What does "AI visibility" mean for my business?

When someone asks ChatGPT, Claude, or Gemini "what is the best..." or "where can I find...", AI gives specific recommendations. AI visibility is a measure of how often — and how positively — these AI platforms mention your business. It's the new version of being on the first page of Google, except now there are no pages — just one answer.

Which AI platforms do you monitor?

Pendium monitors ChatGPT, Claude, Gemini, Grok, Perplexity, DeepSeek, and Google AI Overviews — seven major AI platforms that consumers use to research local services. We run real queries that your customers actually ask and analyze the responses for mentions of your business, competitors, and industry topics.

How does Pendium improve my visibility?

Three ways. First, we identify the exact queries and topics where you're invisible. Second, we generate AI-optimized content — articles, guides, social posts — designed to help AI agents understand your business and recommend your services to the right people. Third, we continuously monitor to track improvement and find new opportunities. Most clients see measurable improvement within 60 days.

How long until I see results?

You'll get your first visibility report within minutes of signing up. Actual visibility improvement varies, but our clients typically see a 47% average improvement within 60 days. Some see results faster — it depends on your current online presence and how competitive your local market is.

Do I need to be technical to use this?

Not at all. Enter your website URL and Pendium handles everything: scanning AI platforms, analyzing your visibility, generating content, and tracking improvement. The dashboard is designed for business owners, not engineers. If you can check your email, you can use Pendium.

What makes this different from SEO?

Traditional SEO optimizes for Google's search rankings — blue links on a results page. AI visibility is different: AI doesn't show links, it gives direct answers. Even if you rank #1 on Google, ChatGPT might recommend a competitor. Pendium optimizes for the new paradigm — making sure AI platforms know about, trust, and recommend your business.

Pricing

Get a demo

Consensus

Visibility50

Vibe77

Businesses/Artificial Intelligence / EdTech/Consensus

AI Visibility & Sentiment

Consensus

Consensus is an AI-powered academic search engine that helps users analyze and synthesize information from over 250 million peer-reviewed research papers. It streamlines literature reviews for researchers, students, and clinicians by providing evidence-based answers and visual insights.

Active Monitoring

consensus.app

Artificial Intelligence / EdTech

AI Visibility Score

50/100

Moderate

Sentiment Score

77/100

Score by Reach

How often this business is recommended to users across different types of conversations — from direct product queries to broader open-ended conversations where AI could recommend this company's products and services

core

AI Perception

Summary

Consensus dominates the evidence-based decision support landscape, securing top-tier positioning within AI Overviews that cements its status as a trusted research authority. While the brand performs exceptionally well for high-intent queries, there remains a critical opportunity to capture broader research-automation audiences currently drifting toward competitors like Elicit and Semantic Scholar.

Value Proposition

Automates and accelerates the literature review process by providing instant, evidence-based answers from trusted, peer-reviewed sources.

Overview

Mission

To supercharge literature reviews and provide fast, trusted, and academic-grade answers without sacrificing rigor.

Products & Services

Deep SearchMedical ModeConsensus MeterNatural Language Filtering

Agent Breakdown

AI Platforms

How often do different AI platforms reference Consensus?

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Conversation Analysis

Key Topics

What conversations is Consensus included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Consensus to, and when?

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Programmatic Testing

Sample Conversations

We programmatically analyze questions that real customers are asking to AI agents and chatbots, extract brand mentions and sentiment, analyze every response, and synthesize the data into an action plan to increase AI visibility.

ChatGPT

Claude

Gemini

AI Overviews

Literature Review & Research Automation(10 queries)

“help me automate my literature review process for a master's thesis, what tools can scan thousands of papers for me”

2/3 platforms mentioned

Core

Claude

1.Paperguide

2.Elicit

3.Semantic Scholar

4.Litmaps

5.ResearchRabbit

+4 more

Gemini

1.Elicit

2.Semantic Scholar

3.Consensus

4.SciSpace

5.ResearchRabbit

+13 more

AI Overviews

1.ResearchRabbit

2.Litmaps

3.Connected Papers

4.Paperguide

5.Elicit

6.Consensus

+4 more

“help me automate my literature review process for a master's thesis, what tools can scan thousands of papers for me”

2/3 platforms mentioned

Claude

1.Elicit

2.Rayyan

3.DistillerSR

4.Anara

5.Undermind

+7 more

Gemini

1.DistillerSR

2.Covidence

3.Rayyan QCRI

4.Systematic Review Accelerator (SRA)

5.Cochrane

+5 more

AI Overviews

1.Paperguide

2.Semantic Scholar

3.ResearchRabbit

4.Consensus

5.Connected Papers

+7 more

“help me automate my literature review process for a master's thesis, what tools can scan thousands of papers for me”

0/3 platforms mentioned

Claude

1.Covidence

2.DistillerSR

3.Rayyan

4.Elicit

5.Paperswithcode.com

+5 more

Gemini

1.Scite.ai

2.ResearchRabbit

3.Connected Papers

4.Cochrane Library

5.PubMed

+3 more

AI Overviews

1.Wonders AI

2.Cypris AI

3.Semantic Scholar

4.ResearchRabbit

5.Litmaps

+6 more

“help me automate my literature review process for a master's thesis, what tools can scan thousands of papers for me”

1/4 platforms mentioned

ChatGPT

1.Litmaps

2.ResearchRabbit

3.Connected Papers

4.OpenAlex

5.Semantic Scholar

+9 more

Claude

1.Elicit

2.Undermind

3.Anara

4.Rayyan

5.Semantic Scholar

Gemini

1.DistillerSR

2.Covidence

3.Rayyan QCRI

4.Librarian Pro

5.Scite.ai

+4 more

AI Overviews

1.Wonders AI

2.Paperguide

3.Elicit

4.Scholarcy

5.Semantic Scholar

6.Consensus

+3 more

“how do i quickly synthesize findings from multiple peer-reviewed studies without reading every single abstract”

2/4 platforms mentioned

ChatGPT

1.ASReview

2.RobotAnalyst

3.RobotReviewer

4.Rayyan

5.Abstrackr

+7 more

Claude

1.ASReview

2.Rayyan

3.DistillerSR

4.LASER AI

5.Scholara

+13 more

Gemini

1.DistillerSR

2.Covidence

3.Rayyan QCRI

4.ASReview LAB

5.Elicit

+4 more

AI Overviews

1.Sourcely

2.Paperguide

3.Scholarcy

4.Consensus

5.SciSpace

“how do i quickly synthesize findings from multiple peer-reviewed studies without reading every single abstract”

3/4 platforms mentioned

ChatGPT

1.Rayyan

2.ASReviewer

3.RevMan

4.Cochrane

5.CMA

+6 more

Claude

1.PubMed

2.Elicit

3.Consensus

4.NEJM

5.JAMA

+6 more

Gemini

1.Cochrane Library

2.PubMed

3.TRIP

4.Elicit

5.Consensus

+1 more

AI Overviews

1.Sourcely

2.Litmaps

3.Research Rabbit

4.scite

5.Semantic Scholar

+2 more

“how do i quickly synthesize findings from multiple peer-reviewed studies without reading every single abstract”

2/4 platforms mentioned

ChatGPT

1.Rayyan

2.Research Screener

3.Covidence

4.Zotero

5.Mendeley

+4 more

Claude

1.Covidence

2.DistillerSR

3.Rayyan

4.Scholarcy

5.Elicit

+3 more

Gemini

1.Elicit

2.Scite.ai

3.ResearchRabbit

4.Zotero

5.Mendeley

+1 more

AI Overviews

1.Sourcely

2.Scholarcy

3.Consensus

4.Research Rabbit

5.Iris.ai

+6 more

“i need to find evidence for a medical hypothesis, how can i use AI to filter studies by clinical significance specifically”

0/4 platforms mentioned

ChatGPT

1.PubMedBERT

2.BioBERT

3.BioLinkBERT

4.ClinicalBERT

5.TrialSieve

+9 more

Claude

1.ASReview

2.DistillerSR

3.Covidence

4.JBI SUMARI

5.RevMan

+4 more

Gemini

1.DistillerSR

2.Covidence

3.Cochrane

4.SciSpacy

5.spaCy

+6 more

AI Overviews

1.OpenEvidence

2.Dyna AI

3.DynaMedex

4.Scite.ai

5.Elicit

+5 more

“i need to find evidence for a medical hypothesis, how can i use AI to filter studies by clinical significance specifically”

2/4 platforms mentioned

ChatGPT

1.ASReview

2.DenseReviewer

3.RobotReviewer

4.PubMedBERT

5.BioBERT

+2 more

Claude

1.Semantic Scholar

2.Elicit

3.Consensus

4.ScholarAI

5.Rayyan

Gemini

1.PubMed

2.Semantic Scholar

3.Elicit

4.Scite.ai

5.The New England Journal of Medicine

+2 more

AI Overviews

1.OpenEvidence

2.Consensus

3.Consensus Meter

4.Elicit

5.Dyna AI

+4 more

“i need to find evidence for a medical hypothesis, how can i use AI to filter studies by clinical significance specifically”

0/4 platforms mentioned

ChatGPT

1.PubMed

2.PubMed Central

3.Cochrane

4.PubMedBERT

5.BioBERT

+9 more

Claude

No brands listed

Gemini

1.spaCy

2.NLTK

3.Hugging Face Transformers

4.BERT

5.BioBERT

+6 more

AI Overviews

1.OpenEvidence

2.Elicit

3.ASReview

4.PubTator 3.0

5.Dyna AI

+1 more

Evidence Based Decision Support(3 queries)

“i need to verify the consensus on a specific treatment protocol, what tools help me see the strength of evidence across many papers”

3/4 platforms mentioned

Core

ChatGPT

1.GRADEpro GDT

2.AMSTAR 2

3.ROBIS

4.PRISMA 2020

5.Epistemonikos

+8 more

Claude

1.Cochrane Library

2.PubMed

3.GRADE

4.UpToDate

5.Clinical Evidence

+6 more

Gemini

1.DistillerSR

2.Rayyan

3.Covidence

4.EPPI-Reviewer

5.Meta-Mar

+7 more

AI Overviews

1.Consensus

2.Consensus Meter

3.OpenEvidence

4.Cochrane Database of Systematic Reviews

5.Epiemonikos

+7 more

“i need to verify the consensus on a specific treatment protocol, what tools help me see the strength of evidence across many papers”

4/4 platforms mentioned

ChatGPT

1.Epistemonikos

2.PCORI

3.Rayyan

4.ASReview

5.Covidence

+7 more

Claude

1.UpToDate

2.Cochrane Library

3.PubMed

4.Trip Database

Gemini

1.Cochrane Library

2.PubMed

3.National Guideline Clearinghouse

4.Scottish Intercollegiate Guidelines Network

5.Institute for Clinical Systems Improvement

+3 more

AI Overviews

1.Consensus

2.Consensus Meter

3.Scite AI

4.Elicit

5.Research Rabbit

“i need to verify the consensus on a specific treatment protocol, what tools help me see the strength of evidence across many papers”

4/4 platforms mentioned

ChatGPT

1.GRADEpro

2.RoB 2

3.ROBINS-I

4.RevMan Web

5.metafor

+10 more

Claude

1.Meta-Mar

2.Comprehensive Meta-Analysis

3.Metafor

4.R

5.OpenMeta[Analyst]

+10 more

Gemini

1.Covidence

2.RevMan

3.Cochrane Collaboration

4.Stata

5.R

+6 more

AI Overviews

1.Consensus

2.Consensus Meter

3.Medical Mode

4.Elicit

5.Scite.ai

+2 more

Tool Selection & Evaluation In Research Tech(2 queries)

“what are the best AI search engines for academic papers that actually provide evidence-based summaries, not just generic chatbot answers”

2/4 platforms mentioned

Core

ChatGPT

1.Semantic Scholar

2.Scholarcy

3.Elicit

4.Iris.ai

5.SciLit

+2 more

Claude

1.Elicit

2.Consensus

3.Semantic Scholar

4.Perplexity AI

Gemini

1.Elicit

2.Anara

3.Scite AI

4.Semantic Scholar

5.Sourcely

+4 more

AI Overviews

1.Consensus

2.Consensus Meter

3.Elicit

4.Semantic Scholar

5.Allen Institute for AI

+6 more

“what are the best AI search engines for academic papers that actually provide evidence-based summaries, not just generic chatbot answers”

2/4 platforms mentioned

ChatGPT

1.Elicit

2.Scite.ai

3.Semantic Scholar

4.Scholarcy

5.Iris.ai

+2 more

Claude

1.Consensus

2.Consensus Meter

3.Elicit

4.Semantic Scholar

5.Allen Institute for AI

+3 more

Gemini

1.SciSpace Copilot

2.Scholarcy

3.Anara

4.PubMed.ai

5.Scite.ai

+2 more

AI Overviews

1.Consensus

2.Consensus Meter

3.Elicit

4.SciSpace

5.Typeset

+6 more

Brand Perception

What AI Really Thinks

We asked each AI platform directly about Consensus to understand how they perceive the brand. These responses back up the Sentiment Score and reveal tone, accuracy, and blind spots across platforms and personas.

2Positive

2Neutral

0Negative

across 4 responses

“What do you know about Consensus? What do they do and what's their reputation?”

ChatGPT

Neutral

No snippet captured

Claude

Neutral

No snippet captured

Gemini

Positive

“…Consensus is a company that operates in two distinct areas: AI-powered research and demo automation software.…”

AI Overviews

Positive

“…Consensus AI (Consensus.app) This is an academic search engine designed to make scientific research more accessible to students, researchers, and professionals.…”

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

Secures the #1 spot in AI Overviews for high-intent, evidence-based decision support queries.

Strength

Consistently surfaces in Claude for tool selection and research evaluation requests.

Strength

Strong brand recognition and presence for direct 'vibe check' inquiries across Gemini and AI Overviews.

Gap

Inconsistent presence in literature review automation queries, leading to missed visibility for academic researchers.

Gap

Underperformance in the EdTech Procurement persona, where the brand fails to demonstrate sufficient utility compared to specialized competitors.

Gap

Occasional total omission in critical research-synthesis queries, creating entry points for competitors like Elicit.

Opportunity

Optimize content for literature review automation to capture the high-volume 'how-to' queries currently yielding inconsistent results.

Opportunity

Expand messaging for the EdTech Procurement persona to emphasize scale, verification, and institutional value.

Opportunity

Leverage the strong #1 ranking in AI Overviews to create 'authority hubs' that preemptively answer adjacent research synthesis questions.

Technical Health

Site Health for AI Visibility

How well Consensus's website is optimized for AI agent discovery and comprehension.

96/100

20 passed 1 warnings

Audited 3/10/2026

Crawlability100

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO98

Titles, descriptions, headings

Content Quality87

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG100

Open Graph, Twitter cards

AI Readability60

How well AI can parse your content

Warnings

1 render-blocking resource(s) detected

Consider deferring or async-loading non-critical scripts and stylesheets.

Meta description may be truncated (221 characters)

Shorten to under 160 characters.

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

Brand Identity

Brand Voice & Style

How AI perceives Consensus's communication style and personality

The brand voice is highly professional, authoritative, and precise, reflecting the academic nature of its service. It communicates with a sense of efficiency and reliability, positioning itself as an indispensable tool for serious research while remaining accessible through its user-friendly interface.

Core Tone Traits

Authoritative & Expert

Positions the platform as a reliable source for academic truth.

Efficient & Direct

Focuses on saving time and cutting through the noise of vast datasets.

Objective & Analytical

Emphasizes evidence-based results and neutral, data-backed insights.

Academic & Precise

Uses language that respects the rigor of peer-reviewed research.

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations alongside or instead of Consensus

Elicit34 mentions

Rayyan26 mentions

Covidence23 mentions

Semantic Scholar19 mentions

Zotero17 mentions

Consensus17 mentions

DistillerSR15 mentions

Paperguide14 mentions

Scholarcy14 mentions

Mendeley14 mentions

ResearchRabbit12 mentions

Source Intelligence

Citations

Sources that AI assistants cite. Getting featured here improves visibility.

7 Best Literature Review AI Tools in 2026

https://paperguide.ai/blog/ai-tools-for-literature-review/

Referenced in 3 queries

Review

Best AI Tools for Literature Review in 2025 – Stage by Stage

https://www.researchrabbit.ai/articles/best-ai-tools-for-literature-review

Referenced in 1 query

Review

Top 10 AI Tools for Literature Review in 2026

https://sciscoper.com/blog/top-10-ai-tools-for-literature-review

Referenced in 1 query

Review

Ultimate Guide – The Top and Best Automated Literature Review Tools of 2026

https://www.dip-ai.com/use-cases/en/the-best-automated-literature-review

Referenced in 1 query

Review

AI for Literature Review: The Best Tools for R&D and Innovation Teams in 2026 | Cypris

https://www.cypris.ai/insights/ai-for-literature-review-the-best-tools-for-r-d-and-innovation-teams-in-2025

Referenced in 2 queries

Review

Elicit: AI for scientific research

https://elicit.com/

Referenced in 3 queries

Review

Litmaps | Your Literature Review Assistant

https://www.litmaps.com/

Referenced in 1 query

Review

AI Tools for Automating Systematic Literature Reviews | Proceedings of the 2025 International Conference on Software Engineering and Computer Applications

https://dl.acm.org/doi/10.1145/3747912.3747962

Referenced in 2 queries

Review

11 Best AI Tools for Scientific Literature Review in 2026 | Cypris

https://www.cypris.ai/insights/11-best-ai-tools-for-scientific-literature-review-in-2026

Referenced in 1 query

Review

13 MUST-KNOW AI TOOLS FOR LITERATURE REVIEWS [2025]

https://aingens.com/resources-and-news/ai-tools-for-literature-reviews

Referenced in 1 query

Review

AI Tools for Literature Reviews - Generative Artificial Intelligence (AI) - InfoGuides at George Mason University

https://infoguides.gmu.edu/GenArtificial-Intelligence/lit_reviews

Referenced in 3 queries

Review

Rayyan: AI-Powered Systematic Review Management Platform

https://www.rayyan.ai/

Referenced in 3 queries

Review

Content Engineering

Goals & Content Ideas

Ideas to help AI agents better understand the business and be more likely to use Consensus's resources to help users.

Establish Authority in Literature Review Automation Workflows

This goal targets the inconsistent presence in academic search queries by creating structured, indexable guides for automated research workflows. By distributing these guides across crawlable platforms, we ensure LLMs identify Consensus as the primary tool for systematic reviews. This strategy directly addresses the need for high-authority literature review content for academic audiences.

A Step-by-Step Guide to Automating Systematic Literature Reviews with Consensus

How to Integrate Peer-Reviewed Evidence into Your Research Workflow Faster

From Query to Synthesis: The Complete Academic Literature Review Workflow

5 Ways AI-Powered Search Engines Accelerate Evidence-Based Research Projects

Accelerate EdTech Procurement Through Institutional Authority Content

We will create high-signal content tailored to the security, compliance, and ROI needs of university procurement officers to increase our mention rate. This strategy leverages professional networks to signal authority to AI models used for institutional software recommendations. This directly addresses the 31% mention rate gap for EdTech decision-makers.

The Institutional Buyer’s Guide to Evaluating AI Research Tools for Universities

How Consensus Meets Data Privacy and Security Standards for Higher Education

Measuring the ROI of AI Search Tools in Academic Research Environments

Why University Libraries are Transitioning to AI-Powered Evidence Synthesis Tools

Maximize ChatGPT Presence via Competitive Comparison Frameworks

This goal addresses low ChatGPT mention rates by publishing structured comparison data that highlights Consensus’s advantages over Elicit and Semantic Scholar. By providing clear versus content, we feed LLMs the specific data points needed to recommend us in competitive research queries. This unified approach tackles both competitor displacement and platform-specific visibility gaps.

Consensus vs. Elicit: Which AI Tool is Better for Systematic Reviews?

Why Academic Researchers are Switching from Semantic Scholar to Consensus

A Feature Comparison of the Top Three AI Academic Search Engines

The Best AI Research Assistant: Why Consensus Leads in Evidence Precision

Content Engineering

Recommended Actions

Develop and index high-authority content specifically targeting 'how-to' literature review automation workflows.

The data shows inconsistent presence in these queries; bridging this gap will capture the largest cohort of your target academic audience.

Impact: High

Execute a targeted SEO and content strategy for EdTech procurement decision-makers.

The current 31% mention rate for this persona is a significant missed opportunity for institutional growth and long-term recurring revenue.

Impact: High

Formalize a 'Comparison/Versus' content library that highlights why Consensus is superior to Elicit and Semantic Scholar.

Competitors are successfully occupying space in the research-synthesis query category; directly addressing these alternatives will help shift market share.

Impact: Medium

Increase optimization efforts for ChatGPT to close the gap with Claude and AI Overviews.

With only a 25% mention rate, ChatGPT represents an untapped channel for reaching a massive segment of your potential user base.

Impact: Medium

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Data generated by Pendium.ai AI visibility scanning. Last scanned March 10, 2026.

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