans

  • Writing / text responses20 / 20DocumentedSupporting source ↗
  • Document or knowledge-source input20 / 20DocumentedSupporting source ↗
  • Image / video creation0 / 20No supporting evidence recorded
  • Voice / audio workflow0 / 20No supporting evidence recorded
  • Tool calls / agent actions20 / 20DocumentedSupporting source ↗

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

7CohereCohere North enterprise product scope
60Documented coverage · 3/5 criteria
Why this score? Cohere

Cohere North enterprise product scope

  • Writing / text responses20 / 20DocumentedSupporting source ↗
  • Document or knowledge-source input20 / 20DocumentedSupporting source ↗
  • Image / video creation0 / 20No supporting evidence recorded
  • Voice / audio workflow0 / 20No supporting evidence recorded
  • Tool calls / agent actions20 / 20DocumentedSupporting source ↗

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

7CursorCursor coding environment; underlying model may vary
60Documented coverage · 3/5 criteria
Why this score? Cursor

Cursor coding environment; underlying model may vary

  • Writing / text responses20 / 20DocumentedSupporting source ↗
  • Document or knowledge-source input20 / 20DocumentedSupporting source ↗
  • Image / video creation0 / 20No supporting evidence recorded
  • Voice / audio workflow0 / 20No supporting evidence recorded
  • Tool calls / agent actions20 / 20DocumentedSupporting source ↗

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

7ElevenLabsElevenLabs audio and voice-agent workflows
60Documented coverage · 3/5 criteria
Why this score? ElevenLabs

ElevenLabs audio and voice-agent workflows

  • Writing / text responses20 / 20DocumentedSupporting source ↗
  • Document or knowledge-source input0 / 20No supporting evidence recorded
  • Image / video creation0 / 20No supporting evidence recorded
  • Voice / audio workflow20 / 20DocumentedSupporting source ↗
  • Tool calls / agent actions20 / 20DocumentedSupporting source ↗

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

7GitHub CopilotGitHub Copilot coding tools, subject to plan/model choice
60Documented coverage · 3/5 criteria
Why this score? GitHub Copilot

GitHub Copilot coding tools, subject to plan/model choice

  • Writing / text responses20 / 20DocumentedSupporting source ↗
  • Document or knowledge-source input20 / 20DocumentedSupporting source ↗
  • Image / video creation0 / 20No supporting evidence recorded
  • Voice / audio workflow0 / 20No supporting evidence recorded
  • Tool calls / agent actions20 / 20DocumentedSupporting source ↗

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

7GrokGrok API and Grok Build; not every chat plan
60Documented coverage · 3/5 criteria
Why this score? Grok

Grok API and Grok Build; not every chat plan

  • Writing / text responses20 / 20DocumentedSupporting source ↗
  • Document or knowledge-source input20 / 20DocumentedSupporting source ↗
  • Image / video creation0 / 20No supporting evidence recorded
  • Voice / audio workflow0 / 20No supporting evidence recorded
  • Tool calls / agent actions20 / 20DocumentedSupporting source ↗

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

7Le ChatMistral Vibe, formerly Le Chat; work and code surfaces
60Documented coverage · 3/5 criteria
Why this score? Le Chat

Mistral Vibe, formerly Le Chat; work and code surfaces

  • Writing / text responses20 / 20DocumentedSupporting source ↗
  • Document or knowledge-source input20 / 20DocumentedSupporting source ↗
  • Image / video creation0 / 20No supporting evidence recorded
  • Voice / audio workflow0 / 20No supporting evidence recorded
  • Tool calls / agent actions20 / 20DocumentedSupporting source ↗

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

7Meta AIMeta AI app features; no model benchmark inherited
60Documented coverage · 3/5 criteria
Why this score? Meta AI

Meta AI app features; no model benchmark inherited

  • Writing / text responses20 / 20DocumentedSupporting source ↗
  • Document or knowledge-source input0 / 20No supporting evidence recorded
  • Image / video creation20 / 20DocumentedSupporting source ↗
  • Voice / audio workflow20 / 20DocumentedSupporting source ↗
  • Tool calls / agent actions0 / 20No supporting evidence recorded

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

7Microsoft CopilotMicrosoft 365 Researcher with eligible license; not free Copilot
60Documented coverage · 3/5 criteria
Why this score? Microsoft Copilot

Microsoft 365 Researcher with eligible license; not free Copilot

  • Writing / text responses20 / 20DocumentedSupporting source ↗
  • Document or knowledge-source input20 / 20DocumentedSupporting source ↗
  • Image / video creation0 / 20No supporting evidence recorded
  • Voice / audio workflow0 / 20No supporting evidence recorded
  • Tool calls / agent actions20 / 20DocumentedSupporting source ↗

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

7Notion AINotion AI on eligible workspace plans
60Documented coverage · 3/5 criteria
Why this score? Notion AI

Notion AI on eligible workspace plans

  • Writing / text responses20 / 20DocumentedSupporting source ↗
  • Document or knowledge-source input20 / 20DocumentedSupporting source ↗
  • Image / video creation0 / 20No supporting evidence recorded
  • Voice / audio workflow0 / 20No supporting evidence recorded
  • Tool calls / agent actions20 / 20DocumentedSupporting source ↗

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

7PerplexityPerplexity research and optional desktop file access
60Documented coverage · 3/5 criteria
Why this score? Perplexity

Perplexity research and optional desktop file access

  • Writing / text responses20 / 20DocumentedSupporting source ↗
  • Document or knowledge-source input20 / 20DocumentedSupporting source ↗
  • Image / video creation0 / 20No supporting evidence recorded
  • Voice / audio workflow0 / 20No supporting evidence recorded
  • Tool calls / agent actions20 / 20DocumentedSupporting source ↗

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

7PoePoe Canvas/App Creator; capabilities depend on the selected bot
60Documented coverage · 3/5 criteria
Why this score? Poe

Poe Canvas/App Creator; capabilities depend on the selected bot

  • Writing / text responses20 / 20DocumentedSupporting source ↗
  • Document or knowledge-source input0 / 20No supporting evidence recorded
  • Image / video creation20 / 20DocumentedSupporting source ↗
  • Voice / audio workflow0 / 20No supporting evidence recorded
  • Tool calls / agent actions20 / 20DocumentedSupporting source ↗

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

7SynthesiaSynthesia business video tools
60Documented coverage · 3/5 criteria
Why this score? Synthesia

Synthesia business video tools

  • Writing / text responses20 / 20DocumentedSupporting source ↗
  • Document or knowledge-source input0 / 20No supporting evidence recorded
  • Image / video creation20 / 20DocumentedSupporting source ↗
  • Voice / audio workflow20 / 20DocumentedSupporting source ↗
  • Tool calls / agent actions0 / 20No supporting evidence recorded

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

7You.comYou.com search and research APIs
60Documented coverage · 3/5 criteria
Why this score? You.com

You.com search and research APIs

  • Writing / text responses20 / 20DocumentedSupporting source ↗
  • Document or knowledge-source input20 / 20DocumentedSupporting source ↗
  • Image / video creation0 / 20No supporting evidence recorded
  • Voice / audio workflow0 / 20No supporting evidence recorded
  • Tool calls / agent actions20 / 20DocumentedSupporting source ↗

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

23Character.AICharacter.AI conversational entertainment
40Documented coverage · 2/5 criteria
Why this score? Character.AI

Character.AI conversational entertainment

  • Writing / text responses20 / 20DocumentedSupporting source ↗
  • Document or knowledge-source input0 / 20No supporting evidence recorded
  • Image / video creation0 / 20No supporting evidence recorded
  • Voice / audio workflow20 / 20DocumentedSupporting source ↗
  • Tool calls / agent actions0 / 20No supporting evidence recorded

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

23DeepSeekDeepSeek API; client tool execution is not hosted execution
40Documented coverage · 2/5 criteria
Why this score? DeepSeek

DeepSeek API; client tool execution is not hosted execution

  • Writing / text responses20 / 20DocumentedSupporting source ↗
  • Document or knowledge-source input0 / 20No supporting evidence recorded
  • Image / video creation0 / 20No supporting evidence recorded
  • Voice / audio workflow0 / 20No supporting evidence recorded
  • Tool calls / agent actions20 / 20DocumentedSupporting source ↗

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

23Gemini NotebookGemini Notebook (catalog slug notebooklm)
40Documented coverage · 2/5 criteria
Why this score? Gemini Notebook

Gemini Notebook (catalog slug notebooklm)

  • Writing / text responses20 / 20DocumentedSupporting source ↗
  • Document or knowledge-source input20 / 20DocumentedSupporting source ↗
  • Image / video creation0 / 20No supporting evidence recorded
  • Voice / audio workflow0 / 20No supporting evidence recorded
  • Tool calls / agent actions0 / 20No supporting evidence recorded

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

26GrammarlyGrammarly writing assistance
20Documented coverage · 1/5 criteria
Why this score? Grammarly

Grammarly writing assistance

  • Writing / text responses20 / 20DocumentedSupporting source ↗
  • Document or knowledge-source input0 / 20No supporting evidence recorded
  • Image / video creation0 / 20No supporting evidence recorded
  • Voice / audio workflow0 / 20No supporting evidence recorded
  • Tool calls / agent actions0 / 20No supporting evidence recorded

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

26MidjourneyMidjourney image workflow; no coding/research claim
20Documented coverage · 1/5 criteria
Why this score? Midjourney

Midjourney image workflow; no coding/research claim

  • Writing / text responses0 / 20No supporting evidence recorded
  • Document or knowledge-source input0 / 20No supporting evidence recorded
  • Image / video creation20 / 20DocumentedSupporting source ↗
  • Voice / audio workflow0 / 20No supporting evidence recorded
  • Tool calls / agent actions0 / 20No supporting evidence recorded

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

26RunwayRunway media generation
20Documented coverage · 1/5 criteria
Why this score? Runway

Runway media generation

  • Writing / text responses0 / 20No supporting evidence recorded
  • Document or knowledge-source input0 / 20No supporting evidence recorded
  • Image / video creation20 / 20DocumentedSupporting source ↗
  • Voice / audio workflow0 / 20No supporting evidence recorded
  • Tool calls / agent actions0 / 20No supporting evidence recorded

Points measure documented coverage, not test accuracy. A zero can mean a specialist focus or an evidence gap. Access may require a paid plan or API setup.

All 28 products

One useful signal for every AI tool

These cards use different task-specific measurements and are not a shared ranking.

Cursor012
4 modes

AI-first development

Agent · Tab · inline edit · cloud agents

Cursor ↗
Jasper019
4 layers

Marketing workflow stack

Brand · knowledge · agents · campaigns

Jasper ↗
Poe022
Multi-model

Model and bot access

Provider models · custom bots · apps

Poe ↗

Benchmark scores are snapshots, not guarantees. Model effort, agent harness, tools, product plan and test date can change the result.

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GPT-6 AstraReasoning ModelGPT-5.6 SolReasoning ModelChatGPTGeneral AssistantClaudeGeneral AssistantGeminiGeneral AssistantPerplexityAI SearchGrokGeneral AssistantMeta AIGeneral AssistantMicrosoft CopilotProductivityGemini NotebookResearchGitHub CopilotCodingCursorCodingMidjourneyImage GenerationAdobe FireflyCreativeCanva Magic StudioDesignRunwayVideo GenerationElevenLabsAudioSynthesiaVideo GenerationJasperMarketingGrammarlyWritingNotion AIProductivityPoeMulti-modelYou.comAI SearchCharacter.AIEntertainmentDeepSeekGeneral AssistantLe ChatGeneral AssistantCohereEnterprise AIOtter.aiMeetings