Published method
Public AI Research Assistants brand benchmark
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
| Board | Primary measure | Rows | Confidence | Snapshot | Board version | Refresh | Board |
|---|---|---|---|---|---|---|---|
| AI research assistants rank | public-prompt-brand-recommendation-presence | 12 | 100% | Oct 3, 2026 | 4-ai-research-assistants-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI research assistants rank |
| AI research assistants presence | public-prompt-brand-mention-coverage | 12 | 100% | Oct 3, 2026 | 4-ai-research-assistants-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI research assistants presence |
| AI research assistants citation share | public-prompt-brand-citation-share | 12 | 100% | Oct 3, 2026 | 4-ai-research-assistants-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI research assistants citation share |
| AI research assistants engine breadth | public-prompt-brand-engine-breadth | 12 | 100% | Oct 3, 2026 | 4-ai-research-assistants-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI research assistants engine breadth |
| AI research assistants in OpenAI model API answers | public-prompt-openai-brand-recommendation-presence | 12 | 100% | Oct 3, 2026 | 4-ai-research-assistants-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI research assistants in OpenAI model API answers |
| AI research assistants in Anthropic model API answers | public-prompt-anthropic-brand-recommendation-presence | 12 | 100% | Oct 3, 2026 | 4-ai-research-assistants-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI research assistants in Anthropic model API answers |
| AI research assistants in Gemini model API answers | public-prompt-gemini-brand-recommendation-presence | 12 | 100% | Oct 3, 2026 | 4-ai-research-assistants-2026-07-27-models-64232fd32583 | Rotating schedule | Open 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.
See how often AI names you.
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.