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

Autumn AI

Visibility11

Vibe71

Businesses/Software/Autumn AI

AI Visibility & Sentiment

Autumn AI

Autumn AI is a Y Combinator-backed startup building the first real-time signal intelligence platform for go-to-market teams. They monitor social posts, code commits, blogs, and announcements to surface buying signals the moment they appear, helping sales teams identify and engage prospects at the perfect time.

Active Monitoring

autumnai.com

Software YC25-26

AI Visibility Score

11/100

Invisible

Sentiment Score

71/100

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

aspirational

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Autumn AI today.

Autumn AI is currently a ghost in the machines for the very buyers it serves, failing to appear in 100% of real-time buying signal and workflow optimization queries. While the brand maintains a pristine reputation in direct brand searches, its near-total absence in the competitive sales intelligence landscape allows incumbents like 6sense and ZoomInfo to capture the entire intent-driven market.

Value Proposition

Real-time buying signal detection that monitors prospects across multiple channels and delivers a condensed, intent-filtered feed so GTM teams can engage at the perfect moment.

Overview

Mission

To help GTM teams identify and act on buying signals at the moment they appear, enabling more timely and relevant prospect engagement.

Products & Services

Real-time signal intelligence platformBuying signal monitoring and detectionICP-based prospect trackingIntent-filtered feed deliveryMulti-channel monitoring (posts, commits, blogs, announcements)

Current State

Visibility Landscape

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

	ChatGPT	Claude
Reputation Brand recognition & direct queries	28	20
Core Topics Product/service category queries	0	0
Growth Areas Adjacent, aspirational & visionary	0	0

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

Competitive Landscape

6sense

27 mentions

ZoomInfo

23 mentions

Demandbase

21 mentions

Salesforce

16 mentions

Slack

16 mentions

Outreach

15 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Achieved a top-10 ranking (position #8) on Claude for 'best reviewed buying signal monitoring platforms for 2026', showing early traction in category evaluation.

Strength

Maintains a perfect #1 position across all platforms for direct 'brand vibe check' queries, ensuring that users who know the brand find accurate information.

Strength

Positive sentiment across Claude, Gemini, and AI Overviews indicates that when the brand is mentioned, the context is favorable.

Recommended Actions

Produce and optimize documentation focused specifically on 'intent-filtered feeds' and 'real-time buying signals' for SDR workflows.

Autumn AI currently has 0% visibility for SDR Lead personas; targeted content is needed to break into these specific LLM training sets.

Implement a technical SEO strategy focused on Google AI Overviews and Gemini to break the 0% mention rate barrier.

Gemini and AI Overviews represent a massive discovery gap where competitors like 6sense are currently dominating with 27+ mentions.

Create 'Autumn AI vs. [Competitor]' comparison guides specifically for 6sense and Demandbase.

AI models often rely on comparison data to categorize smaller players; appearing alongside top-tier competitors will improve category association.

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

Real Time Buying Signal Discovery(3 queries)

“best way to find sales leads based on what they're posting on social media or github”

0/4 platforms mentioned

Adjacent

ChatGPT

1.Zapier

2.CRM

3.Awario

4.Mention

5.Bombora

+24 more

Claude

1.LinkedIn Sales Navigator

2.Dripify

3.Hunter.io

4.Clearbit

5.Mention

+4 more

Gemini

1.DeveloperDB

2.Common Room

3.GitGot

4.Aware

5.Sales Navigator

+9 more

AI Overviews

1.Trigger.dev

2.Plane

3.Common Room

4.Orbit

5.Sales Navigator

+4 more

“is there a tool that gives me an intent-filtered feed of my target accounts”

0/4 platforms mentioned

Core

The Efficiency-Focused RevOps Director · Director of Revenue Operations

ChatGPT

1.Bombora

2.Company Surge

3.Salesforce

4.Demandbase

5.RollWorks

+13 more

Claude

1.6sense Intent Data

2.Salesforce

3.Demandbase

4.ZoomInfo Intent

5.Outreach

+2 more

Gemini

1.6sense

2.Koala

3.Demandbase

4.Snowflake

5.BigQuery

+8 more

AI Overviews

1.Factors.ai

2.Demandbase

3.6sense

4.6AI

5.ZoomInfo

+5 more

“how to track when a target company releases a new blog post or announcement automatically”

0/4 platforms mentioned

Adjacent

ChatGPT

1.RSSHub

2.rss.app

3.Superfeedr

4.ChangeTower

5.Distill

+19 more

Claude

1.Salesforce

2.Outreach

3.Crunchbase

4.PitchBook

5.Clearbit Reveal

+12 more

Gemini

1.6sense

2.Salesforce

3.Outreach

4.Pipedream

5.Ghost

+9 more

AI Overviews

1.Visualping

2.Slack

3.Distill.io

4.Hexowatch

5.UptimeRobot

+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.

Intent-Based Prospecting: How to Strike When Leads Are Hot - linkfluencer

linkfluencer.com

Web1 ref

Basics of social listening: A guide for marketers

youscan.io

Web1 ref

12 Proven Ways to Generate Leads in 2026 (Without Burning Cash)

hellobar.com

Web1 ref

Social selling: discover the concept in five key points

info.hub.brussels

Web1 ref

How to Communicate with Unresponsive Leads Effectively

linkedin.com

Social1 ref

How to Find Best Crypto Projects: Analysis & Resources

webisoft.com

Web1 ref

RevGenius

revgenius.com

Web1 ref

How Behavioral Data Drives Developer Ad Targeting |...

business.daily.dev

Web1 ref

5 buying signals you’re probably missing out on

commonroom.io

Web1 ref

Curated Software is Inevitable. I’ve been working with a group of large… | by Joe Bostian | Theropod

medium.com

Blog1 ref

Top 6 HG Insights Alternatives in 2025

reo.dev

Web1 ref

Understanding the popular users: Following, affiliation influence and leadership on GitHub

sciencedirect.com

Web1 ref

I use grep.app to see how things are used in practice, especially minimally-docu...

news.ycombinator.com

Web1 ref

Choose Your Friends Carefully, Choose Your APIs and Libraries More Carefully

medium.com

Blog1 ref

What is B2B Lead Generation? (+ Strategies & Examples)

sendoso.com

Web1 ref

Competitive Landscape

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

6sense27 mentions

ZoomInfo23 mentions

Demandbase21 mentions

Salesforce16 mentions

Slack16 mentions

Outreach15 mentions

Bombora13 mentions

Clearbit13 mentions

HubSpot12 mentions

Zapier11 mentions

Autumn AI3 mentions

Brand Identity

Brand Voice & Style

How AI perceives Autumn AI's communication style and personality

Autumn AI communicates with a bold, confident tone that's unapologetically direct about what they do—they help you 'stalk your prospects.' The brand voice is clever and slightly provocative, using attention-grabbing language while maintaining professionalism. They speak the language of sales teams, using industry terms like ICP, GTM, and buying signals naturally. The overall feel is startup-savvy, data-driven, and refreshingly honest about the competitive nature of B2B sales.

Core Tone Traits

Bold & Provocative

Uses attention-grabbing language like 'Stalk Your Prospects' that stands out in a crowded market

Sales-Native

Speaks fluently in GTM terminology and understands the daily challenges of sales teams

Confident & Direct

Makes clear, assertive claims about their product capabilities without hedging

Startup-Savvy

Embraces Y Combinator credibility and speaks to the fast-moving tech ecosystem

Backing

Investors

Y Combinator

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 February 27, 2026.