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.

Roadmap Pricing

Get a demo

Superworker

Visibility0

Vibe50

Businesses/Software/Superworker

AI Visibility & Sentiment

Superworker

Superworker is an AI-powered spreadsheet assistant that simplifies complex data analysis and management. It enables users to interact with their data using plain English, automate web data integration, and convert documents into structured spreadsheet formats.

Active Monitoring

superworker.ai

Software

AI Visibility Score

0/100

Invisible

Sentiment Score

50/100

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

aspirational

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Superworker today.

Superworker is currently an invisible force within the AI ecosystem, failing to capture market share from competitors like Formula Bot and Numerous.ai in essential spreadsheet automation conversations. While the brand maintains a minimal footprint in direct reputation checks, it is entirely absent from the high-intent discovery queries where potential users are actively seeking solutions for complex data tasks.

Working in your favor

Successful brand recognition during direct queries where users specifically ask about Superworker's purpose.

Gaps to close

Total absence in high-intent searches related to automating complex spreadsheet tasks and PDF-to-Excel conversion.

Failure to intercept the 'Budget-Conscious Startup Founder' and 'Overwhelmed Operations Manager' personas during their search for productivity alternatives.

Lack of presence in comparative AI tool discovery queries where competitors currently dominate the narrative.

Opportunities

Align content strategy with specific pain points like Excel formula generation and web-to-sheet data integration.

Develop authority-building content that targets the specific 'how-to' queries currently fueling competitor mentions.

Optimize brand messaging for search engines to ensure that users searching for 'AI alternatives to Google Sheets' encounter Superworker as a primary solution.

Highest-Impact Actions

Execute a structured SEO and content campaign targeting spreadsheet automation and PDF-to-Excel workflows.

The data shows users are actively seeking solutions for these tasks, yet Superworker is missing from every conversation where these keywords appear.

Develop comparative content specifically positioning Superworker against Excel, Formula Bot, and Numerous.ai.

Competitors are successfully capturing the top-of-funnel traffic for spreadsheet AI; direct comparison is the fastest way to reclaim this visibility.

Produce persona-driven case studies for Operations Managers and Startup Founders addressing their specific workflow efficiencies.

These personas are searching for productivity tools, and current gaps prevent them from finding Superworker as an eligible solution.

Value Proposition

Superworker removes the complexity of spreadsheet formulas and manual data entry by allowing users to converse with their data, providing instant insights and automated error resolution.

Overview

Mission

To make data analysis accessible and efficient for everyone by replacing manual spreadsheet wrestling with intuitive, AI-driven conversations.

Products & Services

AI-powered spreadsheet data analysisAutomated web data integrationPDF and image to spreadsheet conversionNatural language formula generationInstant spreadsheet error resolution

Current State

Visibility Landscape

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

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Brand recognition & direct queries	97	70	70	70
“What do you know about Superworker? What do they do and what's their reputation?”	#1	Yes	Yes	Yes
Core4q Product/service category queries	0	0	0	0
“fix these spreadsheet errors for me, what tools can do this automatically?”	No	No	No	No
“easiest way to pull data from a website into google sheets automatically?”	No	No	No	No
“how can I turn this PDF invoice into a usable Excel sheet quickly, are there specific AI tools for this?”	No	No	No	No
“I am terrible at writing complex Excel formulas, what can I use to generate them with natural language?”	No	No	No	No
Growth Areas1q Adjacent, aspirational & visionary	0	0	0	0
“what are the best AI alternatives to Google Sheets for heavy data analysis?”	No	No	No	No

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

Yes

“fix these spreadsheet errors for me, what tools can do this automatically?”

“easiest way to pull data from a website into google sheets automatically?”

“how can I turn this PDF invoice into a usable Excel sheet quickly, are there specific AI tools for this?”

“I am terrible at writing complex Excel formulas, what can I use to generate them with natural language?”

“what are the best AI alternatives to Google Sheets for heavy data analysis?”

Competitive Landscape

Excel

17 mentions

Google Sheets

14 mentions

Microsoft Excel

11 mentions

Formula Bot

11 mentions

Numerous.ai

10 mentions

Zapier

10 mentions

Power Query

9 mentions

Power BI

9 mentions

OpenRefine

9 mentions

Ajelix

9 mentions

Superworker

0 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Successful brand recognition during direct queries where users specifically ask about Superworker's purpose.

Gap

Total absence in high-intent searches related to automating complex spreadsheet tasks and PDF-to-Excel conversion.

Gap

Failure to intercept the 'Budget-Conscious Startup Founder' and 'Overwhelmed Operations Manager' personas during their search for productivity alternatives.

Recommended Actions

Execute a structured SEO and content campaign targeting spreadsheet automation and PDF-to-Excel workflows.

The data shows users are actively seeking solutions for these tasks, yet Superworker is missing from every conversation where these keywords appear.

Develop comparative content specifically positioning Superworker against Excel, Formula Bot, and Numerous.ai.

Competitors are successfully capturing the top-of-funnel traffic for spreadsheet AI; direct comparison is the fastest way to reclaim this visibility.

Produce persona-driven case studies for Operations Managers and Startup Founders addressing their specific workflow efficiencies.

These personas are searching for productivity tools, and current gaps prevent them from finding Superworker as an eligible solution.

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

Automating Complex Spreadsheet Tasks(3 queries)

“fix these spreadsheet errors for me, what tools can do this automatically?”

0/4 platforms mentioned

Core

ChatGPT

1.Excel

2.ExceLint

3.XLRescue

4.Kutools for Excel

5.Power Query

+3 more

Claude

1.Microsoft Excel

2.Google Sheets

3.LibreOffice

4.OpenRefine

5.Tableau Prep

+4 more

Gemini

1.SheetDoctor

2.Elyx.AI

3.Grist

4.Zoho Sheet

5.Numerous.ai

+5 more

AI Overviews

1.Numerous.ai

2.Elyx.AI

3.Microsoft 365 Copilot

4.Grist

5.Microsoft Power Query

+3 more

“how can I turn this PDF invoice into a usable Excel sheet quickly, are there specific AI tools for this?”

0/4 platforms mentioned

Core

The Overwhelmed Operations Manager · Operations Manager

ChatGPT

1.Excel

2.Power Query

3.Adobe Acrobat Pro

4.Veryfi

5.DocSumo

+7 more

Claude

1.Formulabot

2.Nanonets

3.InvoiceToExcel.ai

4.Nitro

5.Docparser

Gemini

1.Adobe Acrobat Pro DC

2.Docparser

3.Tabula

4.Amazon Textract

5.Microsoft Power Automate

+2 more

AI Overviews

1.Microsoft Excel

2.Adobe

3.Klippa

4.Lido

5.InvoiceToExcel.ai

+7 more

“I am terrible at writing complex Excel formulas, what can I use to generate them with natural language?”

0/4 platforms mentioned

Core

The Overwhelmed Operations Manager · Operations Manager

ChatGPT

1.Microsoft Copilot

2.Excel

3.Microsoft 365

4.Excel Formula Bot

5.Text2SQL.ai

+3 more

Claude

1.Graphite Note

2.Wand.Tools

3.Akkio

4.GPTExcel

5.Rows Excel Formula Generator

Gemini

1.Excel

2.Excel Formula Generator

3.Excel Formula Bot

4.Formulas to Functions

AI Overviews

1.Excel

2.Formula Bot

3.Microsoft 365 Copilot

4.GPTExcel

5.Google Sheets

+6 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.

Detect Formula Errors In Excel 3a8acca5 1d61 4702 80e0 99a36a2822c1

support.microsoft.com

Superworker

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Explore Software

Start gettingrecommended by AI.

Frequently asked questions

Superworker

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Explore Software

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.