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

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Pit

Visibility0

Vibe75

Businesses/Software/Pit

AI Visibility & Sentiment

Pit

Pit is an AI platform designed to automate business operations by learning existing workflows and building the systems that manage them. It acts as an intelligent operating layer that understands how a specific company functions and creates custom automation without the need for manual process mapping or complex coding.

Active Monitoring

pit.com

Software

AI Visibility Score

0/100

Invisible

Sentiment Score

75/100

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

adjacent

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Pit today.

While AI agents correctly identify Pit as a prestigious, founder-led Swedish startup, the brand is currently missing from the critical discovery conversations where operations leaders seek modern alternatives to legacy automation tools. There is a significant, untapped opportunity to translate Pit's high-level recognition into concrete solution-oriented authority by positioning the platform as the superior replacement for incumbents like Zapier and Make.

Working in your favor

Brand recognition is high when interrogated directly, with agents like Gemini and AI Overviews accurately identifying Pit's pedigree.

Positive sentiment across all tested platforms indicates that when Pit is identified, it carries a strong, favorable reputation.

Gaps to close

Total absence in 'core' discovery queries where operations managers and startup founders look for workflow and internal system scaling tools.

Failure to intercept traffic intent directed at legacy automation competitors like Zapier, n8n, and Make.

Lack of presence in thematic content related to autonomous systems and process-to-automation conversion.

Opportunities

Capitalize on the 'founder pedigree' narrative to establish Pit as the intelligent successor to first-generation automation platforms.

Bridge the visibility gap by creating comparative content that targets the specific pain points of operations managers tired of manual workflow building.

Establish authority in the 'autonomous systems' category by educating AI models on how Pit builds systems through observation.

Highest-Impact Actions

Produce a 'Legacy vs. Autonomous' transformation series

Directly addresses the search queries for Zapier/Make alternatives by showing how Pit's observational learning is a fundamental shift from rigid rule-based automation.

Publish an authoritative 'State of Enterprise Autonomy' guide

Positions Pit as an expert thought leader in the 'autonomous systems' space, helping AI agents associate the brand with complex process-to-automation challenges.

Develop a 'Founder’s Perspective' content series on building internal systems

Leverages the existing positive sentiment surrounding the founders to build trust with technical operations managers looking for reliable, scalable solutions.

Value Proposition

Pit creates self-building business systems that learn directly from your operations, eliminating the need for manual workflow design and technical debt.

Overview

Mission

To build the platform that learns how your business works and builds the systems that run it for you.

Products & Services

AI-driven workflow automationBusiness logic learning engineAutonomous internal systems builderProcess-to-automation conversion

Current State

Visibility Landscape

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

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Sentiment when asked about the brand directly	50	50	100	100
“What do you know about Pit? What do they do and what's their reputation?”	Neutral	Neutral	Positive	Positive
Core6q Product/service category queries	0	0	0	0
“what are better modern alternatives to Zapier and Make.com for automating complex business processes?”	No	No	No	No
“recommend software that can build internal systems by watching my current operations in real-time.”	No	No	No	No
“i need a platform that learns my company's specific business logic instead of just moving data between apps, what tools can do this?”	No	No	No	No
“best automation tools in 2026 for operations managers who are tired of building every workflow manually.”	No	No	No	No
“what are the best AI platforms for process-to-automation conversion without needing a developer to code it all?”	No	No	No	No
“what tools should i use to build an AI operating layer for my business that learns how we work?”	No	No	No	No
Growth Areas1q Adjacent, aspirational & visionary	0	0	0	0
“what are the most reliable AI tools for global teams to scale internal operations without hiring more people?”	No	No	No	No

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

Neutral

Positive

“what are better modern alternatives to Zapier and Make.com for automating complex business processes?”

“recommend software that can build internal systems by watching my current operations in real-time.”

“i need a platform that learns my company's specific business logic instead of just moving data between apps, what tools can do this?”

“best automation tools in 2026 for operations managers who are tired of building every workflow manually.”

“what are the best AI platforms for process-to-automation conversion without needing a developer to code it all?”

“what tools should i use to build an AI operating layer for my business that learns how we work?”

“what are the most reliable AI tools for global teams to scale internal operations without hiring more people?”

Competitive Landscape

Zapier

28 mentions

n8n

26 mentions

Make

25 mentions

Workato

16 mentions

UiPath

16 mentions

Salesforce

16 mentions

Celonis

13 mentions

Automation Anywhere

12 mentions

Lindy

12 mentions

SAP

11 mentions

Pit

0 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Brand recognition is high when interrogated directly, with agents like Gemini and AI Overviews accurately identifying Pit's pedigree.

Strength

Positive sentiment across all tested platforms indicates that when Pit is identified, it carries a strong, favorable reputation.

Gap

Total absence in 'core' discovery queries where operations managers and startup founders look for workflow and internal system scaling tools.

Recommended Actions

Produce a 'Legacy vs. Autonomous' transformation series

Directly addresses the search queries for Zapier/Make alternatives by showing how Pit's observational learning is a fundamental shift from rigid rule-based automation.

Publish an authoritative 'State of Enterprise Autonomy' guide

Positions Pit as an expert thought leader in the 'autonomous systems' space, helping AI agents associate the brand with complex process-to-automation challenges.

Develop a 'Founder’s Perspective' content series on building internal systems

Leverages the existing positive sentiment surrounding the founders to build trust with technical operations managers looking for reliable, scalable solutions.

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

Replacing Legacy Automation And Workflow Tools(3 queries)

“what are better modern alternatives to Zapier and Make.com for automating complex business processes?”

0/4 platforms mentioned

Core

ChatGPT

1.Zapier

2.Make.com

3.n8n

4.Pipedream

5.UI.Vision

+12 more

Claude

1.Zapier

2.Make.com

3.Workato

4.Celigo

5.n8n

+6 more

Gemini

1.Zapier

2.Make

3.Workato

4.Tray.io

5.Nintex

+4 more

AI Overviews

1.Zapier

2.Make

3.n8n

4.Pipedream

5.Windmill

+9 more

“i need a platform that learns my company's specific business logic instead of just moving data between apps, what tools can do this?”

0/4 platforms mentioned

Core

Operations Manager in London · Operations Manager

ChatGPT

1.Pega (Pega Platform)

2.Camunda (Camunda Platform, Operate, Optimize)

3.Appian

4.UiPath (Automation Suite, Document Understanding)

5.Microsoft Power Platform (Power Automate)

+11 more

Claude

1.Activepieces

2.Microsoft Power Automate

3.Creatio

4.Domo

5.n8n

+3 more

Gemini

1.Relevance AI

2.Moveworks

3.Salesforce

4.ServiceNow

5.Jira

+2 more

AI Overviews

1.Workato (Agent Studio, ITGenie)

2.UiPath (Agentic Automation)

3.Salesforce

4.ServiceNow

5.SAP

+7 more

“best automation tools in 2026 for operations managers who are tired of building every workflow manually.”

0/4 platforms mentioned

Core

Operations Manager in London · Operations Manager

ChatGPT

1.Make

2.Zapier

3.n8n

4.UiPath

5.Airtable

+2 more

Claude

1.Bizagi

2.Appian

3.Camunda

4.Zapier

5.Make

+3 more

Gemini

1.Workato (Workbot)

2.Slack

3.Microsoft Teams

4.Make

5.Integromat

+7 more

AI Overviews

1.Vellum AI

2.Airtable

3.Lindy

4.Noxus

5.SAP

+5 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.

The best Make alternatives in 2026 | Zapier

zapier.com

Pit

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Engineer content that makes AI agents recommend you

Explore Software

Start gettingrecommended by AI.

Frequently asked questions

Pit

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

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.