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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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

AI Perception

Summary

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.

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

Agent Breakdown

AI Platforms

How often do different AI platforms reference DevRanker?

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Conversation Analysis

Topics

What conversations is DevRanker included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend DevRanker to, and when?

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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

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

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

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

Data Driven Developer Evaluation(2 queries)

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

0/4 platforms mentioned

ChatGPT

1.GitHub

2.gitinspector

3.git-fame

4.gitstats

5.Gource

+16 more

Claude

1.GitHub

2.GrimoireLab

3.Hatica

4.LinearB

5.Ossinsight

+1 more

Gemini

1.OSS Insight

2.TiDB Cloud

3.React

4.Rust

5.OpenSauced

+10 more

AI Overviews

1.GitHub

2.Cauldron.io

3.GrimoireLab

4.Jira

5.Waydev

+5 more

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

0/4 platforms mentioned

ChatGPT

1.GitHub

2.Telegram

3.Discord

4.Rust

5.Solidity

+27 more

Claude

1.Farcaster

2.GitPOAP

3.NPM

4.Crates.io

5.Reporank.dev

+3 more

Gemini

1.Foundry

2.Echidna

3.OSS Insight

4.Gitsight

5.Bountycaster

+7 more

AI Overviews

1.focuspeople.com

2.GitHub

3.GrimoireLab

4.Bitergia

5.dev.scout

Building A Technical Recruitment Tech Stack(1 query)

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

0/4 platforms mentioned

ChatGPT

1.GitHub

2.GraphQL

3.GitHub Archive

4.BigQuery

5.GitHub Apps

+82 more

Claude

1.GitHub API

2.Octokit

3.PyGithub

4.Apache Kafka

5.AWS Kinesis

+35 more

Gemini

1.SeekOut

2.AmazingHiring

3.HireEZ

4.Hiretual

5.Gitential

+9 more

AI Overviews

1.GitHub

2.SeekOut

3.hireEZ

4.Stack Overflow

5.AmazingHiring

+8 more

Reviewing Developer Sourcing Platforms(1 query)

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

0/4 platforms mentioned

ChatGPT

1.LinkedIn Recruiter

2.GitHub Jobs

3.Hired

4.Triplebyte

5.Toptal

+34 more

Claude

1.Stack Overflow Jobs

2.We Work Remotely

3.AngelList

4.Dribbble

5.Toptal

+16 more

Gemini

1.Wellfound

2.AngelList Talent

3.Otta

4.Levels.fyi

5.Hired

+11 more

AI Overviews

1.Stack Overflow

2.Kaggle

3.daily.dev Recruiter

4.SeekOut

5.GitHub

+14 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

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.

Gap

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

Gap

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

Opportunity

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

Opportunity

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

Opportunity

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

Technical Health

Site Health for AI Visibility

How well DevRanker's website is optimized for AI agent discovery and comprehension.

83/100

13 passed 5 warnings 1 issues

Audited 3/2/2026

Crawlability83

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO87

Titles, descriptions, headings

Content Quality47

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG95

Open Graph, Twitter cards

AI Readability60

How well AI can parse your content

Critical Issues

Content is too thin

Expand your content to at least 300-500 words with valuable information.

Warnings

No robots.txt file found

Create a robots.txt file at your domain root. Optional but recommended.

3 render-blocking resource(s) detected

Consider deferring or async-loading non-critical scripts and stylesheets.

Title is too short (16 characters)

Expand the title to 50-60 characters with descriptive keywords.

Meta description is too short (31 characters)

Expand the description to 150-160 characters with a clear value proposition.

Few internal links on this page

Add more internal links to related pages on your site.

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

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

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations alongside or instead of DevRanker

GitHub28 mentions

Toptal21 mentions

Sourcegraph21 mentions

Solana20 mentions

Gitcoin18 mentions

Wellfound16 mentions

Polkadot15 mentions

Substrate15 mentions

AmazingHiring15 mentions

OpenZeppelin15 mentions

DevRanker1 mention

Source Intelligence

Citations

Sources that AI assistants cite. Getting featured here improves visibility.

Crypto Jobs List

https://cryptojobslist.com/

Referenced in 1 query

Review

Top 7 Platforms for Web3 Rust Developer Jobs in 2025

https://thecryptorecruiters.io/rust-developer-jobs/

Referenced in 1 query

Review

Hire Rust Developer with The Crypto Recruiters

https://thecryptorecruiters.io/hire-rust-developer/

Referenced in 1 query

Review

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

https://www.matchr.io/how-to-find-blockchain-developers-navigating-the-talent-landscape-in-web3/

Referenced in 2 queries

Review

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

https://lemon.io/hire/rust-developers/

Referenced in 1 query

Review

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

https://users.rust-lang.org/t/where-to-find-rust-developer-jobs-do-we-have-any-community-for-rust-jobs/108702

Referenced in 1 query

Review

11 Best Freelance Rust Developers for Hire in March 2026

https://www.toptal.com/developers/rust

Referenced in 1 query

Review

7 Best Sources for Entry Level Crypto Jobs in 2025

https://thecryptorecruiters.io/entry-level-crypto-jobs/

Referenced in 1 query

Review

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

https://cryptojobslist.com/rust

Referenced in 1 query

Review

Hiring Blockchain Developers: The 2025 Playbook - Protofire

https://protofire.io/blog/hiring-blockchain-developers

Referenced in 1 query

Review

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

https://itexpert.work/technologies/rust/

Referenced in 1 query

Review

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

https://medium.com/@arunrsbusiness/open-source-tools-to-analyze-developer-effort-and-time-using-github-data-8217db86852d

Referenced in 1 query

Review

Content Engineering

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.

Impact: High

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.

Impact: High

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.

Impact: Medium

Strengthen third-party mentions on developer-centric forums and subreddits.

AI models prioritize cross-referenced data; increasing the volume of external mentions will help convert brand-specific knowledge into functional recommendations.

Impact: Medium

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