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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Drobinin Limited

Visibility0

Vibe88

Businesses/Information Technology/Drobinin Limited

AI Visibility & Sentiment

Drobinin Limited

Drobinin Limited is an independent consultancy led by Vadim Drobinin, specializing in high-stakes iOS development, architectural modernization, and security auditing. With a track record of award-winning apps and experience in FDA-regulated environments, the company provides expert-level engineering for startups and large-scale enterprises.

Active Monitoring

drobinin.com

Information Technology

AI Visibility Score

0/100

Invisible

Sentiment Score

88/100

Score by Reach

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 Drobinin Limited today.

Drobinin Limited is currently missing from the AI ecosystem, maintaining zero visibility in high-intent searches for mobile app rescue, architectural reviews, and strategic technical advisory. While the brand is recognized when explicitly queried by name, it fails to appear in competitive landscape assessments where key rivals like Hedgehog Lab and Waracle dominate the conversation.

Value Proposition

Drobinin offers specialized, senior-level iOS expertise and high-stakes troubleshooting, guaranteeing that work is performed by experts rather than outsourced, distinguishing them from generalist agencies.

Overview

Mission

Crafting apps that delight users and win awards.

Products & Services

iOS & Vision Pro DevelopmentArchitecture Reviews & Project FirefightingSecurity & Compliance AuditsStrategic Advisory & RetainersDocketConstellationMurmurLexieFermentoSilkNotchResidencyEpsyGlintTheseus

Current State

Visibility Landscape

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

	ChatGPT	Claude	Gemini	AI Overviews
Reputation Brand recognition & direct queries	0	0	0	0
Core Topics Product/service category queries	0	0	0	0
Growth Areas Adjacent, aspirational & visionary	0	0	0	0

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

Competitive Landscape

Toptal

18 mentions

Hedgehog Lab

15 mentions

Intellectsoft

13 mentions

WillowTree

13 mentions

Sentry

10 mentions

ScienceSoft

10 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Brand recognition exists as a known entity when users perform direct, branded identity checks across ChatGPT, Claude, and Gemini.

Gap

Complete absence in 'Core' intent queries related to mobile app development, rescue of buggy apps, and 'vibecoded' clean-up.

Gap

Failure to capture traffic from 'Evaluating Technical Partners' queries where competitors are successfully positioned as industry alternatives.

Recommended Actions

Develop a 'Technical Rescue & Recovery' content pillar.

High-intent queries related to fixing buggy apps and cleaning up 'ai slop' represent the most direct path to capturing immediate demand and proving technical competence.

Execute a digital footprint expansion focused on 'Competitor Alternative' keywords.

Users actively searching for alternatives to Hedgehog Lab or Waracle are currently funneled entirely away from Drobinin; capturing these searches is critical to competitive displacement.

Publish case studies and white papers specifically targeting 'Strategic Technical Growth' personas.

There is a void in the current search results for expert advice on scaling teams without compromising code quality, an area where Drobinin can establish authority.

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

Mobile App Development & Rescue(5 queries)

“best ios consultancies for fixing buggy apps that have high crash rates”

0/4 platforms mentioned

Core

ChatGPT

1.Zee Palm

2.Fractional CTO Experts

3.Grid Dynamics

4.SmartBear (Bugsnag)

5.Luciq

+3 more

Claude

1.Andersen

2.Intellectsoft

3.Hedgehog Lab

4.Dom & Tom

5.Orangesoft

+6 more

Gemini

1.App Maisters

2.Simpalm

3.TechnBrains

4.RisingMax

5.Intellectsoft

+8 more

AI Overviews

1.Big Nerd Ranch

2.Intellectsoft

3.WillowTree

4.hedgehog lab

5.Utility

+9 more

“who are the top agencies for complex vision pro and ios app development”

0/4 platforms mentioned

Core

The Technical CTO Evaluator · Chief Technology Officer in Fintech Sector

ChatGPT

1.Frame Sixty

2.hedgehog lab

3.Innowise

4.Seisan

5.Groove Jones

+1 more

Claude

1.Accenture

2.Cognizant

3.Treeview

4.Frame Sixty

5.Big Human

+6 more

Gemini

1.Frame Sixty

2.Treeview

3.Vrinsoft Technology

4.CodigoDelSur

5.Mobulous Technologies

+2 more

AI Overviews

1.Frame Sixty

2.WillowTree

3.Globant

4.Treeview

5.Cognizant

+6 more

“ios dev to clean up ai slop”

0/4 platforms mentioned

Core

The Technical CTO Evaluator · Chief Technology Officer in Fintech Sector

ChatGPT

1.LangChain

2.LlamaIndex

3.Guardrails.ai

4.Postgres

5.Pinecone

+2 more

Claude

1.Swift

2.Objective-C

3.Xcode

Gemini

1.Social+

AI Overviews

1.Swift

2.Xcode

3.Safari

4.HideSlop

5.Upwork

+1 more

“find me reliable mobile app developers that specialize in fintech or healthcare”

0/4 platforms mentioned

Adjacent

The Technical CTO Evaluator · Chief Technology Officer in Fintech Sector

ChatGPT

1.Shakuro

2.Fueled

3.MobiKasa

4.mTouch Labs

5.Serious Development

+2 more

Claude

1.SDK.finance

2.Itexus

3.UppLabs

4.Appinventiv

5.FINANTEQ

+8 more

Gemini

1.Digisoft Solution

2.Praxent

3.10Pearls

4.Capital One

5.PayPal

+15 more

AI Overviews

1.Praxent

2.Digisoft Solution

3.10Pearls

4.PayPal

5.Capital One

+11 more

“who can clean up my vibecoded app”

0/4 platforms mentioned

Adjacent

The Technical CTO Evaluator · Chief Technology Officer in Fintech Sector

ChatGPT

1.Toptal

2.Gun.io

3.Arc.dev

4.Upwork

5.Terraform

Claude

No brands listed

Gemini

1.SoftTeco

2.Redwerk

3.Ulam Labs

4.ISHIR

5.Zethic Technologies LLP

+1 more

AI Overviews

1.Cursor

2.Lovable

3.Replit

4.CodeConductor

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.

For Mobile Apps

zeepalm.com

Web1 ref

Mobile App Performance Poor

fractionalctoexperts.com

Web1 ref

Mobile Testing

griddynamics.com

Web1 ref

bugsnag.com

Web1 ref

Crash Reporting

instabug.com

Web1 ref

Testing Crash Analytics

appsnado.com

Web1 ref

App Testing And Qa

keydynamicssolutions.com

Web1 ref

Mobile app testing services for quality assurance - Grid Dynamics

griddynamics.com

Web1 ref

Top 5 iOS Crash Reporting Tools 2025 | Sidekick Interactive

sidekickinteractive.com

Web1 ref

iOS Crash Reporting - Best Tools & Practices 2025

uxcam.com

Web1 ref

How to Optimize iOS Apps for Speed, Stability, and Efficient Resource Use | by Fora Soft | Medium

forasoft.medium.com

Blog1 ref

Luciq Mobile App Stability Outlook 2025 | Benchmark Report

luciq.ai

Web1 ref

Crash Reporting Tools: Top Solutions for App Stability

zipy.ai

Web1 ref

10 Best iOS Crash Reporting Tools for 2024 | by Akshay | Medium

medium.com

Blog1 ref

Top iOS App Performance Testing Tools in 2025 | BrowserStack

browserstack.com

Web1 ref

Competitive Landscape

Brands and products that AI platforms mention alongside or instead of Drobinin Limited.

Toptal18 mentions

Hedgehog Lab15 mentions

Intellectsoft13 mentions

WillowTree13 mentions

Sentry10 mentions

ScienceSoft10 mentions

Waracle10 mentions

NowSecure9 mentions

Appknox9 mentions

Accenture9 mentions

Drobinin Limited0 mentions

Brand Identity

Brand Voice & Style

How AI perceives Drobinin Limited's communication style and personality

Vadim Drobinin’s brand voice is that of a highly skilled, opinionated, and seasoned expert who cuts through technical noise with wit and clarity. He communicates with a blend of professional authority and a conversational, almost irreverent, storytelling style. He doesn't just explain code; he shares the human experience of building, debugging, and overthinking software, making complex engineering feel relatable, tangible, and deeply human.

Core Tone Traits

Expert & Authoritative

Demonstrates deep mastery of iOS architecture, security, and product design through proven industry results.

Witty & Irreverent

Uses humor and storytelling to describe technical frustrations, making dry topics like API reverse engineering feel engaging.

Opinionated & Direct

Takes clear stances on software quality, architecture, and product decisions, cutting through corporate jargon.

Relatable & Human

Connects technical work to real-life experiences, emphasizing the 'why' behind the code.

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 26, 2026.