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

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Oxlo.ai

Visibility0

Vibe88

Businesses/Artificial Intelligence (AI) Infrastructure/Oxlo.ai

AI Visibility & Sentiment

Oxlo.ai

Oxlo.ai provides a developer-centric AI infrastructure platform that offers a unified API layer for accessing and scaling curated open-source AI models. By abstracting away GPU management and hardware orchestration, the company allows teams to integrate AI into production without complex infrastructure overhead.

Active Monitoring

oxlo.ai

Artificial Intelligence (AI) Infrastructure

AI Visibility Score

0/100

Invisible

Sentiment Score

88/100

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 Oxlo.ai today.

While AI models accurately define Oxlo.ai as a specialized developer-centric infrastructure platform, they are not yet citing the brand during critical discovery phases when developers weigh alternatives to legacy inference providers. This disconnect between internal brand awareness and external search performance signals a prime opportunity to bridge the gap by shifting from descriptive identity to active, comparison-based authority.

Working in your favor

High factual alignment in internal knowledge bases where AI agents correctly identify Oxlo.ai as a developer-focused, unified API layer for open-source model scaling.

Gaps to close

Total absence in competitive landscape queries, particularly against established rivals like Together AI, Replicate, and Groq.

Lack of visibility for technical decision-makers seeking Llama 3 deployment frameworks and managed inference alternatives.

Failure to capture interest from cost-sensitive or efficiency-focused founders searching for reliable, per-request pricing models.

Opportunities

Capitalize on existing AI trust by anchoring technical content around 'Llama 3 deployment' and 'inference scaling' to meet search demand.

Shift the conversation from generic platform descriptions to data-driven benchmarks that compete directly with incumbent infrastructure providers.

Target the specific pain points of technical leads and cost-conscious founders by providing transparent ROI and performance comparison content.

Highest-Impact Actions

Publish a 'Managed Inference Comparison Series' pitting Oxlo.ai against Together AI and Replicate

Directly addresses the lack of visibility in competitive discovery queries by providing the factual evidence AI agents need to recommend Oxlo.ai during vendor evaluations.

Develop a technical handbook: 'Deploying Llama 3 for Production: A Managed Inference Guide'

Directly serves the 'Technical Lead' persona and provides the definitive deployment documentation that AI agents prioritize for practical infrastructure queries.

Release an 'AI Infrastructure Economics' whitepaper comparing per-request pricing models for high-scale applications

Positions the brand as the authority on modern, cost-efficient infrastructure, directly targeting the 'Cost-Sensitive Technical Founder' persona.

Value Proposition

Predictable, request-based pricing that replaces complex per-token billing, offering cost certainty and simplicity for AI model integration.

Overview

Mission

To democratize access to high-performance AI infrastructure by eliminating the complexity of token counting and GPU management, enabling teams to 'Build AI, Pay Less, and Ship Faster.'

Products & Services

OxAPIs (Unified Inference API)Request-Based Managed InferenceBatch AI ProcessingOxCompute (Planned)

Current State

Visibility Landscape

A high-level view of how Oxlo.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
Core5q Product/service category queries	0	0	0	0
Growth Areas3q Adjacent, aspirational & visionary	0	0	0	0

Competitive Landscape

Together AI39 mentions

Replicate39 mentions

Modal29 mentions

Fireworks AI27 mentions

Groq27 mentions

vLLM25 mentions

Runpod22 mentions

SiliconFlow21 mentions

Baseten19 mentions

Ollama15 mentions

Oxlo.ai0 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

High factual alignment in internal knowledge bases where AI agents correctly identify Oxlo.ai as a developer-focused, unified API layer for open-source model scaling.

Gap

Total absence in competitive landscape queries, particularly against established rivals like Together AI, Replicate, and Groq.

Gap

Lack of visibility for technical decision-makers seeking Llama 3 deployment frameworks and managed inference alternatives.

Recommended Actions

Publish a 'Managed Inference Comparison Series' pitting Oxlo.ai against Together AI and Replicate

Directly addresses the lack of visibility in competitive discovery queries by providing the factual evidence AI agents need to recommend Oxlo.ai during vendor evaluations.

Develop a technical handbook: 'Deploying Llama 3 for Production: A Managed Inference Guide'

Directly serves the 'Technical Lead' persona and provides the definitive deployment documentation that AI agents prioritize for practical infrastructure queries.

Release an 'AI Infrastructure Economics' whitepaper comparing per-request pricing models for high-scale applications

Positions the brand as the authority on modern, cost-efficient infrastructure, directly targeting the 'Cost-Sensitive Technical Founder' persona.

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

AI Model Inference And API Infrastructure(3 queries)

“what are the best alternatives to together ai for running open source llms in production”

0/4 platforms mentioned

Core

ChatGPT

1.Together AI

2.Groq (GroqCloud)

3.Fireworks AI

4.DeepInfra

5.Lambda (Lambda Labs)

+7 more

Claude

1.Together AI

2.Fireworks AI

3.OpenRouter

4.Bedrock

5.Hugging Face Inference Endpoints

+2 more

Gemini

1.Together AI

2.Hugging Face (Hugging Face Inference Endpoints, Hugging Face Hub)

3.vLLM

4.AWS

5.Azure

+14 more

AI Overviews

1.Together AI

2.Fireworks AI

3.Groq

4.DeepInfra

5.NVIDIA

+6 more

“recommend a managed inference platform that charges by request instead of per token”

0/4 platforms mentioned

Core

The Technical Lead Developer · Lead Software Engineer

ChatGPT

1.Cohere (Command R, Embed, rerank, Generate, Command, Rerank)

2.Together AI

3.AWS Bedrock

4.Google Vertex AI

Claude

1.Featherless.ai

2.Hugging Face Inference

Gemini

1.Baseten

2.Banana Dev (Banana)

AI Overviews

1.GMI Cloud

2.EUrouter

3.DigitalOcean

4.Baseten

5.Replicate

+1 more

“what tools should i use to deploy llama 3 without setting up my own gpu clusters”

0/4 platforms mentioned

Core

The Technical Lead Developer · Lead Software Engineer

ChatGPT

1.Llama 3

2.GroqCloud

3.Groq

4.Together AI

5.Cohere

+16 more

Claude

1.Llama 3

2.Google Cloud Platform (Vertex AI)

3.AWS (SageMaker JumpStart, Bedrock)

4.Azure AI Foundry

5.RunPod

+8 more

Gemini

1.Llama 3

2.Hugging Face (Hugging Face Inference Endpoints)

3.Anyscale

4.Ray

5.Modal Labs (Modal)

+1 more

AI Overviews

1.Together AI

2.Fireworks AI

3.RunPod Serverless

4.BentoCloud

5.Beam Cloud

+3 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.

GroqCloud

home.cloud.groq.io

Oxlo.ai

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

Oxlo.ai

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.