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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Liton Nandi

Visibility0

Vibe50

Businesses/Design & Creative Services/Liton Nandi

AI Visibility & Sentiment

Liton Nandi

Liton Nandi is a UX/UI Designer based in Khulna, Bangladesh, specializing in creating intuitive web and mobile app experiences. He follows a rigorous design process including research, planning, prototyping, and developer handoff to deliver high-quality digital solutions.

Active Monitoring

litonnandi.me

Design & Creative Services

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

aspirational

visionary

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Liton Nandi today.

Liton Nandi currently possesses brand name recognition in direct searches, yet remains functionally invisible across the broader AI ecosystem where high-intent design and product development decisions are made. While the brand is known to AI models when explicitly queried, it fails to influence the decision-making process for startup founders and business owners seeking professional UI/UX and product design expertise.

Working in your favor

Brand recognition exists in direct entity-specific queries across ChatGPT, Claude, and AI Overviews, confirming the brand's presence in current LLM training datasets.

Gaps to close

Total absence in high-intent 'Core' category queries such as professional UI/UX design, SaaS landing page consultancy, and startup MVP development.

Failure to capture interest from key personas including Technical Product Founders and Non-Technical Small Business Owners, who currently rely on platforms like Toptal, Eleken, and Clay for recommendations.

Lack of association with industry-standard design tools and workflows that frequently trigger competitive placements for peers like Figma and Dribbble.

Opportunities

Targeting 'Core' intent queries related to startup MVP design and high-end frontend development to interrupt the current dominance of large marketplaces like Upwork and Toptal.

Optimizing content to align with 'Trust and Evaluation' queries, positioning the brand as an expert guide for business owners navigating design partnership decisions.

Capitalizing on the brand's existing entity recognition to pivot into authority-building content that associates Liton Nandi with modern web app interface refinement.

Highest-Impact Actions

Publish high-authority case studies and thought leadership on 'startup MVP design' and 'SaaS interface optimization'.

Directly addresses the queries where competitors are currently capturing the market share and establishes the brand as a top-tier alternative to generic freelance platforms.

Develop 'How-to' content focused on evaluating and selecting high-end design partners.

Bypasses competitive bidding wars by capturing the attention of decision-makers while they are in the research phase of their buying journey.

Implement a citation and backlink strategy across design-focused digital hubs and industry directories.

Strengthens the semantic link between the brand and high-intent industry keywords, allowing AI models to associate Liton Nandi with professional UI/UX services.

Value Proposition

Delivering end-to-end UX/UI design services that bridge the gap between business goals and user needs through a transparent, research-backed design workflow.

Overview

Mission

To ensure client satisfaction by transforming their ideas into reality and bringing their visions to life through creative, thoughtful, and user-centric design.

Products & Services

Mobile App UI/UX DesignWeb & Landing Page DesignProduct Design ConsultationFigma PrototypingWeb DesignMobile App DesignWireframingPrototypingUser Research

Current State

Visibility Landscape

A high-level view of how Liton Nandi 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	50	50
“What do you know about Liton Nandi? What do they do and what's their reputation?”	Neutral	Neutral	Neutral	Neutral
Core3q Product/service category queries	0	0	0	0
“who are the best freelance designers or agencies for building a mobile app prototype in figma”	No	No	No	No
“what are some reputable design consultancies for a saas landing page redesign”	No	No	No	No
“recommend professional ui ux designers for startup mvps”	No	No	No	No
Growth Areas6q Adjacent, aspirational & visionary	0	0	0	0
“where can i hire experts to refine my current web app interface for better usability”	No	No	No	No
“what should i look for when hiring a freelance ui ux designer for my startup”	No	No	No	No
“best web development agencies that also handle high-end front-end design”	No	No	No	No
“top-rated agencies for startup product design and feature prototyping”	No	No	No	No
“how do i compare figma design agencies for a web project”	No	No	No	No
“best way to find vetted digital product designers for long term projects”	No	No	No	No

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

Neutral

“who are the best freelance designers or agencies for building a mobile app prototype in figma”

“what are some reputable design consultancies for a saas landing page redesign”

“recommend professional ui ux designers for startup mvps”

“where can i hire experts to refine my current web app interface for better usability”

“what should i look for when hiring a freelance ui ux designer for my startup”

“best web development agencies that also handle high-end front-end design”

“top-rated agencies for startup product design and feature prototyping”

“how do i compare figma design agencies for a web project”

“best way to find vetted digital product designers for long term projects”

Competitive Landscape

Toptal

54 mentions

Figma

49 mentions

Upwork

43 mentions

Dribbble

32 mentions

Ramotion

30 mentions

Eleken

30 mentions

Clay

29 mentions

Behance

28 mentions

Slack

22 mentions

IDEO

16 mentions

Liton Nandi

0 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Brand recognition exists in direct entity-specific queries across ChatGPT, Claude, and AI Overviews, confirming the brand's presence in current LLM training datasets.

Gap

Total absence in high-intent 'Core' category queries such as professional UI/UX design, SaaS landing page consultancy, and startup MVP development.

Gap

Recommended Actions

Publish high-authority case studies and thought leadership on 'startup MVP design' and 'SaaS interface optimization'.

Directly addresses the queries where competitors are currently capturing the market share and establishes the brand as a top-tier alternative to generic freelance platforms.

Develop 'How-to' content focused on evaluating and selecting high-end design partners.

Bypasses competitive bidding wars by capturing the attention of decision-makers while they are in the research phase of their buying journey.

Implement a citation and backlink strategy across design-focused digital hubs and industry directories.

Strengthens the semantic link between the brand and high-intent industry keywords, allowing AI models to associate Liton Nandi with professional UI/UX services.

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

Professional UI/UX Design & Prototyping Services(3 queries)

“who are the best freelance designers or agencies for building a mobile app prototype in figma”

0/4 platforms mentioned

Core

ChatGPT

1.Figma

2.IDEO

3.frog

4.Capgemini Invent

5.Work & Co

+8 more

Claude

1.Figma

2.Toptal

3.Upwork

4.Fiverr

5.Arc.dev

+2 more

Gemini

1.Figma

2.Toptal

3.Upwork

4.Arc.dev

5.Guru

+10 more

AI Overviews

1.Figma

2.Toptal

3.Arc

4.Booking.com

5.Fox Sports

+13 more

“what are some reputable design consultancies for a saas landing page redesign”

0/4 platforms mentioned

Core

The Technical Product Founder · Chief Technology Officer / Founder

ChatGPT

1.Eleken

2.Figma

3.Ramotion

4.Clay

5.MetaLab

+10 more

Claude

1.SaaSHero

2.Bop Design

3.MetaLab

4.Clay

5.Ramotion

+4 more

Gemini

1.StanVision

2.Eleken

3.CodeTheorem

4.Arounda

5.Ramotion

+9 more

AI Overviews

1.Clay

2.Slack

3.Stripe

4.Coinbase

5.Ramotion

+10 more

“recommend professional ui ux designers for startup mvps”

0/4 platforms mentioned

Core

The Technical Product Founder · Chief Technology Officer / Founder

ChatGPT

1.Toptal

2.Figma (FigJam)

3.Dribbble

4.Behance

5.Upwork

+14 more

Claude

1.Impekable

2.Eleken

3.Wavespace

4.Webflow

5.F22 Labs

+3 more

Gemini

1.Toptal

2.Upwork

3.Fiverr (Fiverr Pro)

4.Dribbble

5.Bonsai

+1 more

AI Overviews

1.Wavespace

2.Eleken

3.Gapsy Studio

4.Lazarev.agency

5.Design Monks

+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.

IDEO case examples

edges.ideo.com

Liton Nandi

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Explore Design & Creative Services

Start gettingrecommended by AI.

Frequently asked questions

Liton Nandi

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Explore Design & Creative Services

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.