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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.

Version
4-ai-research-assistants-2026-07-27-models-64232fd32583
Published
Jul 27, 2026
Live boards
7
Method ID
public-ai-research-assistants

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

  • daily

Boards using this version

Only live, quality-gated boards appear. Each board opens on the exact published table and evidence path.

BoardPrimary measureRowsConfidenceFreshnessBoard versionCadenceEvidence
AI Research Assistant Rankai-research-assistant-brand-rankpublic-prompt-brand-recommendation-presence12100% current4-ai-research-assistants-2026-07-27-models-64232fd32583dailyOpen board →
AI Research Assistants Brand Visibilityai-research-assistants-brand-visibilitypublic-prompt-brand-mention-coverage12100% current4-ai-research-assistants-2026-07-27-models-64232fd32583dailyOpen board →
AI Research Assistants Citation Shareai-research-assistants-brand-citation-sharepublic-prompt-brand-citation-share12100% current4-ai-research-assistants-2026-07-27-models-64232fd32583dailyOpen board →
AI Research Assistants Engine Breadthai-research-assistants-brand-engine-breadthpublic-prompt-brand-engine-breadth12100% current4-ai-research-assistants-2026-07-27-models-64232fd32583dailyOpen board →
AI Research Assistants Brands in OpenAI Model API Answersai-research-assistants-brand-openai-visibilitypublic-prompt-openai-brand-recommendation-presence12100% current4-ai-research-assistants-2026-07-27-models-64232fd32583dailyOpen board →
AI Research Assistants Brands in Anthropic Model API Answersai-research-assistants-brand-anthropic-visibilitypublic-prompt-anthropic-brand-recommendation-presence12100% current4-ai-research-assistants-2026-07-27-models-64232fd32583dailyOpen board →
AI Research Assistants Brands in Gemini Model API Answersai-research-assistants-brand-gemini-visibilitypublic-prompt-gemini-brand-recommendation-presence12100% current4-ai-research-assistants-2026-07-27-models-64232fd32583dailyOpen board →

Complete measurement ledger

These fields are stored with the methodology version. A changed contract must publish a new version before comparable movement can resume.

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 daily response per prompt/provider pair; 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.