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

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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

AI Perception

Summary

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

Agent Breakdown

AI Platforms

How often do different AI platforms reference o11?

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Conversation Analysis

Topics

What conversations is o11 included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend o11 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

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

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

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

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

Enterprise Document Intelligence And Drafting(1 query)

“summarize hundreds of pages of legal docs and research papers at once, what ai tools can handle that much context?”

0/4 platforms mentioned

ChatGPT

1.Anthropic Claude

2.Cohere

3.Mistral

4.Llama

5.MPT

+22 more

Claude

1.GPT-4 Turbo

2.Gemini 1.5 Pro

3.LlamaIndex

4.Pinecone

5.Weaviate

+5 more

Gemini

1.Google Gemini 1.5 Pro

2.Claude 3.5 Sonnet

3.GPT-4o

4.CoCounsel

5.Casetext

+7 more

AI Overviews

1.Gemini 1.5 Pro

2.Google AI Studio

3.Gemini Advanced

Evaluating Enterprise AI For MS Office(1 query)

“most secure ai add-ins for microsoft office for a finance firm, what brands should i trust?”

0/4 platforms mentioned

ChatGPT

1.Microsoft Copilot for Microsoft 365

2.Azure OpenAI Service

3.DocuSign

4.Evisort

5.Luminance

+16 more

Claude

1.Microsoft Copilot for Microsoft 365

2.Microsoft Office

3.Darktrace

4.Varonis Data Security Platform

5.Fortanix

+2 more

Gemini

1.Microsoft Office

2.Microsoft Copilot for Microsoft 365

3.Microsoft 365

4.Word

5.Excel

+14 more

AI Overviews

1.Copilot for Microsoft 365

2.Copilot for Finance

3.Microsoft 365

4.DataSnipper

5.Endex AI

+7 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

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.

Gap

Zero visibility among critical target personas, including Private Equity Associates and IT Security Architects, who are currently being directed to legacy tools like Macabacus and Python libraries.

Gap

Failure to appear in searches regarding 'secure AI add-ins,' a critical missed opportunity for a brand targeting finance and legal sectors.

Opportunity

Displace legacy incumbents like Macabacus and Beautiful.ai by creating content that bridges the gap between 'financial modeling' problems and o11's specific AI solutions.

Opportunity

Capture the 'Security Architect' persona by publishing deep-dives on enterprise-grade security for MS Office AI integrations to fill the current vacuum in secure-specific AI recommendations.

Technical Health

Site Health for AI Visibility

How well o11's website is optimized for AI agent discovery and comprehension.

87/100

15 passed 4 warnings 1 issues

Audited 2/27/2026

Crawlability100

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO84

Titles, descriptions, headings

Content Quality60

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG82

Open Graph, Twitter cards

AI Readability60

How well AI can parse your content

Critical Issues

Content is too thin

Expand your content to at least 300-500 words with valuable information.

Warnings

1 render-blocking resource(s) detected

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

Title is too short (13 characters)

Expand the title to 50-60 characters with descriptive keywords.

Meta description is too short (39 characters)

Expand the description to 150-160 characters with a clear value proposition.

Few headings on page

Add more H2 and H3 headings to organize content into sections.

Missing Open Graph tags for social sharing

Add og:title, og:description, and og:image meta tags.

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

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

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations 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

Source Intelligence

Citations

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

How to Automate PowerPoint Presentations Using Excel Data ...

https://medium.com/@esersaygin/how-to-automate-powerpoint-presentations-using-excel-data-and-python-2c6fae75fd87

Referenced in 1 query

Review

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

https://www.powerusersoftwares.com/

Referenced in 1 query

Review

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

https://powerdrill.ai/blog/top-tools-for-converting-excel-to-powerpoint-slides

Referenced in 1 query

Review

Automatically create PowerPoint slides from Excel ... - SlideFab

https://slidefab.com/automatically-create-powerpoint-slides-from-excel/

Referenced in 1 query

Review

How to Link Excel & PowerPoint to Update Data Automatically

https://www.youtube.com/watch?v=wPXEMrJAFgo

Referenced in 1 query

Pitch Story

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

https://www.think-cell.com/en/resources/manual/exceldataautomation

Referenced in 1 query

Review

Tools for exporting or connecting from Excel to PowerPoint - SlideFab

https://slidefab.com/tools-for-exporting-or-connecting-from-excel-to-powerpoint/

Referenced in 1 query

Review

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

https://www.reddit.com/r/powerpoint/comments/1nuo9fe/any_ai_or_tools_that_can_take_data_and/

Referenced in 1 query

Join Discussion

Create PowerPoint Slides From Excel List with Macro - Contextures

https://www.contextures.com/excelpowerpointslideslist.html

Referenced in 1 query

Review

How to automate reports and update presentations - think-cell

https://www.think-cell.com/en/resources/manual/introductionautomation

Referenced in 1 query

Review

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

https://www.reddit.com/r/powerpoint/comments/1d48j1p/link_excel_data_to_powerpoint_in_just_3_minutes/

Referenced in 1 query

Join Discussion

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

https://datastudio.medium.com/the-excel-to-powerpoint-connection-afb4952141b6

Referenced in 1 query

Review

Content Engineering

Goals & Content Ideas

Ideas to help AI agents better understand the business and be more likely to use o11's resources to help users.

Map o11 to Solution-State Search Queries

Address the critical visibility gap where o11 is known but not recommended by creating content that explicitly connects o11 to specific problem-state queries like 'automate pitch deck in PowerPoint' and 'financial modeling in Excel.' This solution-mapping strategy ensures AI assistants associate o11 with the exact workflows enterprise professionals are searching for, moving the brand from invisible to recommended.

How to automate pitch deck creation in PowerPoint without leaving your workflow

The finance professional's guide to building financial models in Excel 10x faster

Why manual PowerPoint formatting is costing your team 15 hours per week

From raw data to board-ready deck: automating the analyst workflow in Microsoft 365

5 Excel modeling tasks that should be automated but aren't

Establish Enterprise Security Authority for AI Add-ins

Target the IT Security Architect persona—currently showing 0% o11 visibility—by developing authoritative content on enterprise security for AI add-ins. Security concerns are the primary barrier for finance and legal firms, so positioning o11 as the trusted, compliant choice ensures visibility when decision-makers research AI tool security requirements.

Enterprise security checklist: evaluating AI add-ins for Microsoft 365

How o11 meets SOC 2 and enterprise compliance requirements for financial institutions

What IT security teams need to know before approving AI-powered Office add-ins

Zero-trust architecture and AI assistants: a practical implementation guide

Why enterprise security teams are rethinking their AI add-in policies in 2026

Dominate Competitive Comparison Searches Against Legacy Tools

Capture the majority of mentions currently going to competitors like Macabacus and open-source alternatives like python-pptx by creating strategic 'versus' content. This positions o11 as the modern, AI-native alternative and builds strong associations in AI models when users conduct competitive research queries.

o11 vs Macabacus: which PowerPoint automation tool fits your workflow

Why finance teams are switching from python-pptx to native AI add-ins

The hidden costs of legacy presentation automation tools in 2026

Build vs buy: when python scripts can't compete with integrated AI workspaces

Modern alternatives to Macabacus for private equity and consulting teams

Amplify AI Visibility Through Social Proof Content

Reinforce o11's position in AI recommendation engines by sharing tangible outcomes and workflow transformations across social channels. User success stories and specific use cases create the high-signal content that LLMs reference when recommending solutions to enterprise professionals.

How one PE analyst cut their deck creation time from 6 hours to 45 minutes

Real results: management consultants share their o11 workflow transformations

The before and after of automated financial modeling in Excel

What 500 hours of saved grunt work looks like for a wealth management team

Inside the workflow: how top consulting firms automate client deliverables

Content Engineering

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.

Impact: High

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.

Impact: High

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.

Impact: Medium

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