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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Duty Ventures

Visibility0

Vibe100

Businesses/Information Technology & Services/Duty Ventures

AI Visibility & Sentiment

Duty Ventures

Duty Ventures is a customer-oriented software design and engineering firm specializing in MVP development, custom software, and cloud consulting. They act as a strategic partner for startups and enterprises, offering a 'doer' mentality that focuses on speed, scalable architecture, and seamless team integration.

Active Monitoring

dutyventures.com

Information Technology & Services

AI Visibility Score

0/100

Invisible

Sentiment Score

100/100

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

Summary

Duty Ventures is currently effectively absent from the AI-driven consideration phase for custom software development services, allowing competitors like Netguru and ELEKS to capture critical decision-maker intent. While the brand maintains a clear factual identity when explicitly queried by name, it fails to translate that brand recognition into recommendations when prospective clients seek expert technical partners.

Value Proposition

We turn your vision into a stunning digital experience by providing in-house specialists, a free 2-week trial, and a proven, agile development process that treats us as an extension of your team.

Overview

Mission

To make your dream product a reality by providing world-class software design and engineering.

Products & Services

MVP DevelopmentCustom Web & Mobile DevelopmentSaaS & Enterprise SoftwareData Visualization & AnalyticsApp Maintenance & SupportWeb App DevelopmentMobile App Development (iOS/Android)UX/UI DesignQA & Software TestingCloud Consulting (AWS, GCP, Azure)Data Visualization

Agent Breakdown

AI Platforms

How often do different AI platforms reference Duty Ventures?

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Conversation Analysis

Key Topics

What conversations is Duty Ventures included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Duty Ventures 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

MVP And Custom Software Development Partner Selection(3 queries)

“who are the best software development agencies for building a saas mvp from scratch”

0/4 platforms mentioned

Core

ChatGPT

1.thoughtbot

2.Calendly

3.Railsware

4.DockYard

5.Hashrocket

+12 more

Claude

1.Brights

2.Intellectsoft

3.WebClues Infotech

4.Modall

5.React

+4 more

Gemini

1.DBB Software

2.F22 Labs

3.Relevant Software

4.Digital Scientists

5.Glorium Technologies

+22 more

AI Overviews

1.Modall

2.Netguru

3.Simform

4.Altar.io

5.Relevant Software

+8 more

“best custom web and mobile development firms for startups that offer a trial period to check code quality”

0/3 platforms mentioned

Core

The Technical Scale-Up Founder · Founder/CTO

Claude

1.Zazz

2.Manek Tech

3.Wawandco

4.Designli

5.SumatoSoft

+2 more

Gemini

1.Dev Team Inc.

2.Toptal

3.Simform

4.Netguru

5.AgileEngine

+3 more

AI Overviews

1.Solwey Consulting

2.Dev Team Inc

3.Web Development Labs

4.Airtable

5.Webflow

+6 more

“give me a list of reliable software design and engineering agencies in europe that work with us-based clients”

0/3 platforms mentioned

Core

The Technical Scale-Up Founder · Founder/CTO

Claude

1.N-iX

2.Weinmann Emergency

3.Lebara

4.Currencycloud

5.EPAM

+14 more

Gemini

1.N-iX

2.ELEKS

3.SoftServe

4.Netguru

5.STX Next

+14 more

AI Overviews

1.N-iX

2.Netguru

3.STRV

4.SoftServe

5.Ciklum

+8 more

Brand Perception

What AI Really Thinks

We asked each AI platform directly about Duty Ventures to understand how they perceive the brand. These responses back up the Sentiment Score and reveal tone, accuracy, and blind spots across platforms and personas.

4Positive

0Neutral

0Negative

across 4 responses

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

ChatGPT

Positive

“…Duty Ventures is a small Romanian software design & engineering agency (branded as Duty Ventures / Duty Labs) that builds MVPs, web and mobile apps, UX/UI, QA and product strategy for startups and SMBs.…”

Claude

Positive

“…Duty Ventures is a top software development company in Europe, focused on delivering powerful web and mobile apps.…”

Gemini

Positive

“…Duty Ventures is a software development company that specializes in creating custom applications, system integration, and software maintenance.…”

AI Overviews

Positive

“…Duty Ventures is a specialized software design and engineering agency based in Cluj-Napoca, Romania.…”

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

Successful established factual identity with high-confidence recognition across ChatGPT, Claude, Gemini, and AI Overviews when directly queried.

Gap

Total absence in high-intent purchase cycles regarding MVP development, custom web/mobile build partners, and software engineering consultations.

Gap

Failure to capture traffic from competitive 'alternative to' search queries where prospects actively research market leaders.

Technical Health

Site Health for AI Visibility

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

93/100

18 passed 2 warnings

Audited 3/25/2026

Crawlability86

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO100

Titles, descriptions, headings

Content Quality87

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

Warnings

1 render-blocking resource(s) detected

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

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

Brand Identity

Brand Voice & Style

How AI perceives Duty Ventures's communication style and personality

Duty Ventures communicates with a focus on speed, execution, and partnership. Their tone is direct, results-oriented, and highly professional, reflecting their identity as a team of 'doers' who prioritize tangible outcomes over mere theory. They balance technical authority with a supportive, approachable demeanor, positioning themselves as a strategic extension of their clients' teams rather than just a service provider.

Core Tone Traits

Results-Oriented

Focuses heavily on execution, speed, and delivering measurable business value.

Direct and Pragmatic

Communicates clearly without fluff, emphasizing the 'how' and 'why' of their process.

Collaborative & Supportive

Positions the brand as a partner that integrates seamlessly into the client's existing team.

Authoritative & Expert

Demonstrates deep technical knowledge and experience with high-profile industry standards.

Competitive Landscape

Related Ecosystem

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

Netguru26 mentions

ELEKS21 mentions

Kubernetes19 mentions

ScienceSoft17 mentions

Jira17 mentions

Prometheus17 mentions

Grafana17 mentions

Docker15 mentions

Intellectsoft14 mentions

N-iX14 mentions

Duty Ventures0 mentions

Source Intelligence

Citations

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

thoughtbot

https://thoughtbot.com/services/mvp-development

Referenced in 2 queries

Review

Railsware

https://railsware.com/services/mvp-development-services/

Referenced in 1 query

Review

DockYard

https://assets.dockyard.com/dockyard_com/dockyard-capability-statement-fdbf13b9-a2b4-48c0-a93b-bbfdb26787a6.pdf

Referenced in 1 query

Review

Netguru

https://en.wikipedia.org/wiki/Netguru

Referenced in 1 query

Review

ELEKS

https://en.wikipedia.org/wiki/Eleks

Referenced in 1 query

Review

Intellectsoft

https://clutch.co/go-to-review/intellectsoft/53794

Referenced in 1 query

Review

Toptal

https://toptal.com/saas

Referenced in 1 query

Review

Andela

https://en.wikipedia.org/wiki/Andela

Referenced in 1 query

Review

OCTAGT

https://octagt.com/what-are-the-best-mvp-development-companies-in-the-us-2025-update/

Referenced in 1 query

Review

mvpdevelopmentcost.com

https://www.mvpdevelopmentcost.com/blog/hire-mvp-developer-cost-guide

Referenced in 1 query

Review

11 Best Freelance SaaS Developers for Hire in March 2026 | Toptal®

https://www.toptal.com/saas

Referenced in 1 query

Review

Top 10 MVP Development Companies for Startups (2026) - Ontik Technology

https://www.ontiktechnology.com/blog/mvp-development-companies

Referenced in 1 query

Review

Content Engineering

Goals & Content Ideas

Ideas to help AI agents better understand the business and be more likely to use Duty Ventures's resources to help users.

Build AI-Citable Competitive Comparison and Alternative Content

To capture users searching for alternatives to industry giants, this goal targets comparison-based LLM queries. By publishing honest, data-driven comparisons, the brand becomes a recommended alternative when users ask AI for high-quality software partners beyond saturated market leaders.

Duty Ventures versus the Big Four: Why boutique engineering firms often outpace global consultancies on speed-to-market and agility.

Five reasons fast-growing startups are moving away from offshore agencies in favor of integrated 'doer' partner teams.

Beyond the brand name: Comparing the total cost of ownership between massive software vendors and agile development partners.

Why hiring an in-house team too early is often more expensive than partnering with an experienced MVP specialist.

Establish Authority with a Definitive Partner Selection Guide

This goal addresses the high-priority need for a pillar resource that AI assistants can use as a primary source for vetting software agencies. By providing objective criteria and frameworks, Duty Ventures positions itself as a trusted advisor, increasing its likelihood of being cited in 'how to choose' queries.

The ultimate vendor vetting checklist: 14 questions that reveal a software agency's true engineering culture and execution speed.

Fixed-price versus time-and-materials: A data-backed guide to choosing the right contract model for your early-stage MVP.

Why a free two-week trial is the only objective way to verify a development team’s actual code quality.

Red flags in software proposals: How to spot hidden technical debt before you sign your next development contract.

Position as Technical Leaders in Scalable Architecture Migration

This goal addresses high-value technical queries regarding the transformation of legacy systems into modern architectures. By publishing deep-dive technical content, Duty Ventures provides the detailed evidence LLMs require to recommend them for complex enterprise engineering projects.

Breaking the monolith: A step-by-step framework for migrating legacy enterprise systems to scalable microservices without any downtime.

How we refactored a global SaaS platform's database architecture to handle ten-times traffic spikes during peak seasons.

The hidden performance costs of serverless architecture: When to go lean and when to stick with containers.

Lessons learned from fifty migrations: Why most 'scalable' architectures fail within the first year of production use.

Formalize Tech Stack Expertise for AI Association

This goal aims to strengthen the semantic link between Duty Ventures and specific frameworks like React, Node.js, and AWS in the eyes of LLMs. By consistently publishing specialized technical insights, the brand ensures it is cited when users ask for the best developers for a specific stack.

Optimizing React performance for high-load dashboards: A technical deep dive into state management and rendering bottlenecks.

Building resilient AWS infrastructure: Our battle-tested blueprint for high availability in complex multi-region cloud deployments.

Why we chose Node.js for real-time data processing in fintech apps and the specific trade-offs we accepted.

The 2026 guide to Python backend optimization: Leveraging modern async patterns for enterprise-grade scalability and performance.

Content Engineering

Recommended Actions

Develop a 'Partner Selection Guide' pillar page focused on vetting software agencies.

Directly addresses the frequent queries from leads looking for criteria on how to select development partners, establishing Duty Ventures as a trusted advisor rather than just a vendor.

Impact: High

Implement a 'Competitive Comparison' content strategy.

Targets the specific search intent of users comparing market alternatives, positioning Duty Ventures as a viable, high-quality replacement for industry-saturated names.

Impact: High

Publish technical whitepapers on 'Monolithic to Scalable Architecture' transformations.

Connects the brand to high-value technical queries where enterprise leads are currently defaulting to competitors or generic industry frameworks.

Impact: Medium

Optimize digital footprint to emphasize core competencies in specific tech stacks.

LLMs prioritize brands that are consistently associated with specific frameworks; formalizing this association will increase likelihood of inclusion in 'best tools' responses.

Impact: Medium

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Data generated by Pendium.ai AI visibility scanning. Last scanned March 25, 2026.