Pendium
Consensus
Consensus
Visibility65
Vibe77
Businesses/Artificial Intelligence / EdTech/Consensus
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
AI Visibility Score
65/100

Good

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
65
AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Consensus today.

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

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.

Mission

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

Products & Services
Deep SearchMedical ModeConsensus MeterNatural Language Filtering
Current State

Visibility Landscape

A high-level view of how Consensus performs across AI platforms, broken down by strategic reach level — from core brand queries to growth opportunities.

ChatGPTChatGPT
ClaudeClaude
GeminiGemini
AI OverviewsAI Overviews

Reputation

Brand recognition & direct queries

35
57
60
84

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

Competitive Landscape
Elicit
34 mentions
Rayyan
26 mentions
Covidence
23 mentions
Semantic Scholar
19 mentions
Zotero
17 mentions
DistillerSR
15 mentions
Loading visibility matrix...
Analysis

Insights & Recommended Actions

What's working, what's not, and specific steps to improve Consensus's AI visibility.

Key Findings

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.

Recommended Actions

1

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.

2

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.

3

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.

Content Engineering

Content Ideas

Content designed to help AI agents learn about your category and recommend your brand.

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.

ChatGPTChatGPTClaudeClaudeGeminiGeminiAI OverviewsAI Overviews
Literature Review & Research Automation(3 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
ClaudeClaude
1.Paperguide
2.Elicit
3.Semantic Scholar
4.Litmaps
5.ResearchRabbit

+4 more

GeminiGemini
1.Elicit
2.Semantic Scholar
3.Consensus
4.SciSpace
5.ResearchRabbit

+13 more

AI OverviewsAI Overviews
1.ResearchRabbit
2.Litmaps
3.Connected Papers
4.Paperguide
5.Elicit
6.Consensus

+4 more

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

2/4 platforms mentioned

The Tenure-Track Academic Researcher · Principal Investigator
ChatGPTChatGPT
1.ASReview
2.RobotAnalyst
3.RobotReviewer
4.Rayyan
5.Abstrackr

+7 more

ClaudeClaude
1.ASReview
2.Rayyan
3.DistillerSR
4.LASER AI
5.Scholara

+13 more

GeminiGemini
1.DistillerSR
2.Covidence
3.Rayyan QCRI
4.ASReview LAB
5.Elicit

+4 more

AI OverviewsAI Overviews
1.Sourcely
2.Paperguide
3.Scholarcy
4.Consensus
5.SciSpace

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

The Tenure-Track Academic Researcher · Principal Investigator
ChatGPTChatGPT
1.PubMedBERT
2.BioBERT
3.BioLinkBERT
4.ClinicalBERT
5.TrialSieve

+9 more

ClaudeClaude
1.ASReview
2.DistillerSR
3.Covidence
4.JBI SUMARI
5.RevMan

+4 more

GeminiGemini
1.DistillerSR
2.Covidence
3.Cochrane
4.SciSpacy
5.spaCy

+6 more

AI OverviewsAI Overviews
1.OpenEvidence
2.Dyna AI
3.DynaMedex
4.Scite.ai
5.Elicit

+5 more

Source Intelligence

Citations

The sources AI platforms cite when recommending this brand. Pendium reverse-engineers what's already proven to be catnip to AI agents, then engineers content that fills gaps and helps agents do their job — which means more citations for you.

Competitive Landscape

Competitive Landscape

Brands and products that AI platforms mention alongside or instead of Consensus.

1Elicit34 mentions
2Rayyan26 mentions
3Covidence23 mentions
4Semantic Scholar19 mentions
5Zotero17 mentions
6Consensus17 mentions
7DistillerSR15 mentions
8Paperguide14 mentions
9Scholarcy14 mentions
10Mendeley14 mentions
11ResearchRabbit12 mentions
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.

Engineer content that makes AI agents recommend you

Pendium analyzes how AI platforms perceive your brand, reverse-engineers what they already cite, and continuously publishes content designed to fill gaps and earn more mentions — on autopilot, with you in the loop.

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

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