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

DevRanker

Visibility0

Vibe63

Businesses/Technology/DevRanker

AI Visibility & Sentiment

DevRanker

DevRanker is a developer talent discovery platform that indexes over 3.2 million GitHub profiles to help companies connect with top developers based on their actual code contributions. The platform enables targeted outreach by analyzing developers' skills, languages, and contribution patterns.

Active Monitoring

devranker.com

Technology Startups

AI Visibility Score

0/100

Invisible

Sentiment Score

63/100

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 DevRanker today.

DevRanker suffers from a total discovery vacuum, where AI engines recognize the brand during direct inquiries but fail to recommend it as a solution for any functional industry challenges. While competitors like GitHub and Sourcegraph are the default authorities for developer evaluation, DevRanker remains an isolated entity that LLMs have yet to map to the critical high-growth Web3 and technical sourcing niches.

Working in your favor

High brand recognition in direct 'vibe check' queries across ChatGPT, Claude, and Gemini, indicating that the underlying models have ingested the brand's basic existence.

Top-tier positioning for brand-specific searches on AI Overviews, providing a solid foundation for brand-direct navigation.

Gaps to close

Complete absence from 'Sourcing Specialized Technical Talent' queries, allowing Gitcoin and Solana to dominate the Web3 recruitment narrative.

Zero visibility within the 'Data-Driven Developer Evaluation' category, which is a critical missed opportunity for the Code-First Engineering Manager persona.

Failed to appear in any 'Building a Technical Recruitment Tech Stack' recommendations, leaving the field open for Toptal and Wellfound.

Opportunities

Aggressively target the 'Rust' and 'Solidity' talent sourcing niche to displace current leaders like Solana and Polkadot in Web3 founder queries.

Develop and index content specifically around 'GitHub coding impact' to bridge the gap between brand awareness and functional utility for technical sourcers.

Leverage the existing high ranking in brand-direct queries to pivot toward comparison-based content that links DevRanker to established competitors like Toptal.

Highest-Impact Actions

Optimize technical documentation for 'Rust' and 'Solidity' sourcing intent.

The brand is currently ignored by the High-Growth Web3 Founder persona; specific technical keywords will help LLMs associate DevRanker with these high-value sourcing needs.

Publish comparative 'Best Of' lists and integration guides with GitHub.

Since GitHub and Sourcegraph are the dominant authorities, DevRanker must establish a semantic relationship with these platforms to be included in 'Data-Driven Developer Evaluation' results.

Create content focused on 'Technical Recruitment Tech Stacks'.

AI models are failing to categorize DevRanker as a tool; appearing in stack-oriented queries will improve visibility for Efficiency-Driven Technical Sourcers.

Value Proposition

Connect with the best developers using data-driven insights from their actual code contributions rather than traditional resume-based recruiting.

Overview

Mission

Connecting best developers using relevant code contributions for outreach

Products & Services

GitHub profile indexing and searchDeveloper talent databaseCode contribution analyticsDeveloper outreach toolsSkills and language filtering

Current State

Visibility Landscape

A high-level view of how DevRanker 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	94
“What do you know about DevRanker? What do they do and what's their reputation?”	#1	#1	#1	#2
Core6q Product/service category queries	0	0	0	0
“how to find good rust developers for a blockchain project that aren't on linkedin”	No	No	No	No
“how can I see a developer's real coding impact across github projects, are there tools for this?”	No	No	No	No
“best developer sourcing platforms that aren't linkedin recruiter or github jobs”	No	No	No	No
“what's the best way to source web3 devs based on their github activity”	No	No	No	No
“help me find senior solidity engineers for a new startup, what tools should I use”	—	No	No	No
“help me evaluate developer candidates by looking at their open source contributions”	No	No	No	No
Growth Areas1q Adjacent, aspirational & visionary	0	0	0	0
“help me build a tech stack for technical recruiting that focuses on github profile indexing”	No	No	No	No

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

“how to find good rust developers for a blockchain project that aren't on linkedin”

“how can I see a developer's real coding impact across github projects, are there tools for this?”

“best developer sourcing platforms that aren't linkedin recruiter or github jobs”

“what's the best way to source web3 devs based on their github activity”

“help me find senior solidity engineers for a new startup, what tools should I use”

—

“help me evaluate developer candidates by looking at their open source contributions”

“help me build a tech stack for technical recruiting that focuses on github profile indexing”

Competitive Landscape

GitHub

28 mentions

Toptal

21 mentions

Sourcegraph

21 mentions

Solana

20 mentions

Gitcoin

18 mentions

Wellfound

16 mentions

Polkadot

15 mentions

Substrate

15 mentions

AmazingHiring

15 mentions

OpenZeppelin

15 mentions

DevRanker

1 mention

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

High brand recognition in direct 'vibe check' queries across ChatGPT, Claude, and Gemini, indicating that the underlying models have ingested the brand's basic existence.

Strength

Top-tier positioning for brand-specific searches on AI Overviews, providing a solid foundation for brand-direct navigation.

Gap

Complete absence from 'Sourcing Specialized Technical Talent' queries, allowing Gitcoin and Solana to dominate the Web3 recruitment narrative.

Recommended Actions

Optimize technical documentation for 'Rust' and 'Solidity' sourcing intent.

The brand is currently ignored by the High-Growth Web3 Founder persona; specific technical keywords will help LLMs associate DevRanker with these high-value sourcing needs.

Publish comparative 'Best Of' lists and integration guides with GitHub.

Since GitHub and Sourcegraph are the dominant authorities, DevRanker must establish a semantic relationship with these platforms to be included in 'Data-Driven Developer Evaluation' results.

Create content focused on 'Technical Recruitment Tech Stacks'.

AI models are failing to categorize DevRanker as a tool; appearing in stack-oriented queries will improve visibility for Efficiency-Driven Technical Sourcers.

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

Sourcing Specialized Technical Talent(3 queries)

“how to find good rust developers for a blockchain project that aren't on linkedin”

0/4 platforms mentioned

Core

ChatGPT

1.GitHub

2.crates.io

3.Rust Forum

4.rustjobs.dev

5.Solana

+32 more

Claude

1.GitHub

2.GitLab

3.Substrate

4.Solana

5.Polkadot

+18 more

Gemini

1.Solana

2.Polkadot

3.Substrate

4.Near Protocol

5.Crates.io

+24 more

AI Overviews

1.GitHub

2.Solana

3.Polkadot

4.Substrate

5.Near

+16 more

“what's the best way to source web3 devs based on their github activity”

0/4 platforms mentioned

Core

The High-Growth Web3 Founder · CEO & Technical Founder

ChatGPT

1.GitHub

2.Discord

3.Telegram

4.Farcaster

5.Sourcegraph

+28 more

Claude

1.Uniswap

2.Aave

3.Curve

4.OpenZeppelin

5.Ghostwriter AI

+3 more

Gemini

1.OSS Insight

2.Uniswap

3.Curve

4.Solana

5.A-Frame

+8 more

AI Overviews

1.Foundry

2.Hardhat

3.OpenZeppelin Contracts

4.Geth

5.Prysm

+7 more

“help me find senior solidity engineers for a new startup, what tools should I use”

0/3 platforms mentioned

Core

The High-Growth Web3 Founder · CEO & Technical Founder

Claude

1.Farcaster

2.GitHub

3.OpenZeppelin

4.Uniswap

5.dYdX

+8 more

Gemini

1.Dora

2.Fingerprint

3.Uniswap

4.GMX

5.Curve

+22 more

AI Overviews

No brands listed

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.

Crypto Jobs List

cryptojobslist.com

Web1 ref

Top 7 Platforms for Web3 Rust Developer Jobs in 2025

thecryptorecruiters.io

Web1 ref

Hire Rust Developer with The Crypto Recruiters

thecryptorecruiters.io

Web1 ref

How to Find Blockchain Developers: Navigating the Talent ...

matchr.io

Web1 ref

Hire Rust Developers | Dedicated Vetted ... - Lemon.io

lemon.io

Web1 ref

Where to find Rust developer jobs? do we have any ...

users.rust-lang.org

Web1 ref

11 Best Freelance Rust Developers for Hire in March 2026

toptal.com

Web1 ref

7 Best Sources for Entry Level Crypto Jobs in 2025

thecryptorecruiters.io

Web1 ref

Web3 Rust Jobs - $72k-$254k/year

cryptojobslist.com

Web1 ref

Hiring Blockchain Developers: The 2025 Playbook - Protofire

protofire.io

Web1 ref

How to Find a Rust Developer for Your IT Company - ITExpert

itexpert.work

Web1 ref

Open-Source Tools to Analyze Developer Effort and Time ...

medium.com

Blog1 ref

Unleashing the Power of Git Statistics: How to Track, Analyze, and ...

dev.to

Web1 ref

For Open Source Devs: What metrics do you track ... - Reddit

reddit.com

Forum1 ref

Viewing a project's contributors - GitHub Docs

docs.github.com

Code1 ref

Brand Identity

Brand Voice & Style

How AI perceives DevRanker's communication style and personality

DevRanker communicates with a confident, data-driven tone that appeals to technical audiences. The brand voice is direct and no-nonsense, emphasizing measurable results like the 3.2M+ developers indexed. There's an underlying startup energy with credibility signals from Web3 partnerships and Orange DAO backing. The communication style is professional yet accessible, avoiding corporate jargon while maintaining technical credibility.

Core Tone Traits

Data-Driven & Analytical

Leads with metrics and quantifiable results to establish credibility

Direct & No-Nonsense

Clear, concise messaging without fluff or unnecessary complexity

Tech-Savvy & Developer-Friendly

Speaks the language of developers and technical recruiters

Confident & Credible

Backed by notable Web3 partnerships and VC support

Visual Identity

Primary

#0A0A0A

Secondary

#FFFFFF

Accent

#8B5CF6

Background

#FFFFFF

Foreground

#111111

Backing

Investors

Orange Fund

Engineer content that makes AI agents recommend you

Pendium analyzes how AI platforms perceive your brand, reverse-engineers what they already cite, and continuously publishes content designed to fill gaps and earn more mentions — on autopilot, with you in the loop.

Data generated by Pendium.ai AI visibility scanning. Last scanned March 2, 2026.

Explore Technology

The Individual Privacy & Sovereignty Company

Start getting
recommended by AI.

Enter your website to see exactly what ChatGPT, Claude, and Gemini say about your business. Free, instant, and eye-opening.

Free visibility scanResults in 2 minutesNo credit card required

Frequently asked questions

Don't see your question? Book a demo and we'll walk you through it.

Businesses/Technology/DevRanker

AI Visibility & Sentiment

DevRanker

Active Monitoring

devranker.com

Technology Startups

AI Visibility Score

0/100

Invisible

Sentiment Score

63/100

Score by Priority

core

adjacent

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe DevRanker today.

Working in your favor

High brand recognition in direct 'vibe check' queries across ChatGPT, Claude, and Gemini, indicating that the underlying models have ingested the brand's basic existence.

Top-tier positioning for brand-specific searches on AI Overviews, providing a solid foundation for brand-direct navigation.

Gaps to close

Complete absence from 'Sourcing Specialized Technical Talent' queries, allowing Gitcoin and Solana to dominate the Web3 recruitment narrative.

Zero visibility within the 'Data-Driven Developer Evaluation' category, which is a critical missed opportunity for the Code-First Engineering Manager persona.

Failed to appear in any 'Building a Technical Recruitment Tech Stack' recommendations, leaving the field open for Toptal and Wellfound.

Opportunities

Aggressively target the 'Rust' and 'Solidity' talent sourcing niche to displace current leaders like Solana and Polkadot in Web3 founder queries.

Develop and index content specifically around 'GitHub coding impact' to bridge the gap between brand awareness and functional utility for technical sourcers.

Leverage the existing high ranking in brand-direct queries to pivot toward comparison-based content that links DevRanker to established competitors like Toptal.

Highest-Impact Actions

Optimize technical documentation for 'Rust' and 'Solidity' sourcing intent.

The brand is currently ignored by the High-Growth Web3 Founder persona; specific technical keywords will help LLMs associate DevRanker with these high-value sourcing needs.

Publish comparative 'Best Of' lists and integration guides with GitHub.

Since GitHub and Sourcegraph are the dominant authorities, DevRanker must establish a semantic relationship with these platforms to be included in 'Data-Driven Developer Evaluation' results.

Create content focused on 'Technical Recruitment Tech Stacks'.

AI models are failing to categorize DevRanker as a tool; appearing in stack-oriented queries will improve visibility for Efficiency-Driven Technical Sourcers.

Value Proposition

Connect with the best developers using data-driven insights from their actual code contributions rather than traditional resume-based recruiting.

Overview

Mission

Connecting best developers using relevant code contributions for outreach

Products & Services

GitHub profile indexing and searchDeveloper talent databaseCode contribution analyticsDeveloper outreach toolsSkills and language filtering

Current State

Visibility Landscape

A high-level view of how DevRanker 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	94
“What do you know about DevRanker? What do they do and what's their reputation?”	#1	#1	#1	#2
Core6q Product/service category queries	0	0	0	0
“how to find good rust developers for a blockchain project that aren't on linkedin”	No	No	No	No
“how can I see a developer's real coding impact across github projects, are there tools for this?”	No	No	No	No
“best developer sourcing platforms that aren't linkedin recruiter or github jobs”	No	No	No	No
“what's the best way to source web3 devs based on their github activity”	No	No	No	No
“help me find senior solidity engineers for a new startup, what tools should I use”	—	No	No	No
“help me evaluate developer candidates by looking at their open source contributions”	No	No	No	No
Growth Areas1q Adjacent, aspirational & visionary	0	0	0	0
“help me build a tech stack for technical recruiting that focuses on github profile indexing”	No	No	No	No

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

“how to find good rust developers for a blockchain project that aren't on linkedin”

“how can I see a developer's real coding impact across github projects, are there tools for this?”

“best developer sourcing platforms that aren't linkedin recruiter or github jobs”

“what's the best way to source web3 devs based on their github activity”

“help me find senior solidity engineers for a new startup, what tools should I use”

—

“help me evaluate developer candidates by looking at their open source contributions”

“help me build a tech stack for technical recruiting that focuses on github profile indexing”

Competitive Landscape

GitHub

28 mentions

Toptal

21 mentions

Sourcegraph

21 mentions

Solana

20 mentions

Gitcoin

18 mentions

Wellfound

16 mentions

Polkadot

15 mentions

Substrate

15 mentions

AmazingHiring

15 mentions

OpenZeppelin

15 mentions

DevRanker

1 mention

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

High brand recognition in direct 'vibe check' queries across ChatGPT, Claude, and Gemini, indicating that the underlying models have ingested the brand's basic existence.

Strength

Top-tier positioning for brand-specific searches on AI Overviews, providing a solid foundation for brand-direct navigation.

Gap

Complete absence from 'Sourcing Specialized Technical Talent' queries, allowing Gitcoin and Solana to dominate the Web3 recruitment narrative.

Recommended Actions

Optimize technical documentation for 'Rust' and 'Solidity' sourcing intent.

The brand is currently ignored by the High-Growth Web3 Founder persona; specific technical keywords will help LLMs associate DevRanker with these high-value sourcing needs.

Publish comparative 'Best Of' lists and integration guides with GitHub.

Since GitHub and Sourcegraph are the dominant authorities, DevRanker must establish a semantic relationship with these platforms to be included in 'Data-Driven Developer Evaluation' results.

Create content focused on 'Technical Recruitment Tech Stacks'.

AI models are failing to categorize DevRanker as a tool; appearing in stack-oriented queries will improve visibility for Efficiency-Driven Technical Sourcers.

Programmatic Testing

Sample Conversations

ChatGPT

Claude

Gemini

AI Overviews

Sourcing Specialized Technical Talent(3 queries)

“how to find good rust developers for a blockchain project that aren't on linkedin”

0/4 platforms mentioned

Core

ChatGPT

1.GitHub

2.crates.io

3.Rust Forum

4.rustjobs.dev

5.Solana

+32 more

Claude

1.GitHub

2.GitLab

3.Substrate

4.Solana

5.Polkadot

+18 more

Gemini

1.Solana

2.Polkadot

3.Substrate

4.Near Protocol

5.Crates.io

+24 more

AI Overviews

1.GitHub

2.Solana

3.Polkadot

4.Substrate

5.Near

+16 more

“what's the best way to source web3 devs based on their github activity”

0/4 platforms mentioned

Core

The High-Growth Web3 Founder · CEO & Technical Founder

ChatGPT

1.GitHub

2.Discord

3.Telegram

4.Farcaster

5.Sourcegraph

+28 more

Claude

1.Uniswap

2.Aave

3.Curve

4.OpenZeppelin

5.Ghostwriter AI

+3 more

Gemini

1.OSS Insight

2.Uniswap

3.Curve

4.Solana

5.A-Frame

+8 more

AI Overviews

1.Foundry

2.Hardhat

3.OpenZeppelin Contracts

4.Geth

5.Prysm

+7 more

“help me find senior solidity engineers for a new startup, what tools should I use”

0/3 platforms mentioned

Core

The High-Growth Web3 Founder · CEO & Technical Founder

Claude

1.Farcaster

2.GitHub

3.OpenZeppelin

4.Uniswap

5.dYdX

+8 more

Gemini

1.Dora

2.Fingerprint

3.Uniswap

4.GMX

5.Curve

+22 more

AI Overviews

No brands listed

Source Intelligence

Citations

Crypto Jobs List

cryptojobslist.com

Web1 ref

Top 7 Platforms for Web3 Rust Developer Jobs in 2025

thecryptorecruiters.io

Web1 ref

Hire Rust Developer with The Crypto Recruiters

thecryptorecruiters.io

Web1 ref

How to Find Blockchain Developers: Navigating the Talent ...

matchr.io

Web1 ref

Hire Rust Developers | Dedicated Vetted ... - Lemon.io

lemon.io

Web1 ref

Where to find Rust developer jobs? do we have any ...

users.rust-lang.org

Web1 ref

11 Best Freelance Rust Developers for Hire in March 2026

toptal.com

Web1 ref

7 Best Sources for Entry Level Crypto Jobs in 2025

thecryptorecruiters.io

Web1 ref

Web3 Rust Jobs - $72k-$254k/year

cryptojobslist.com

Web1 ref

Hiring Blockchain Developers: The 2025 Playbook - Protofire

protofire.io

Web1 ref

How to Find a Rust Developer for Your IT Company - ITExpert

itexpert.work

Web1 ref

Open-Source Tools to Analyze Developer Effort and Time ...

medium.com

Blog1 ref

Unleashing the Power of Git Statistics: How to Track, Analyze, and ...

dev.to

Web1 ref

For Open Source Devs: What metrics do you track ... - Reddit

reddit.com

Forum1 ref

Viewing a project's contributors - GitHub Docs

docs.github.com

Code1 ref

Brand Identity

Brand Voice & Style

How AI perceives DevRanker's communication style and personality

Core Tone Traits

Data-Driven & Analytical

Leads with metrics and quantifiable results to establish credibility

Direct & No-Nonsense

Clear, concise messaging without fluff or unnecessary complexity

Tech-Savvy & Developer-Friendly

Speaks the language of developers and technical recruiters

Confident & Credible

Backed by notable Web3 partnerships and VC support

Visual Identity

Primary

#0A0A0A

Secondary

#FFFFFF

Accent

#8B5CF6

Background

#FFFFFF

Foreground

#111111

Backing

Investors

Orange Fund

Engineer content that makes AI agents recommend you

Data generated by Pendium.ai AI visibility scanning. Last scanned March 2, 2026.

Explore Technology

The Individual Privacy & Sovereignty Company

DevRanker

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Technology

Start gettingrecommended by AI.

Frequently asked questions

DevRanker

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Technology

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.