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o11
o11
Visibility0
Vibe63
Businesses/Enterprise Software/o11
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 SoftwareYC25-26
AI Visibility Score
0/100

Invisible

Sentiment Score
63/100
Score by Priority

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
0
adjacent
0
OverviewLandscapeInsights & ActionsContent IdeasConversationsCitationsBrand Voice

Is this your business?

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.

Working in your favor

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.

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

Gaps to close

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

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.

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

Opportunities

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.

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.

Highest-Impact Actions
1

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.

2

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.

3

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.

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

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.

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 priority level — from core brand queries to growth opportunities.

ChatGPTChatGPT
ClaudeClaude
GeminiGemini
AI OverviewsAI Overviews

Reputation1q

Brand recognition & direct queries

97
70
70
97
“What do you know about o11? What do they do and what's their reputation?”
#1
Yes
Yes
#1

Core3q

Product/service category queries

0
0
0
0
“summarize hundreds of pages of legal docs and research papers at once, what ai tools can handle that much context?”
No
No
No
No
“most secure ai add-ins for microsoft office for a finance firm, what brands should i trust?”
No
No
No
No
“i need to turn a massive spreadsheet into a professional slide deck fast, what ai tools should i use?”
No
No
No
No

Growth Areas2q

Adjacent, aspirational & visionary

0
0
0
0
“how to automate building a pitch deck in powerpoint using data from an excel model”
No
No
No
No
“best ways to use ai in excel for complex financial modeling and data analysis, any specific add-ins?”
No
No
No
No
ChatGPT
Claude
Gemini
AI Overviews

“What do you know about o11? What do they do and what's their reputation?”

ChatGPT#1
ClaudeYes
GeminiYes
AI Overviews#1

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

ChatGPTNo
ClaudeNo
GeminiNo
AI OverviewsNo

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

ChatGPTNo
ClaudeNo
GeminiNo
AI OverviewsNo

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

ChatGPTNo
ClaudeNo
GeminiNo
AI OverviewsNo

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

ChatGPTNo
ClaudeNo
GeminiNo
AI OverviewsNo

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

ChatGPTNo
ClaudeNo
GeminiNo
AI OverviewsNo
Competitive Landscape
1
Excel
26 mentions
2
PowerPoint
17 mentions
3
pandas
17 mentions
4
Macabacus
15 mentions
5
Python
14 mentions
6
python-pptx
14 mentions
7
openpyxl
11 mentions
8
Beautiful.ai
11 mentions
9
Microsoft 365
10 mentions
10
Think-Cell
10 mentions
11
o11
0 mentions
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

1

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.

2

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.

3

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.

ChatGPTChatGPTClaudeClaudeGeminiGeminiAI OverviewsAI 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
ChatGPTChatGPT
1.Microsoft 365
2.PowerPoint
3.Excel
4.Azure Function
5.Power Automate

+23 more

ClaudeClaude
1.Python
2.python-pptx
3.openpyxl
4.Excel
5.PowerPoint

+8 more

GeminiGemini
1.Think-Cell
2.Macabacus
3.Grunt
4.Microsoft Excel
5.Microsoft PowerPoint

+10 more

AI OverviewsAI 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
ChatGPTChatGPT
1.Microsoft Copilot for Microsoft 365
2.Excel
3.Azure
4.Python in Excel
5.pandas

+20 more

ClaudeClaude
1.Macabacus
2.Coefficient
3.Modelfit
4.xlwings
5.pandas

+6 more

GeminiGemini
1.Microsoft Copilot
2.Excel
3.Capital IQ
4.Bloomberg
5.Daloopa

+12 more

AI OverviewsAI 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
ChatGPTChatGPT
1.ThinkCell
2.PowerPoint Designer
3.Macabacus
4.UpSlide
5.Llama 2

+10 more

ClaudeClaude
1.Microsoft Copilot in PowerPoint
2.Excel
3.Macabacus
4.PowerPoint
5.Tome

+1 more

GeminiGemini
1.UpSlide
2.Think-Cell
3.Grunt
4.Macabacus
5.Plus AI

+2 more

AI OverviewsAI 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
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

Visual Identity

Primary

#7EC9FF

Secondary

#FFFFFF

Accent

#FFA770

Background

#FFFFFF

Foreground

#111111

Backing

Investors

Y
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.

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Frequently asked questions

Don't see your question? Book a demo and we'll walk you through it.

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.

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.

AI Visibility Score

o11 has an AI visibility score of 0/100, rated as invisible. This score reflects how often and how prominently o11 appears in responses from AI assistants like ChatGPT, Claude, and Gemini.

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.

Strengths

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

Visibility Gaps

  • Total absence in high-intent solution queries related to financial modeling, PowerPoint automation, and Excel workflows across all tested platforms.
  • 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.
  • Failure to appear in searches regarding 'secure AI add-ins,' a critical missed opportunity for a brand targeting finance and legal sectors.

Competitors in AI Recommendations

  • Excel: 26 mentions
  • PowerPoint: 17 mentions
  • pandas: 17 mentions
  • Macabacus: 15 mentions
  • Python: 14 mentions
  • python-pptx: 14 mentions
  • openpyxl: 11 mentions
  • Beautiful.ai: 11 mentions
  • Microsoft 365: 10 mentions
  • Think-Cell: 10 mentions
  • UpSlide: 10 mentions
  • Azure: 8 mentions
  • Power Automate: 7 mentions
  • VBA: 7 mentions
  • Microsoft Copilot: 7 mentions

Categories: Enterprise Software

Tags: YC25-26