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Published method

Public AI Research Assistants brand benchmark

Ranks a reviewed AI Research Assistants brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.

4-ai-research-assistants-2026-07-27-models-64232fd32583

Version

Jul 27, 2026

Published

7

Boards

public-ai-research-assistants

Method ID

Where the facts come from

Providers
  • Provider

    openai

    Configured Model

    openai/gpt-4o-mini

  • Provider

    anthropic

    Configured Model

    anthropic/claude-haiku-4-5

  • Provider

    gemini

    Configured Model

    google/gemini-2.5-flash

Provider Views
  • Provider

    openai

    Board Slug

    ai-research-assistants-brand-openai-visibility

    Primary Metric Slug

    public-prompt-openai-brand-recommendation-presence

  • Provider

    anthropic

    Board Slug

    ai-research-assistants-brand-anthropic-visibility

    Primary Metric Slug

    public-prompt-anthropic-brand-recommendation-presence

  • Provider

    gemini

    Board Slug

    ai-research-assistants-brand-gemini-visibility

    Primary Metric Slug

    public-prompt-gemini-brand-recommendation-presence

Provider Matrix Version

64232fd32583

How the order is produced

recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug

When the method reruns

  • The prompt boards are re-run in rotation, about one category a day, so each board refreshes every few weeks and shows the date of its snapshot.

Boards

Boards using this version

BoardPrimary measureRowsConfidenceSnapshotBoard versionRefreshBoard
AI research assistants rankpublic-prompt-brand-recommendation-presence12100%Oct 3, 20264-ai-research-assistants-2026-07-27-models-64232fd32583Rotating scheduleOpen the board: AI research assistants rank
AI research assistants presencepublic-prompt-brand-mention-coverage12100%Oct 3, 20264-ai-research-assistants-2026-07-27-models-64232fd32583Rotating scheduleOpen the board: AI research assistants presence
AI research assistants citation sharepublic-prompt-brand-citation-share12100%Oct 3, 20264-ai-research-assistants-2026-07-27-models-64232fd32583Rotating scheduleOpen the board: AI research assistants citation share
AI research assistants engine breadthpublic-prompt-brand-engine-breadth12100%Oct 3, 20264-ai-research-assistants-2026-07-27-models-64232fd32583Rotating scheduleOpen the board: AI research assistants engine breadth
AI research assistants in OpenAI model API answerspublic-prompt-openai-brand-recommendation-presence12100%Oct 3, 20264-ai-research-assistants-2026-07-27-models-64232fd32583Rotating scheduleOpen the board: AI research assistants in OpenAI model API answers
AI research assistants in Anthropic model API answerspublic-prompt-anthropic-brand-recommendation-presence12100%Oct 3, 20264-ai-research-assistants-2026-07-27-models-64232fd32583Rotating scheduleOpen the board: AI research assistants in Anthropic model API answers
AI research assistants in Gemini model API answerspublic-prompt-gemini-brand-recommendation-presence12100%Oct 3, 20264-ai-research-assistants-2026-07-27-models-64232fd32583Rotating scheduleOpen the board: AI research assistants in Gemini model API answers

Versioned contract

Complete measurement ledger

Cohort

Not specified.

Prompts

  • Slug

    best-ai-research-assistant

    Text

    Which AI research assistants are best for finding, synthesizing, and citing reliable sources across complex questions?

    Intent

    recommendation

  • Slug

    ai-research-scientific-literature

    Text

    Recommend an AI research assistant for scientific literature search, paper screening, evidence extraction, synthesis, and traceable citations.

    Intent

    recommendation

  • Slug

    ai-research-systematic-review

    Text

    Which AI research assistants are strongest for a systematic review with reproducible queries, inclusion criteria, data extraction, and audit trails?

    Intent

    recommendation

  • Slug

    ai-research-market-company

    Text

    Recommend an AI research assistant for company, market, competitor, and industry research using current public sources with citations.

    Intent

    recommendation

  • Slug

    ai-research-due-diligence

    Text

    Which AI research assistants are best for commercial due diligence that must distinguish filings, company claims, estimates, and third-party evidence?

    Intent

    recommendation

  • Slug

    ai-research-enterprise

    Text

    Recommend an enterprise AI research assistant with private-data controls, team workspaces, source permissions, administration, and compliance.

    Intent

    recommendation

  • Slug

    ai-research-current-web

    Text

    Which AI research assistants are strongest for current web research that requires broad retrieval, source diversity, recency, and cited synthesis?

    Intent

    recommendation

  • Slug

    ai-research-student

    Text

    Recommend an affordable AI research assistant for a student who needs source discovery, paper explanations, citation checking, and note organization.

    Intent

    recommendation

  • Slug

    ai-research-buying-criteria

    Text

    Compare AI research assistants on retrieval coverage, source quality, citation accuracy, synthesis, exports, collaboration, privacy, and price.

    Intent

    commercial

  • Slug

    ai-research-citation-test

    Text

    Create a reproducible citation-accuracy test for AI research assistants covering source existence, claim support, quotation, attribution, and recency.

    Intent

    commercial

  • Slug

    ai-research-retrieval-test

    Text

    Design a retrieval benchmark for AI research assistants using known-item search, long-tail evidence, conflicting sources, dates, and paywalled material.

    Intent

    commercial

  • Slug

    ai-research-synthesis-test

    Text

    How should buyers compare AI research assistants on completeness, uncertainty, contradiction handling, evidence weighting, and unsupported claims?

    Intent

    commercial

  • Slug

    ai-research-pricing

    Text

    Compare AI research assistant pricing across seats, searches, reports, document uploads, premium sources, exports, APIs, and enterprise controls.

    Intent

    commercial

  • Slug

    ai-research-security

    Text

    Compare AI research assistants on uploaded-document privacy, model training, retention, permissions, encryption, residency, audit logs, and deletion.

    Intent

    commercial

  • Slug

    ai-research-lock-in

    Text

    Which criteria expose library, annotation, citation, report, workspace, source-access, export, and API lock-in in an AI research assistant?

    Intent

    commercial

  • Slug

    ai-research-shortlist

    Text

    Create a shortlist of AI research assistant vendors for an evidence-heavy organization replacing ad hoc search and manual research briefs.

    Intent

    commercial

Category

ai-research-assistants

Providers

  • Provider

    openai

    Configured Model

    openai/gpt-4o-mini

  • Provider

    anthropic

    Configured Model

    anthropic/claude-haiku-4-5

  • Provider

    gemini

    Configured Model

    google/gemini-2.5-flash

Cost Policy

Cost Basis

Provider-reported LLM cost returned by the existing AI Rank provider/cache layer.

Maximum Daily Billed Cost Usd

2.00

Maximum Daily Provider Calls

60

Maximum Daily Provider Attempts Including Retries

72

Limitations

  • This is one response per prompt/provider pair in each run; model output can vary between runs.
  • The fixed 16-prompt AI Research Assistants category does not estimate general market share or brand awareness.
  • Presence share and citation share are relative only to the reviewed 12-brand universe; untracked brands are excluded from those denominators.
  • OpenAI, Anthropic, and Google are both evaluated brands and configured model providers; no self-provider bias correction is applied.

Rank Formula

recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug

Answer Policy

Published Evidence

answer hashes, deterministic bounded brand counts, and deduplicated URL-derived citation counts

Full Provider Answers Published

No

Full Provider Answers Stored In Public Index

No

Corpus Version

ai-research-assistants-2026-07-27

Provider Views

  • Provider

    openai

    Board Slug

    ai-research-assistants-brand-openai-visibility

    Primary Metric Slug

    public-prompt-openai-brand-recommendation-presence

  • Provider

    anthropic

    Board Slug

    ai-research-assistants-brand-anthropic-visibility

    Primary Metric Slug

    public-prompt-anthropic-brand-recommendation-presence

  • Provider

    gemini

    Board Slug

    ai-research-assistants-brand-gemini-visibility

    Primary Metric Slug

    public-prompt-gemini-brand-recommendation-presence

Runner Version

4

Canonical Brands

  • Name

    Perplexity

    Aliases
    • Perplexity
    • Perplexity Research
    Entity Slug

    perplexity

    Primary Domain

    perplexity.ai

    Citation Domains
    • perplexity.ai
    Case Sensitive Aliases
    • Perplexity
  • Name

    Elicit

    Aliases
    • Elicit
    • Elicit AI Research Assistant
    Entity Slug

    elicit

    Primary Domain

    elicit.com

    Citation Domains
    • elicit.com
    Case Sensitive Aliases
    • Elicit
  • Name

    Consensus

    Aliases
    • Consensus
    • Consensus AI Search
    Entity Slug

    consensus

    Primary Domain

    consensus.app

    Citation Domains
    • consensus.app
    Case Sensitive Aliases
    • Consensus
  • Name

    scite

    Aliases
    • scite
    • scite Assistant
    Entity Slug

    scite

    Primary Domain

    scite.ai

    Citation Domains
    • scite.ai
    Case Sensitive Aliases
    • scite
  • Name

    Semantic Scholar

    Aliases
    • Semantic Scholar
    Entity Slug

    semantic-scholar

    Primary Domain

    semanticscholar.org

    Citation Domains
    • semanticscholar.org
    Case Sensitive Aliases
    • Name

      NotebookLM

      Aliases
      • NotebookLM
      • Google NotebookLM
      Entity Slug

      notebooklm

      Primary Domain

      notebooklm.google.com

      Citation Domains
      • notebooklm.google.com
      • support.google.com
      Case Sensitive Aliases
      • Name

        OpenAI Deep Research

        Aliases
        • OpenAI Deep Research
        • ChatGPT Deep Research
        Entity Slug

        openai-deep-research

        Primary Domain

        openai.com

        Citation Domains
        • openai.com
        • help.openai.com
        Case Sensitive Aliases
        • Name

          Gemini Deep Research

          Aliases
          • Gemini Deep Research
          • Google Deep Research
          Entity Slug

          gemini-deep-research

          Primary Domain

          gemini.google.com

          Citation Domains
          • gemini.google.com
          • support.google.com
          • blog.google
          Case Sensitive Aliases
          • Name

            Claude Research

            Aliases
            • Claude Research
            • Claude Research Mode
            Entity Slug

            claude-research

            Primary Domain

            anthropic.com

            Citation Domains
            • anthropic.com
            • support.anthropic.com
            Case Sensitive Aliases
            • Name

              Genspark

              Aliases
              • Genspark
              • Genspark AI Research
              Entity Slug

              genspark

              Primary Domain

              genspark.ai

              Citation Domains
              • genspark.ai
              Case Sensitive Aliases
              • Name

                You.com ARI

                Aliases
                • You.com ARI
                • ARI Research Agent
                Entity Slug

                youcom-ari

                Primary Domain

                you.com

                Citation Domains
                • you.com
                Case Sensitive Aliases
                • Name

                  SciSpace

                  Aliases
                  • SciSpace
                  • SciSpace Copilot
                  Entity Slug

                  scispace

                  Primary Domain

                  scispace.com

                  Citation Domains
                  • scispace.com
                  Case Sensitive Aliases

                  Benchmark Version

                  4-ai-research-assistants-2026-07-27-models-64232fd32583

                  Evaluation Surface

                  Search

                  A common Rank.ai web-search tool is available to all three configured models.

                  Gateway

                  Rank.ai's configured OpenRouter-compatible gateway

                  Not Consumer Products

                  Results measure the configured model/API runs, not the ChatGPT, Claude, or Gemini consumer application interfaces.

                  Strict Completeness

                  Prompt Count

                  16

                  Provider Count

                  3

                  Required Successful Runs

                  48

                  Measurement Semantics

                  Confidence

                  A value of 1.0 means the complete frozen cohort passed the deterministic extraction and publication gates; it is not a statistical confidence interval.

                  Citation Share Denominator

                  Distinct answer-level HTTP(S) citation URLs whose URL-derived hostname matches any reviewed brand domain.

                  Presence Share Denominator

                  The sum of reviewed-brand answer-presences. One answer may contribute presence to multiple brands.

                  Mention Coverage Denominator

                  48 answers: all 16 prompts multiplied by 3 configured providers.

                  Provider Citation Share Denominator

                  Distinct reviewed-brand-domain citations within the named configured model API provider's 20-answer cohort.

                  Recommendation Presence Denominator

                  24 answers: recommendation-intent prompts multiplied by 3 configured providers.

                  Provider Mention Coverage Denominator

                  16 prompts for the named configured model API provider.

                  Provider Recommendation Presence Denominator

                  8 recommendation-intent prompts for the named configured model API provider.

                  Provider Matrix Version

                  64232fd32583

                  Recommendation Semantics

                  Presence means mentioned or cited in an answer to a recommendation-intent prompt. It does not claim positive recommendation, endorsement, or sentiment.

                  Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.

                  • Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
                  • Who gets namedEvery competitor in the answers, most named first.
                  • The pages AI readsThe sources behind each answer.
                  • Three fixesWhat to fix first, with a brief for the first article.