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.
| Board | Primary measure | Rows | Confidence | Freshness | Board version | Cadence | Evidence |
|---|---|---|---|---|---|---|---|
| AI Research Assistant Rankai-research-assistant-brand-rank | public-prompt-brand-recommendation-presence | 12 | 100% | current | 4-ai-research-assistants-2026-07-27-models-64232fd32583 | daily | Open board → |
| AI Research Assistants Brand Visibilityai-research-assistants-brand-visibility | public-prompt-brand-mention-coverage | 12 | 100% | current | 4-ai-research-assistants-2026-07-27-models-64232fd32583 | daily | Open board → |
| AI Research Assistants Citation Shareai-research-assistants-brand-citation-share | public-prompt-brand-citation-share | 12 | 100% | current | 4-ai-research-assistants-2026-07-27-models-64232fd32583 | daily | Open board → |
| AI Research Assistants Engine Breadthai-research-assistants-brand-engine-breadth | public-prompt-brand-engine-breadth | 12 | 100% | current | 4-ai-research-assistants-2026-07-27-models-64232fd32583 | daily | Open board → |
| AI Research Assistants Brands in OpenAI Model API Answersai-research-assistants-brand-openai-visibility | public-prompt-openai-brand-recommendation-presence | 12 | 100% | current | 4-ai-research-assistants-2026-07-27-models-64232fd32583 | daily | Open board → |
| AI Research Assistants Brands in Anthropic Model API Answersai-research-assistants-brand-anthropic-visibility | public-prompt-anthropic-brand-recommendation-presence | 12 | 100% | current | 4-ai-research-assistants-2026-07-27-models-64232fd32583 | daily | Open board → |
| AI Research Assistants Brands in Gemini Model API Answersai-research-assistants-brand-gemini-visibility | public-prompt-gemini-brand-recommendation-presence | 12 | 100% | current | 4-ai-research-assistants-2026-07-27-models-64232fd32583 | daily | Open 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.