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

o11

Visibility0

Vibe63

Businesses/Enterprise Software/o11

AI Visibility & Sentiment

o11

o11 is a Y Combinator-backed AI workspace that integrates directly with Microsoft 365 applications. The platform provides AI-powered add-ins for PowerPoint, Excel, and Word that automate document creation, data analysis, and complex modeling tasks for enterprise professionals.

Active Monitoring

o11.ai

Enterprise Software YC25-26

AI Visibility Score

0/100

Invisible

Sentiment Score

63/100

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 o11 today.

o11 currently suffers from a profound discovery gap where it is recognized by name but ignored as a solution for its core enterprise use cases. While ChatGPT and AI Overviews can identify the brand in a vacuum, they fail to recommend o11 to Private Equity and Consulting personas seeking to automate financial modeling or pitch deck creation, leaving the narrative entirely to legacy competitors like Macabacus.

Value Proposition

The most integrated AI workspace that works directly within Microsoft 365 applications, enabling professionals to automate grunt work like building presentations, financial models, and documents without changing their existing workflows.

Overview

Mission

To provide companies with AI-native infrastructure to automate grunt work and scale execution.

Products & Services

AI PowerPoint Add-in for instant slide generationAI Excel Add-in for automated modeling and data analysisAI Word Add-in for document drafting and researchUnlimited context document analysisEnterprise security and compliance solutions

Current State

Visibility Landscape

A high-level view of how o11 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	0	0	0
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

Excel

26 mentions

PowerPoint

17 mentions

pandas

17 mentions

Macabacus

15 mentions

Python

14 mentions

python-pptx

14 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

What's working, what's not, and specific steps to improve o11's AI visibility.

Key Findings

Strength

High baseline recognition in direct 'brand vibe check' queries on ChatGPT and AI Overviews, indicating the underlying models possess fundamental data about the company's existence.

Strength

Primary brand identity is established as a specific entity within the Enterprise AI space when prompted directly.

Gap

Total absence in high-intent solution queries related to financial modeling, PowerPoint automation, and Excel workflows across all tested platforms.

Recommended Actions

Execute a solution-mapping content strategy that explicitly links o11 to queries like 'automate pitch deck in powerpoint' and 'financial modeling in excel.'

The data shows o11 is known but not recommended; linking the brand to specific problem-state queries is essential for conversion from invisible to a recommended solution.

Develop and index technical whitepapers or landing pages focused on 'enterprise security for AI add-ins' to target the IT Security Architect persona.

This persona currently sees 0% o11 visibility, and security is a primary barrier for the finance and legal firms o11 serves.

Create comparative 'versus' content targeting legacy competitors like Macabacus and open-source alternatives like python-pptx.

Competitors are capturing the majority of mentions; positioning o11 as the modern alternative helps AI models build associations during competitive research queries.

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

Financial Modeling And Pitch Deck Automation(3 queries)

“how to automate building a pitch deck in powerpoint using data from an excel model”

0/4 platforms mentioned

Adjacent

ChatGPT

1.Microsoft 365

2.PowerPoint

3.Excel

4.Azure Function

5.Power Automate

+23 more

Claude

1.Python

2.python-pptx

3.openpyxl

4.Excel

5.PowerPoint

+8 more

Gemini

1.Think-Cell

2.Macabacus

3.Grunt

4.Microsoft Excel

5.Microsoft PowerPoint

+10 more

AI Overviews

1.Rollstack

2.Microsoft Excel

3.PowerPoint

4.Power-user

5.SlideFab

+5 more

“best ways to use ai in excel for complex financial modeling and data analysis, any specific add-ins?”

0/4 platforms mentioned

Adjacent

The High-Stakes Private Equity Associate · Private Equity Associate

ChatGPT

1.Microsoft Copilot for Microsoft 365

2.Excel

3.Azure

4.Python in Excel

5.pandas

+20 more

Claude

1.Macabacus

2.Coefficient

3.Modelfit

4.xlwings

5.pandas

+6 more

Gemini

1.Microsoft Copilot

2.Excel

3.Capital IQ

4.Bloomberg

5.Daloopa

+12 more

AI Overviews

1.Excel Agent Mode

2.Microsoft 365 Copilot

3.Microsoft Copilot

4.Fintastic

“i need to turn a massive spreadsheet into a professional slide deck fast, what ai tools should i use?”

0/4 platforms mentioned

Core

ChatGPT

1.ThinkCell

2.PowerPoint Designer

3.Macabacus

4.UpSlide

5.Llama 2

+10 more

Claude

1.Microsoft Copilot in PowerPoint

2.Excel

3.Macabacus

4.PowerPoint

5.Tome

+1 more

Gemini

1.UpSlide

2.Think-Cell

3.Grunt

4.Macabacus

5.Plus AI

+2 more

AI Overviews

1.Powerdrill Bloom

2.SlideSpeak

3.Beautiful.ai

4.Plus AI

5.Microsoft Copilot

+2 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.

How to Automate PowerPoint Presentations Using Excel Data ...

medium.com

Blog1 ref

Power-user add-in | Smart tools for PowerPoint, Excel and Word

powerusersoftwares.com

Web1 ref

Top 8 AI Tools for Converting Excel to PowerPoint Slides in ...

powerdrill.ai

Web1 ref

Automatically create PowerPoint slides from Excel ... - SlideFab

slidefab.com

Web1 ref

How to Link Excel & PowerPoint to Update Data Automatically

youtube.com

Video1 ref

How to automatically fill charts with Excel data | think-cell

think-cell.com

Web1 ref

Tools for exporting or connecting from Excel to PowerPoint - SlideFab

slidefab.com

Web1 ref

Any AI or Tools that Can Take Data and Automatically Put it ...

reddit.com

Forum1 ref

Create PowerPoint Slides From Excel List with Macro - Contextures

contextures.com

Web1 ref

How to automate reports and update presentations - think-cell

think-cell.com

Web1 ref

Link Excel Data To PowerPoint (In Just 3 Minutes) : r/powerpoint

reddit.com

Forum1 ref

The Excel-to-PowerPoint Connection | by Josh Cottrell-Schloemer

datastudio.medium.com

Blog1 ref

How to Link Excel to PowerPoint: Complete Guide (2026)

rollstack.com

Web1 ref

How to create PowerPoint from Excel - SlideSpeak

slidespeak.co

Web1 ref

AI for Summarizing Articles: How It Works & 10 Tools You Can Use

obot.ai

Web1 ref

Competitive Landscape

Brands and products that AI platforms mention alongside or instead of o11.

Excel26 mentions

PowerPoint17 mentions

pandas17 mentions

Macabacus15 mentions

Python14 mentions

python-pptx14 mentions

openpyxl11 mentions

Beautiful.ai11 mentions

Microsoft 36510 mentions

Think-Cell10 mentions

o110 mentions

Brand Identity

Brand Voice & Style

How AI perceives o11's communication style and personality

o11 communicates with confident technical authority while remaining accessible to busy professionals. The brand voice is direct and action-oriented, emphasizing tangible outcomes over abstract AI capabilities. There's a subtle premium positioning that speaks to sophisticated enterprise users without being stuffy, using clear comparisons and practical examples to demonstrate value. The tone balances startup energy with enterprise credibility.

Core Tone Traits

Action-Oriented & Direct

Focuses on doing and executing rather than explaining, using imperative language like 'Stop chatting. Start doing.'

Technically Confident

Speaks with authority about AI capabilities and enterprise workflows without oversimplifying

Professionally Accessible

Premium positioning that respects the audience's expertise while remaining clear and jargon-free

Results-Focused

Emphasizes concrete outcomes and time savings over features, speaking to ROI-minded professionals

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.