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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Starlight AI

Visibility0

Vibe50

Businesses/Software/Starlight AI

AI Visibility & Sentiment

Starlight AI

Starlight AI provides an enterprise-ready suite of AI agents designed to automate complex workflows across finance, legal, and consulting sectors. Their platform enables businesses to extract data, generate documents, and transcribe meetings with high precision and security.

Active Monitoring

starlightlabs.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

adjacent

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Starlight AI today.

Starlight AI currently suffers from complete invisibility within the AI-driven buyer journey, failing to influence decision-making across all core enterprise workflow and document automation categories. While the brand maintains a singular presence when explicitly queried by name, it is entirely absent from the competitive landscape where enterprise leaders and technical evaluators actively seek solutions.

Working in your favor

Successful brand recall and identity clarity when users specifically query for Starlight AI by name across all major AI platforms

Gaps to close

Total absence from high-intent enterprise workflow automation queries

Failure to capture interest from critical buyer personas, including Enterprise Digital Transformation Leads and Technical Evaluators

Negligible presence in competitive comparisons against market leaders like Zapier, UiPath, and Fireflies.ai

Opportunities

Positioning as a specialized alternative to incumbent workflow platforms by targeting specific use cases like document transcription and complex data summarization

Developing content strategies that directly address the criteria sought by 'Skeptical Technical Evaluators' regarding reliability and enterprise-grade security

Injecting brand authority into current search trends surrounding unstructured data processing and automated document generation

Highest-Impact Actions

Execute a targeted AI-Search Engine Optimization (AI-SEO) audit to identify and bridge content gaps in 'workflow automation' and 'document generation' categories.

Competitors are currently dominating these high-intent queries; addressing this ensures the brand appears when buyers start their discovery phase.

Develop and publish technical 'white-paper' style content specifically addressing the concerns of the Technical Evaluator persona.

Technical decision-makers are a primary driver of enterprise software adoption and are currently not seeing Starlight AI mentioned in their evaluation criteria.

Implement a citation and presence strategy to align the brand with industry peers like Zapier and UiPath in AI-generated response lists.

Being omitted from competitive comparisons prevents the brand from entering the consideration set for companies seeking proven solutions.

Value Proposition

Delivers end-to-end workflow automation in days, not months, using 100+ plug-and-play AI agents with enterprise-grade security and data control.

Overview

Mission

To help firms solve complex challenges through innovative AI solutions that deliver real results.

Products & Services

AI-powered workflow automation agentsAutomated document generation and draftingData extraction and validation from unstructured sourcesReal-time AI meeting transcription and summarization

Current State

Visibility Landscape

A high-level view of how Starlight AI 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	97	97	97
“What do you know about Starlight AI? What do they do and what's their reputation?”	#1	#1	#1	#1
Core4q Product/service category queries	0	0	0	0
“how can my firm use ai to speed up document drafting and data extraction, what platforms should we use?”	No	No	No	No
“help me find a way to automatically transcribe and summarize client meetings and pull the key dates into our documents”	No	No	No	No
“best enterprise workflow automation agents that handle unstructured data for finance teams”	No	No	No	No
“tools for automated document generation that actually maintain legal compliance and data security”	No	No	No	No
Growth Areas1q Adjacent, aspirational & visionary	0	0	0	0
“what should I look for when choosing an enterprise AI automation provider to ensure our data remains secure?”	No	No	No	No

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

“how can my firm use ai to speed up document drafting and data extraction, what platforms should we use?”

“help me find a way to automatically transcribe and summarize client meetings and pull the key dates into our documents”

“best enterprise workflow automation agents that handle unstructured data for finance teams”

“tools for automated document generation that actually maintain legal compliance and data security”

“what should I look for when choosing an enterprise AI automation provider to ensure our data remains secure?”

Competitive Landscape

Zapier

14 mentions

UiPath

13 mentions

Fireflies.ai

13 mentions

Otter.ai

12 mentions

Salesforce

11 mentions

Spellbook

9 mentions

GPT-4

9 mentions

Notion

9 mentions

Automation Anywhere

9 mentions

Google Document AI

7 mentions

Starlight AI

0 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Successful brand recall and identity clarity when users specifically query for Starlight AI by name across all major AI platforms

Gap

Total absence from high-intent enterprise workflow automation queries

Gap

Failure to capture interest from critical buyer personas, including Enterprise Digital Transformation Leads and Technical Evaluators

Recommended Actions

Execute a targeted AI-Search Engine Optimization (AI-SEO) audit to identify and bridge content gaps in 'workflow automation' and 'document generation' categories.

Competitors are currently dominating these high-intent queries; addressing this ensures the brand appears when buyers start their discovery phase.

Develop and publish technical 'white-paper' style content specifically addressing the concerns of the Technical Evaluator persona.

Technical decision-makers are a primary driver of enterprise software adoption and are currently not seeing Starlight AI mentioned in their evaluation criteria.

Implement a citation and presence strategy to align the brand with industry peers like Zapier and UiPath in AI-generated response lists.

Being omitted from competitive comparisons prevents the brand from entering the consideration set for companies seeking proven 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

Automating Complex Enterprise Workflows(2 queries)

“how can my firm use ai to speed up document drafting and data extraction, what platforms should we use?”

0/4 platforms mentioned

Core

ChatGPT

1.Microsoft 365 Copilot

2.Google Workspace

3.Duet AI

4.Google Cloud

5.Anthropic Claude

+14 more

Claude

1.Spellbook

2.Gavel

3.Harvey

4.Lexis+

5.Protégé

+13 more

Gemini

1.Spellbook

2.Microsoft Word

3.GPT-4

4.Harvey AI

5.Clio Draft

+14 more

AI Overviews

1.Streamline AI

2.Spellbook Legal

“best enterprise workflow automation agents that handle unstructured data for finance teams”

0/4 platforms mentioned

Core

The Enterprise Digital Transformation Lead · Chief Information Officer

ChatGPT

1.UiPath

2.Hyperscience

3.ABBYY Vantage

4.ABBYY

5.Kofax Intelligent Automation

+15 more

Claude

1.AgentFlow

2.Glean

3.Box AI

4.Nominal

5.Salesforce

+1 more

Gemini

1.ABBYY Vantage

2.Automation Anywhere

3.IQ Bot

4.UiPath Document Understanding

5.Nanonets

+8 more

AI Overviews

1.NetSuite

2.Sage Intacct

3.SAP

4.PairSoft

5.Numeric

+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.

Powering Frontier Transformation With Copilot And Agents

microsoft.com

Starlight AI

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

Starlight AI

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.