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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Vibers AI

Visibility0

Vibe67

Businesses/Technology / Software Development/Vibers AI

AI Visibility & Sentiment

Vibers AI

Vibers AI is a specialized AI services development firm that provides end-to-end product development for businesses looking to integrate artificial intelligence. The company focuses on accelerating business innovation by offering a full-cycle approach—from initial diagnostics and rapid MVP launches to fully customized AI services designed to reduce operational costs and drive sustainable growth.

Active Monitoring

landing.vibers-ai.com

Technology / Software Development

AI Visibility Score

0/100

Invisible

Sentiment Score

67/100

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

aspirational

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Vibers AI today.

Vibers AI currently exists as a ghost in the AI ecosystem, possessing zero brand presence in high-intent purchase queries despite having a recognizable digital footprint when searched by name. While the brand is indexed correctly as an entity, it is failing to capture any market share in the critical evaluation phase where decision-makers actively compare AI development partners.

Working in your favor

Successful entity recognition, as evidenced by consistent top-ranking placement in direct brand name discovery queries across ChatGPT, Gemini, and AI Overviews.

Gaps to close

Total absence in 'core' business category queries such as custom AI MVP development and AI workflow auditing.

Lack of inclusion in comparative analysis queries, allowing competitors like Scale AI, Accenture, and LeewayHertz to dominate the recommendation landscape.

Failure to reach critical buyer personas, specifically the Technical Implementation Lead and the Operations Strategist, during their vendor evaluation process.

Opportunities

Optimize content to align with 'best-of' and comparative query structures that are currently driving traffic to established industry players.

Build a thought leadership engine focused on the specific pain points identified in the audit: proprietary financial AI, customer support automation, and custom MVP development.

Establish an authoritative presence in the AI development services ecosystem by creating high-intent educational resources that address selection criteria for enterprise AI vendors.

Highest-Impact Actions

Execute an entity-alignment and content-mapping strategy targeting high-intent AI development keywords.

The brand is completely missing from the evaluation funnel; capturing traffic from 'custom AI MVP' and 'AI strategy' queries is essential to shifting from invisible to considered.

Develop comparative, vendor-neutral benchmarking content for the 'Selecting Specialized AI Development Partners' query space.

Competitors like LeewayHertz and Scale AI are winning by positioning themselves as the standard; creating content that addresses how to vet partners will place Vibers AI into these recommendation cycles.

Launch a series of technical deep-dive articles or case studies tailored to the 'Technical Implementation Lead' persona.

Establishing technical credibility is the bridge between being a name in a search bar and being a viable vendor for complex enterprise-grade projects.

Value Proposition

Vibers AI offers the only all-in-one, cosmetics-specialized platform that reduces operational costs (e.g., 90% reduction in photography costs) and increases marketing performance (e.g., 34% CTR improvement) by unifying data sources into a single AI autopilot.

Overview

Mission

To transform how teams work and businesses innovate by providing tailored, efficient, and scalable autonomous AI agents that execute complex tasks with minimal supervision.

Products & Services

AI DiagnosticsRapid MVP LaunchCustomized AI MarketingAI Customer Support SolutionsAlpha Trading/Financial AIV-Rainmaker (Market Intelligence)V-Scouter (Influencer Discovery)V-Contents (AI Photography)V-Manager (Campaign Management)V-Inventory (Supply Chain)Maestro Chat (AI Assistant)

Current State

Visibility Landscape

A high-level view of how Vibers AI performs across AI platforms, broken down by strategic priority level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Sentiment when asked about the brand directly	50	—	50	100
“What do you know about Vibers AI? What do they do and what's their reputation?”	Neutral	—	Neutral	Positive
Core5q Product/service category queries	0	0	0	0
“who are the top agencies that can build a custom ai mvp for a startup”	No	No	No	No
“what should i look for when hiring an outside team for enterprise ai integration”	No	No	No	No
“find me software development companies that specialize in building autonomous ai agents”	No	No	No	No
“is it better to use scale ai or a smaller firm for building custom enterprise ai services”	No	No	No	No
“best reviewed software firms for custom ai development in south korea and north america”	No	No	No	No
Growth Areas4q Adjacent, aspirational & visionary	0	0	0	0
“best vendors for auditing my current workflows to see where ai can save us money”	No	No	No	No
“what tools or services help businesses automate customer support using custom models”	No	No	No	No
“recommend companies that can build proprietary financial ai trading bots for small firms”	No	No	No	No
“compare specialized ai services firms to yext or botify for business innovation”	No	No	No	No

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

Neutral

—

Neutral

Positive

“who are the top agencies that can build a custom ai mvp for a startup”

“what should i look for when hiring an outside team for enterprise ai integration”

“find me software development companies that specialize in building autonomous ai agents”

“is it better to use scale ai or a smaller firm for building custom enterprise ai services”

“best reviewed software firms for custom ai development in south korea and north america”

“best vendors for auditing my current workflows to see where ai can save us money”

“what tools or services help businesses automate customer support using custom models”

“recommend companies that can build proprietary financial ai trading bots for small firms”

“compare specialized ai services firms to yext or botify for business innovation”

Brand Ecosystem

Accenture

20 mentions

RTS Labs

18 mentions

LeewayHertz

15 mentions

Scale AI

12 mentions

Azumo

12 mentions

Neurons Lab

11 mentions

Ada

10 mentions

Deloitte

9 mentions

Appinventiv

8 mentions

Markovate

8 mentions

Vibers AI

0 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Successful entity recognition, as evidenced by consistent top-ranking placement in direct brand name discovery queries across ChatGPT, Gemini, and AI Overviews.

Gap

Total absence in 'core' business category queries such as custom AI MVP development and AI workflow auditing.

Gap

Lack of inclusion in comparative analysis queries, allowing competitors like Scale AI, Accenture, and LeewayHertz to dominate the recommendation landscape.

Recommended Actions

Execute an entity-alignment and content-mapping strategy targeting high-intent AI development keywords.

The brand is completely missing from the evaluation funnel; capturing traffic from 'custom AI MVP' and 'AI strategy' queries is essential to shifting from invisible to considered.

Develop comparative, vendor-neutral benchmarking content for the 'Selecting Specialized AI Development Partners' query space.

Launch a series of technical deep-dive articles or case studies tailored to the 'Technical Implementation Lead' persona.

Establishing technical credibility is the bridge between being a name in a search bar and being a viable vendor for complex enterprise-grade projects.

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 Development & MVP Services(3 queries)

“who are the top agencies that can build a custom ai mvp for a startup”

0/4 platforms mentioned

Core

ChatGPT

1.Thoughtworks

2.Accenture

3.EPAM

4.Cognizant

5.BuildFound

+5 more

Claude

1.LeewayHertz

2.DATAFOREST

3.Kitrum

4.Wildnet Edge

5.FeatherFlow

+9 more

Gemini

1.Cabot Technology Solutions

2.Intellectsoft

3.Appinventiv

4.Algoworks

5.TechnoBrains Business Solutions

+8 more

AI Overviews

1.Valtorian

2.Modall

3.DataRoot Labs

4.Blue Label Labs

5.TeaCode.io

+2 more

“find me software development companies that specialize in building autonomous ai agents”

0/4 platforms mentioned

Core

The Technical Implementation Lead · Lead Software Engineer

ChatGPT

1.Cognizant (Agent Foundry)

2.Thoughtworks

3.Teneo

4.Slalom (Agentforce)

5.Salesforce

+10 more

Claude

1.RTS Labs

2.DevCom

3.Kanerika

4.Factory

5.Cognition

+4 more

Gemini

1.Moveworks

2.SoluLab

3.Azumo

4.DevCom

5.Kanerika

+29 more

AI Overviews

1.RTS Labs

2.Intellectyx

3.Azilen Technologies

4.Neurons Lab

5.LeewayHertz (AutoGen)

+9 more

“is it better to use scale ai or a smaller firm for building custom enterprise ai services”

0/4 platforms mentioned

Core

The Technical Implementation Lead · Lead Software Engineer

ChatGPT

1.Scale AI

Claude

1.Scale AI

2.xAI

3.RTS Labs

4.InData Labs

5.Labelbox (Alignerr)

Gemini

1.Scale AI

2.Google Cloud

3.Azure

4.PyTorch

AI Overviews

1.Scale AI

2.Azure

3.Google Cloud

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.

Thoughtworks Launches Gen Ai Product Accelerator

thoughtworks.com

Vibers 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 Technology / Software Development

Start gettingrecommended by AI.

Frequently asked questions

Vibers 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 Technology / Software Development

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.