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

Prescient AI

Visibility18

Vibe88

Businesses/Marketing Technology (MarTech)/Prescient AI

AI Visibility & Sentiment

Prescient AI

Prescient AI is a leading marketing mix modeling (MMM) platform designed to help growth teams accurately attribute revenue and optimize advertising spend across multiple channels. The platform uses privacy-first, AI-driven insights to account for the 'halo effect' of marketing efforts, providing real-time forecasting and budget allocation recommendations without relying on cookies or personal identifiers.

Active Monitoring

prescientai.com

Marketing Technology (MarTech)

AI Visibility Score

18/100

Invisible

Sentiment Score

88/100

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

adjacent

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Prescient AI today.

AI agents universally recognize Prescient AI as a premier marketing mix modeling authority, yet this expert reputation is not currently translating into search-based discovery during buyer consideration phases. By pivoting from brand-identity status to tactical solution provider within LLM responses, Prescient AI can bridge the current gap between being known and being recommended.

Value Proposition

Prescient AI offers real-time, privacy-safe marketing mix modeling that allows brands to accurately measure the impact of every ad dollar across omnichannel environments, including retail and digital marketplaces like Amazon and Shopify.

Overview

Mission

To give growth teams the clarity to allocate budgets with confidence using cutting-edge marketing mix modeling.

Products & Services

Marketing Mix Modeling PlatformBudget Optimizer & Scenario PlannerOmnichannel Attribution DashboardCampaign-Level Performance Insights

Current State

Visibility Landscape

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

	ChatGPT	Claude	Gemini	AI Overviews
Reputation Brand recognition & direct queries	0	29	7	10
Core Topics Product/service category queries	0	0	0	0
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

—

Competitive Landscape

Northbeam

27 mentions

Triple Whale

23 mentions

Cometly

19 mentions

Rockerbox

17 mentions

SegmentStream

17 mentions

Measured

16 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

High brand integrity in 'vibe check' queries across all major AI platforms

Strength

Strong recognition as a top-rated marketing mix modeling platform by Claude and AI Overviews

Strength

Consistent, accurate definition of brand value proposition in direct agent knowledge bases

Recommended Actions

Publish an authoritative 'The State of Modern Marketing Attribution' white paper

AI agents frequently struggle to recommend solutions for 'trusted attribution'; an industry-standard guide will provide the authoritative context bots need to cite Prescient AI as a category leader.

Develop a 'Prescient AI vs. Legacy Attribution' comparison content series

Competitors like Northbeam and Triple Whale are winning on comparison queries; publishing side-by-side performance analysis will help AI agents include Prescient AI in competitive consideration sets.

Create a technical content series titled 'Optimizing Ad Spend in a Post-Cookie World'

This addresses the specific queries from Growth Marketing leads in London and NYC, providing the high-intent, long-form content that AI models aggregate to answer complex 'how-to' questions.

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.

ChatGPT

Claude

Gemini

AI Overviews

Marketing Mix Modeling And Attribution Strategy(3 queries)

“what are the best marketing mix modeling platforms for mid-sized e-commerce brands in 2026”

2/4 platforms mentioned

Core

ChatGPT

1.Northbeam

2.Measured

3.Keen

4.Paramark

5.Analytic Partners

Claude

1.Sellforte

2.Keen Decision Systems

3.Prescient AI

4.Lifesight

5.Measured

Gemini

1.Sellforte

2.Measured

3.Recast

4.Triple Whale

5.Rockerbox

+4 more

AI Overviews

1.Sellforte

2.Measured

3.SegmentStream

4.Recast

5.Lifesight

9.Prescient AI

+3 more

“compare the top omnichannel attribution dashboards that work well for shopify and amazon sellers”

0/4 platforms mentioned

Core

Growth Marketing Lead in London · Head of Growth

ChatGPT

1.Northbeam

2.Triple Whale

3.ThoughtMetric

4.AdBeacon

5.Elevar

+1 more

Claude

1.Shopify

2.Glew

3.Saras Pulse

4.Meta Ads

5.Klaviyo

+5 more

Gemini

1.Shopify

2.Cometly

3.Northbeam

4.SegmentStream

5.Triple Whale

+5 more

AI Overviews

1.Shopify

2.Triple Whale

3.Northbeam

4.Polar Analytics

5.Cometly

“which software tools offer the most accurate budget optimization and scenario planning for retail brands”

0/4 platforms mentioned

Core

Growth Marketing Lead in London · Head of Growth

ChatGPT

1.SAS

2.Neural

3.Evidently

4.Google Marketing Platform

5.Amazon Ads

+7 more

Claude

1.Impact Analytics (PlanSmart)

2.Centric Planning

3.Cube

4.Pigment

5.Unilever

+3 more

Gemini

1.Workday Adaptive Planning (Workday)

2.Anaplan

3.Cube

4.Logile

5.Centric Planning

+4 more

AI Overviews

1.Anaplan

2.Workday Adaptive Planning

3.Datarails

4.Vena

5.Oracle Fusion Cloud EPM

+8 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.

Mmm Plus

northbeam.io

Web1 ref

Modern Marketing Mix Modeling Software What To Look For In 2026

measured.com

Web1 ref

85SIXTY%20Measurement%20Playbook 25pg.Pdf

s3.maynardstreetdelivery.com

Web1 ref

Best Marketing Budgeting Roi Platforms 2026 Buyers Guide

autobound.ai

Web1 ref

Robyn

github.com

Code1 ref

Meridian

blog.google

Web1 ref

11 Best Marketing Mix Modeling Providers & Platforms for 2026

improvado.io

Web1 ref

30 Marketing Mix Modeling Tools for Accelerating Growth in 2026

sellforte.com

Web1 ref

Top 10 Best Media Mix Modeling Companies & Software for 2026 | Measured®

measured.com

Web1 ref

12 Best Marketing Mix Modeling (MMM) Software & Tools in 2026 | SegmentStream

segmentstream.com

Web1 ref

Sellforte: #1 Marketing Mix Modeling platform for eCommerce and Retail

sellforte.com

Web1 ref

Best MMM Solutions for Retail Brands: Top Marketing Mix Modeling Platforms (2026)

sellforte.com

Web1 ref

Best Real-Time MMM Tools for Ecommerce Brands: Software That Delivers Instant Marketing Insights

sellforte.com

Web1 ref

10 Marketing Mix Modelling Tools to Try in 2026 | Ruler Analytics

ruleranalytics.com

Web1 ref

7 Best Marketing Mix Modeling Software Tools of 2026

cometly.com

Web1 ref

Competitive Landscape

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

Northbeam27 mentions

Triple Whale23 mentions

Cometly19 mentions

Rockerbox17 mentions

SegmentStream17 mentions

Measured16 mentions

Shopify11 mentions

Sellforte10 mentions

Recast10 mentions

AppsFlyer7 mentions

Prescient AI3 mentions

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 April 14, 2026.