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

Grid

Visibility27

Vibe82

Businesses/Software/Grid

AI Visibility & Sentiment

Grid

Grid is a unified financial data platform for SaaS companies that consolidates revenue reporting, billing, and planning into one system. The platform eliminates data fragmentation across tools like Salesforce, HubSpot, Stripe, and QuickBooks, providing real-time ARR, churn, and pipeline metrics for finance, RevOps, and leadership teams.

Active Monitoring

saasgrid.com

Software Startups

AI Visibility Score

27/100

Low

Sentiment Score

82/100

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 Grid today.

Grid has successfully captured a dominant 83% presence in Google AI Overviews, yet remains a virtual ghost within the conversational LLM ecosystem where critical software evaluation increasingly occurs. While the brand is a top-tier recommendation for financial automation, it is ceding the high-level strategic planning narrative to competitors like Stripe and ChartMogul who maintain far greater overall mindshare.

Working in your favor

Dominant 83% mention rate in Google AI Overviews with top-five positioning for automation-centric queries.

High relevance for the 'Financial Automation and Efficiency' query category, frequently appearing as a primary solution for ARR and Stripe automation.

Strongest positioning with the Data-Overwhelmed RevOps Manager persona, achieving a high average rank of 2.3.

Gaps to close

Total absence (0% mention rate) in ChatGPT, representing a massive blind spot for users in the research and discovery phase.

Weak performance in 'Strategic Planning and Dashboards' queries, particularly failing to register for Series B forecasting needs.

Significant mention gap compared to incumbents; Stripe and ChartMogul are cited nearly 3x more frequently across all AI platforms.

Opportunities

Leverage the positive sentiment from Seed-Stage Solo Founders to build a more robust presence in Gemini and Claude.

Bridge the gap between search-based AI and conversational AI by increasing technical documentation and public-facing whitepapers that LLMs prioritize for training.

Target the CFO persona's mixed sentiment by producing authoritative content on ROI and risk mitigation to stabilize AI recommendations.

Highest-Impact Actions

Initiate an LLM-specific data seeding campaign to break the 0% visibility streak in ChatGPT.

ChatGPT is the primary entry point for software research; lack of presence there allows competitors to frame the market landscape without Grid being mentioned.

Develop and publish high-authority forecasting templates and Series B modeling guides.

Grid is currently missing from strategic planning queries; owning this content will improve visibility for high-value upmarket personas.

Optimize technical documentation for the RevOps Manager persona to convert high average positioning into a higher mention rate.

At an average position of 2.3, the AI clearly understands Grid's value for RevOps, but low mention volume indicates a lack of sufficient source material to cite.

Value Proposition

Grid unifies scattered financial data from multiple systems into a single source of truth, eliminating manual reconciliation and providing real-time, investor-ready SaaS metrics that finance and GTM teams can trust.

Overview

Mission

To build the ultimate financial intelligence platform for software companies, solving metrics reporting for everyone.

Products & Services

Revenue Reporting & ARR AnalyticsAutomated Billing & InvoicingFinancial Planning & ForecastingShared Dashboards & CollaborationData Integrations (Salesforce, HubSpot, Stripe, QuickBooks, NetSuite)

Current State

Visibility Landscape

A high-level view of how Grid 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	70	70	70	70
“What do you know about Grid? What do they do and what's their reputation?”	Yes	Yes	Yes	Yes
Core3q Product/service category queries	0	35	0	89
“how do I automate my SaaS revenue reporting from Stripe and Salesforce without using spreadsheets”	No	#6	No	#3
“most reliable revenue analytics platforms for B2B SaaS, specific brands to try please”	No	No	No	#7
“I'm tired of manual ARR tracking, what software can automate this for a growth-stage company”	No	No	No	#1
Growth Areas1q Adjacent, aspirational & visionary	0	91	70	70
“help me build a financial forecast for a series B SaaS company, what tools are best for this”	No	#3	Yes	#15

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

Yes

“how do I automate my SaaS revenue reporting from Stripe and Salesforce without using spreadsheets”

“most reliable revenue analytics platforms for B2B SaaS, specific brands to try please”

“I'm tired of manual ARR tracking, what software can automate this for a growth-stage company”

“help me build a financial forecast for a series B SaaS company, what tools are best for this”

Yes

#15

Competitive Landscape

Stripe

39 mentions

Salesforce

35 mentions

ChartMogul

32 mentions

NetSuite

24 mentions

Baremetrics

23 mentions

Maxio

20 mentions

ProfitWell

19 mentions

Snowflake

16 mentions

Paddle

15 mentions

Chargebee

15 mentions

Grid

12 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Dominant 83% mention rate in Google AI Overviews with top-five positioning for automation-centric queries.

Strength

High relevance for the 'Financial Automation and Efficiency' query category, frequently appearing as a primary solution for ARR and Stripe automation.

Strength

Strongest positioning with the Data-Overwhelmed RevOps Manager persona, achieving a high average rank of 2.3.

Recommended Actions

Initiate an LLM-specific data seeding campaign to break the 0% visibility streak in ChatGPT.

ChatGPT is the primary entry point for software research; lack of presence there allows competitors to frame the market landscape without Grid being mentioned.

Develop and publish high-authority forecasting templates and Series B modeling guides.

Grid is currently missing from strategic planning queries; owning this content will improve visibility for high-value upmarket personas.

Optimize technical documentation for the RevOps Manager persona to convert high average positioning into a higher mention rate.

At an average position of 2.3, the AI clearly understands Grid's value for RevOps, but low mention volume indicates a lack of sufficient source material to cite.

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 Automation And Efficiency(2 queries)

“how do I automate my SaaS revenue reporting from Stripe and Salesforce without using spreadsheets”

1/4 platforms mentioned

Core

ChatGPT

1.Stripe

2.Salesforce

3.dbt

4.Slack

5.Fivetran

+26 more

Claude

1.Zapier

2.Stripe

3.Salesforce

4.Make.com

5.Stitch

+10 more

Gemini

1.Stripe

2.Salesforce

3.ChartMogul

4.ProfitWell

5.Paddle

+12 more

AI Overviews

1.Stripe

2.Salesforce

3.SaaSGrid

4.LedgerUp

5.Salesforce Revenue Intelligence

+1 more

“I'm tired of manual ARR tracking, what software can automate this for a growth-stage company”

1/4 platforms mentioned

Core

The Efficiency-Driven CFO · Chief Financial Officer

ChatGPT

1.ProfitWell

2.ChartMogul

3.Baremetrics

4.NetSuite

5.Chargebee

+13 more

Claude

1.Maxio

2.NetSuite

3.Planful

4.Stripe Billing

5.Paddle

+2 more

Gemini

1.NetSuite

2.Mosaic

3.Salesforce

4.Slack

5.Vareto

+6 more

AI Overviews

1.Stripe

2.Salesforce

3.HubSpot

4.QuickBooks

5.NetSuite

6.SaaSGrid

+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.

5 Best Revenue Intelligence Platforms For SaaS Companies ...

saasgrid.com

Grid

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Software

Start gettingrecommended by AI.

Frequently asked questions

Grid

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

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.