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

Salad

Visibility30

Vibe97

Businesses/Salad

AI Visibility & Sentiment

Salad

Salad operates SaladCloud, a distributed cloud computing platform that harnesses idle consumer GPUs worldwide to provide affordable AI/ML inference at scale. The platform connects businesses needing GPU compute with individual PC owners who earn rewards by sharing their unused processing power.

Active Monitoring

salad.com

Startups

AI Visibility Score

30/100

Low

Sentiment Score

97/100

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 Salad today.

Salad dominates the hardware monetization niche with top rankings on Gemini and AI Overviews, yet faces a critical visibility blackout on ChatGPT and within the bootstrapped founder persona. While the brand successfully disrupts high-volume inference cost discussions, it is currently losing the broader 'reliable GPU cloud' narrative to competitors like RunPod and Vast.ai.

Working in your favor

Market-leading visibility for hardware monetization and gaming PC ROI queries, securing #1 positions on Gemini and AI Overviews.

Effective penetration of the Enterprise ML Infrastructure Lead persona with a 38% mention rate, indicating strong technical resonance.

Strong performance on cost-specific queries such as 'affordable speech to text' and 'cheapest way to run stable diffusion'.

Gaps to close

Total invisibility on ChatGPT (0% mention rate) across all tested queries, a major strategic disadvantage compared to top-tier competitors.

Complete failure to appear in queries regarding GPU cloud reliability and trust-based evaluations for 2026.

Zero resonance with the Bootstrapped AI Startup Founder persona, suggesting a disconnect in how the platform's value proposition is marketed to new ventures.

Opportunities

Pivot the brand narrative from 'gaming PC side hustle' to 'enterprise-grade decentralized infrastructure' to capture high-intent startup buyers.

Target the massive visibility gap in 'GPU reliability' queries to compete with RunPod and AWS on trust rather than just price.

Aggressively pursue inclusion in AI-driven comparison tools and 'best of' lists to trigger mentions within ChatGPT's knowledge base.

Highest-Impact Actions

Execute a ChatGPT-specific optimization campaign to secure presence in the platform's training and retrieval paths.

With a 0% mention rate on the world's most-used AI platform, Salad is effectively non-existent to a vast segment of the market.

Develop and distribute high-authority content focused on 'GPU Reliability' and 'Enterprise SLAs' for decentralized clouds.

Salad is currently ignored in trust-based queries, allowing competitors like RunPod and Lambda Labs to dominate the professional market.

Tailor content specifically for the 'Bootstrapped AI Startup Founder' persona focusing on scalability and ease of deployment.

This persona currently shows 0% visibility for Salad, representing a massive untapped segment of the AI model inference market.

Value Proposition

The world's most affordable GPU cloud, offering up to 90% cost savings compared to traditional cloud providers by leveraging a distributed network of over 1 million consumer GPUs across 191 countries

Overview

Mission

To democratize cloud computing by utilizing latent consumer resources to power a sustainable, affordable, environmentally friendly cloud for everyone

Products & Services

SaladCloud GPU Cloud PlatformSalad Container Engine (SCE)Salad Transcription APISalad Gateway ServicePC Rewards Program for GPU Owners

Current State

Visibility Landscape

A high-level view of how Salad 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	70	97	97
“What do you know about Salad? What do they do and what's their reputation?”	#1	Yes	#1	#1
Core4q Product/service category queries	0	62	84	52
“how can i lower my cloud gpu bill for ai model inference”	No	No	#1	No
“how to make money with my gaming pc while i'm at work”	No	#1	#1	#1
“cheapest way to run stable diffusion or llama 3 at scale, specific platforms please”	—	#1	#8	#8
“i'm burning too much money on aws g5 instances, what are some cheaper alternatives for inference”	No	No	#12	No
Growth Areas2q Adjacent, aspirational & visionary	0	0	62	0
“best api for affordable speech to text for a high volume startup”	No	No	#1	No
“most reliable gpu cloud providers for startups in 2026”	No	No	No	No

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

Yes

“how can i lower my cloud gpu bill for ai model inference”

“how to make money with my gaming pc while i'm at work”

“cheapest way to run stable diffusion or llama 3 at scale, specific platforms please”

—

“i'm burning too much money on aws g5 instances, what are some cheaper alternatives for inference”

#12

“best api for affordable speech to text for a high volume startup”

“most reliable gpu cloud providers for startups in 2026”

Competitive Landscape

RunPod

45 mentions

Vast.ai

35 mentions

AWS

34 mentions

Lambda Labs

31 mentions

CoreWeave

24 mentions

Azure

20 mentions

vLLM

17 mentions

GCP

17 mentions

GMI Cloud

15 mentions

A100

13 mentions

Salad

13 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Market-leading visibility for hardware monetization and gaming PC ROI queries, securing #1 positions on Gemini and AI Overviews.

Strength

Effective penetration of the Enterprise ML Infrastructure Lead persona with a 38% mention rate, indicating strong technical resonance.

Strength

Strong performance on cost-specific queries such as 'affordable speech to text' and 'cheapest way to run stable diffusion'.

Recommended Actions

Execute a ChatGPT-specific optimization campaign to secure presence in the platform's training and retrieval paths.

With a 0% mention rate on the world's most-used AI platform, Salad is effectively non-existent to a vast segment of the market.

Develop and distribute high-authority content focused on 'GPU Reliability' and 'Enterprise SLAs' for decentralized clouds.

Salad is currently ignored in trust-based queries, allowing competitors like RunPod and Lambda Labs to dominate the professional market.

Tailor content specifically for the 'Bootstrapped AI Startup Founder' persona focusing on scalability and ease of deployment.

This persona currently shows 0% visibility for Salad, representing a massive untapped segment of the AI model inference market.

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

Cost Effective AI Inference Scaling(3 queries)

“how can i lower my cloud gpu bill for ai model inference”

0/4 platforms mentioned

Core

ChatGPT

1.TensorRT

2.ONNX Runtime

3.NVIDIA TensorRT

4.Hugging Face

5.Olive

+29 more

Claude

1.Atlassian

2.Kubernetes

3.Runpod

4.Hyperstack

5.Modal

Gemini

1.AWS

2.Google Cloud

3.Azure

4.RunPod

5.Lambda Labs

+14 more

AI Overviews

1.GMI Cloud

2.NVIDIA TensorRT-LLM

3.NVIDIA

4.RunPod

5.Modal

+6 more

“cheapest way to run stable diffusion or llama 3 at scale, specific platforms please”

0/3 platforms mentioned

Core

The Bootstrapped AI Startup Founder · CEO & Lead Engineer

Claude

1.Stable Diffusion

2.RunPod

3.VastAI

4.ThinkDiffusion

5.Replicate

+12 more

Gemini

1.AWS

2.GCP

3.SDXL

4.Llama 3

5.DeepInfra

+6 more

AI Overviews

1.Llama 3

2.Groq

3.SiliconFlow

4.DeepInfra

5.Fireworks AI

+13 more

“i'm burning too much money on aws g5 instances, what are some cheaper alternatives for inference”

0/4 platforms mentioned

Core

The Bootstrapped AI Startup Founder · CEO & Lead Engineer

ChatGPT

1.Vast.ai

2.Genesis

3.RunPod

4.Replicate

5.Banana

+15 more

Claude

1.AWS

2.G5

3.AWS Inferentia

4.g4dn

5.EC2

+9 more

Gemini

1.AWS

2.G5 instances

3.Modal

4.RunPod

5.Baseten

+8 more

AI Overviews

1.AWS

2.NVIDIA A10G

3.BentoML

4.Lambda Labs

5.RunPod

+13 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.

Best Practices

docs.nvidia.com

Salad

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

Salad

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

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.