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.

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Herald Labs

Visibility3

Vibe64

Businesses/Technology/Herald Labs

AI Visibility & Sentiment

Herald Labs

Herald Labs appears to be a technology company operating in the AI space, likely focused on AI-powered solutions or services. Based on the domain name 'heraldlabs.ai', the company positions itself at the intersection of innovation and artificial intelligence.

Active Monitoring

heraldlabs.ai

Technology Startups

AI Visibility Score

3/100

Invisible

Sentiment Score

64/100

AI Perception

Summary

Herald Labs suffers from a critical 'relevance gap' where LLMs clearly recognize the brand name but fail to recommend it as a solution for any high-intent enterprise AI or strategy queries. While technical personas like Senior ML Engineers show the only signs of organic traction, the brand is currently invisible to the C-suite decision-makers who drive enterprise adoption.

Value Proposition

Providing innovative AI solutions and services that help businesses leverage artificial intelligence technology for improved outcomes.

Overview

Products & Services

AI Software SolutionsAI Consulting ServicesMachine Learning ToolsAI Integration Services

Agent Breakdown

AI Platforms

How often do different AI platforms reference Herald Labs?

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Conversation Analysis

Topics

What conversations is Herald Labs included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Herald Labs to, and when?

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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

Enterprise AI Strategy & Implementation(2 queries)

“i need a partner to help build a custom ai strategy for my company, who are the top firms for this?”

0/4 platforms mentioned

ChatGPT

1.McKinsey & Company

2.QuantumBlack

3.Boston Consulting Group

4.BCG Gamma

5.Bain & Company

+28 more

Claude

1.McKinsey & Company

2.Boston Consulting Group (BCG)

3.Bain & Company

4.Deloitte

5.Accenture

+10 more

Gemini

1.McKinsey & Company

2.QuantumBlack

3.Boston Consulting Group

4.BCG X

5.Bain & Company

+18 more

AI Overviews

1.Accenture

2.Deloitte

3.QuantumBlack

4.McKinsey & Company

5.BCG X

+11 more

“how do i integrate ai into my existing business software without using openai, any specific integration services to look at?”

0/3 platforms mentioned

Claude

1.Anthropic Claude API

2.Google Cloud Vertex AI

3.GCP

4.Azure OpenAI Service

5.LangChain Enterprise

+9 more

Gemini

1.Llama 3

2.Amazon Bedrock

3.Google Vertex AI

4.BigQuery

5.Microsoft Azure AI Studio

+18 more

AI Overviews

1.Amazon Bedrock

2.Bedrock Agents

3.Google Cloud Vertex AI

4.Agent Builder

5.Nango

+5 more

Custom Machine Learning & Developer Tools(2 queries)

“recommend some machine learning tools for a dev team that needs to build custom internal models”

0/4 platforms mentioned

ChatGPT

1.PyTorch

2.TorchServe

3.Captum

4.TensorFlow

5.Keras

+74 more

Claude

1.TensorFlow

2.PyTorch

3.Scikit-learn

4.Jupyter Notebooks

5.MLflow

+14 more

Gemini

1.PyTorch

2.TensorFlow

3.TensorFlow Extended (TFX)

4.TensorFlow Lite

5.Scikit-learn

+26 more

AI Overviews

1.AWS SageMaker

2.Google Vertex AI

3.BigQuery

4.Azure Machine Learning

5.Azure DevOps

+9 more

“what are the best platforms for training and deploying custom ml models in 2026, specific brands please?”

0/4 platforms mentioned

ChatGPT

1.AWS SageMaker

2.SageMaker Pipelines

3.Outposts

4.Local Zones

5.AWS

+35 more

Claude

1.AWS SageMaker

2.Google Vertex AI

3.BigQuery

4.Microsoft Azure ML

5.Databricks

+4 more

Gemini

1.Microsoft Azure AI Studio

2.Microsoft Fabric

3.AWS SageMaker

4.Trainium2

5.Inferentia3

+11 more

AI Overviews

1.Amazon SageMaker

2.AWS

3.SageMaker Pipelines

4.Google Vertex AI

5.BigQuery

+14 more

Specialized AI Software Solutions(1 query)

“find me some ai software solutions for automating B2B data workflows that aren't just generic wrappers”

0/4 platforms mentioned

ChatGPT

1.Palantir Foundry

2.Databricks

3.Delta Live Tables

4.MLFlow

5.Dataiku

+21 more

Claude

1.Zapier Tables + AI

2.CRM

3.ERP

4.Paragon

5.Workato

+10 more

Gemini

1.Clay

2.Common Room

3.Slack

4.Discord

5.Salesforce

+11 more

AI Overviews

1.Vellum AI

2.Clay

3.UserGems

4.Amplemarket

5.ZoomInfo

+14 more

AI Partner Evaluation & Trust(1 query)

“who are the most trusted ai integration companies for businesses right now?”

0/4 platforms mentioned

ChatGPT

1.Accenture

2.SynOps

3.AWS

4.Google Cloud

5.Deloitte

+42 more

Claude

1.Accenture

2.Deloitte

3.IBM

4.Watson AI

5.McKinsey & Company

+4 more

Gemini

1.Accenture

2.NVIDIA

3.AWS

4.Deloitte

5.BCG X

+20 more

AI Overviews

1.Accenture

2.IBM Consulting

3.watsonx

4.Deloitte

5.Cognizant

+10 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

Excellent baseline brand recognition in direct 'vibe check' queries where all tested platforms successfully identify the company's core mission.

Strength

Developing traction with the Senior Machine Learning Engineer persona, specifically on Claude and Gemini for technical developer tool queries.

Strength

Neutral to positive sentiment across mentions, indicating that when the brand is surfaced, it is viewed as a credible or safe option.

Gap

Total absence from Enterprise AI Strategy & Implementation queries, allowing consultancies like Accenture and Deloitte to dominate the narrative.

Gap

Zero visibility on AI Overviews and ChatGPT for non-branded industry searches, effectively cutting the brand out of the primary discovery funnel.

Gap

Complete failure to appear in queries regarding B2B data workflow automation, a core technology category where specialized competitors are winning.

Opportunity

Transition latent brand awareness into active recommendation by publishing authoritative 'How-To' documentation for AI integration to trigger indexing in strategy-related queries.

Opportunity

Aggressively target Gemini's indexing algorithm, which currently shows the highest receptivity to the brand at a 10% mention rate.

Opportunity

Create comparison-style technical content that positions Herald Labs against high-visibility technical competitors like MLflow and Ray.

Technical Health

Site Health for AI Visibility

How well Herald Labs's website is optimized for AI agent discovery and comprehension.

73/100

6 passed 3 warnings 5 issues

Audited 3/2/2026

Crawlability79

Can AI bots find your pages?

Technical80

SSL, mobile, doctype basics

On-Page SEO58

Titles, descriptions, headings

Content Quality55

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG77

Open Graph, Twitter cards

AI Readability85

How well AI can parse your content

Critical Issues

Page returns a 404 error

Fix the underlying issue causing the error. 404s should be redirected or the link removed.

Page has no title tag

Add a <title> tag describing the page content (50-60 characters).

Page has no meta description

Add a <meta name="description"> tag summarizing the page (150-160 characters).

Page has no H1 heading

Add a single H1 tag as the main page heading.

Content is too thin

Expand your content to at least 300-500 words with valuable information.

Warnings

No robots.txt file found

Create a robots.txt file at your domain root. Optional but recommended.

Few headings on page

Add more H2 and H3 headings to organize content into sections.

Few internal links on this page

Add more internal links to related pages on your site.

Missing Open Graph tags for social sharing

Add og:title, og:description, and og:image meta tags.

LCP data not available

Ensure the page loads with browser rendering enabled.

+ 1 more warnings

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

Brand Identity

Brand Voice & Style

How AI perceives Herald Labs's communication style and personality

Herald Labs communicates with a forward-thinking, innovative tone that positions the brand as a herald of new AI possibilities. The voice balances technical expertise with accessibility, making complex AI concepts approachable while maintaining credibility. The brand likely emphasizes innovation, reliability, and the transformative potential of AI technology.

Core Tone Traits

Innovative & Forward-Thinking

Emphasizes cutting-edge technology and future possibilities

Professional & Credible

Maintains authority in the technical AI space

Approachable & Clear

Makes complex AI concepts accessible to broader audiences

Solution-Oriented

Focuses on practical applications and real-world benefits

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations alongside or instead of Herald Labs

MLflow20 mentions

DataRobot19 mentions

Accenture17 mentions

Deloitte16 mentions

Databricks16 mentions

Ray16 mentions

AWS15 mentions

Salesforce15 mentions

Hugging Face14 mentions

QuantumBlack12 mentions

Herald Labs3 mentions

Source Intelligence

Citations

Sources that AI assistants cite. Getting featured here improves visibility.

9 Best AI Consulting Firms for Enterprises - RTS Labs

https://rtslabs.com/top-ai-consulting-firms/

Referenced in 2 queries

Review

15 Generative AI Consulting Companies Dominating 2026 (After ...

https://www.reddit.com/r/SaaS/comments/1rdf88n/15_generative_ai_consulting_companies_dominating/

Referenced in 2 queries

Join Discussion

Top 15 AI Consulting Companies Leading the Future of ...

https://www.linkedin.com/pulse/top-15-ai-consulting-companies-leading-future-innovation-sophie-henry-34rfc

Referenced in 1 query

Pitch Story

Top AI Consulting Companies to Know about in 2026 - GrowExx

https://www.growexx.com/blog/top-ai-consulting-companies/

Referenced in 1 query

Pitch Story

Top 10 AI Consulting Companies in the USA [2026]

https://www.effectivesoft.com/blog/top-ai-consulting-companies-usa.html

Referenced in 2 queries

Review

Top 10 AI Development Companies & Solution Providers

https://blog.seta-international.com/en/blog/top-10-ai-development-companies-solution-providers-2026

Referenced in 2 queries

Review

Best AI Consulting Firms That Go Beyond Strategy Decks

https://www.aikenhouse.com/post/best-ai-consulting-firms-that-go-beyond-strategy-decks

Referenced in 1 query

Review

The 11 Premier AI Consulting Firms of December 2026 - LinkedIn

https://www.linkedin.com/pulse/11-premier-ai-consulting-firms-december-2026-whos-leading-wilson-e2wuc

Referenced in 1 query

Pitch Story

12 AI Consulting Companies for Enterprises in 2026 - Superside

https://www.superside.com/blog/ai-consulting-companies

Referenced in 1 query

Review

Top 10 AI Development Companies in the World for 2026

https://aijourn.com/top-10-ai-development-companies-in-the-world-for-2026/

Referenced in 1 query

Review

15 AI Development Companies Dominating 2026 (I Tested ...

https://www.reddit.com/r/SaaS/comments/1qvhr5y/15_ai_development_companies_dominating_2026_i/

Referenced in 2 queries

Join Discussion

12 Best AI Consulting Companies in 2026 - GoGloby

https://gogloby.com/insights/best-ai-consulting-companies/

Referenced in 1 query

Review

Content Engineering

Recommended Actions

Produce and distribute 'Enterprise AI Strategy' white papers optimized for LLM ingestion.

The brand is currently ignored for strategic queries; creating high-authority content that bridges technical capability with business strategy is required to capture the CDO persona.

Impact: High

Develop specific landing pages targeting 'B2B data workflow automation' and 'AI integration' keywords.

Herald Labs had a 0% mention rate for these specific solutions while competitors like Salesforce and AWS were frequently cited.

Impact: High

Enhance technical documentation for Claude-specific indexing.

Claude is already surfacing the brand for developer-centric queries; deepening this documentation can solidify the brand's position with ML Engineers.

Impact: Medium

Implement a citation-building campaign within AI-focused industry journals.

Improved visibility on AI Overviews requires high-authority external citations which the brand currently lacks in the context of enterprise solutions.

Impact: Medium

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