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

Droz

Visibility0

Vibe50

Businesses/Software as a Service (SaaS) / Artificial Intelligence/Droz

AI Visibility & Sentiment

Droz

Droz é uma plataforma de IA conversacional que automatiza o atendimento ao cliente e vendas, focada em integrar inteligência artificial ao WhatsApp e outros canais. A solução oferece ferramentas como IA Conversacional, Droz Copilot e uma plataforma no-code para criar fluxos de atendimento, visando aumentar a produtividade operacional e a satisfação do cliente final.

Active Monitoring

droz.ai

Software as a Service (SaaS) / Artificial Intelligence

AI Visibility Score

0/100

Invisible

Sentiment Score

50/100

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 Droz today.

Droz currently faces a total absence from the AI discovery ecosystem, remaining entirely invisible to decision-makers searching for customer experience automation and WhatsApp integration solutions. While competitors like Ada and WATI capture critical mindshare in high-intent queries, Droz has yet to establish the foundational digital footprint necessary to appear in large language model responses.

Value Proposition

Transforma o atendimento ao cliente em uma experiência rápida, humanizada e eficiente, entregando um ROI comprovado através da redução de custos operacionais e aumento da produtividade da equipe.

Overview

Mission

To humanize and scale digital relationships through intelligence.

Products & Services

Droz BotDroz BaseDroz MessagingDroz NexoIA ConversacionalDroz CopilotPlataforma No-CodeIntegrações plug & play

Current State

Visibility Landscape

A high-level view of how Droz 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

Ada

29 mentions

WATI

26 mentions

Zendesk

25 mentions

respond.io

23 mentions

Intercom

23 mentions

Yellow.ai

16 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Brand recognition exists in a singular vacuum-check scenario on Claude, indicating that the brand identity is indexed by LLMs even if it is not currently surfaced as a solution.

Gap

Complete exclusion from 'Core' category queries related to enterprise-grade customer service automation.

Gap

Failure to intercept traffic from high-value buyer personas, specifically the Efficiency-Driven Support Operations Manager and the Strategic Customer Experience Lead.

Recommended Actions

Execute a targeted AI-Search optimization campaign focusing on the 'alternative to WATI' and 'WhatsApp/Zendesk integration' query sets.

Competitors are currently dominating these high-intent searches; capturing this traffic is the fastest route to establishing visibility among qualified buyers.

Develop and syndicate deep-dive technical case studies demonstrating how Droz handles 10k+ customer interactions.

The data shows high interest in enterprise scaling; proving capability in this area addresses a primary pain point for the Support Operations Manager persona.

Establish thought leadership assets that address specific benchmarking criteria for conversational AI providers.

Currently, Droz is not present when users are researching 'what to look for' in a provider, missing the crucial early stage of the vendor selection funnel.

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

WhatsApp Conversational AI & Zendesk Integration(3 queries)

“what are the best chatbot platforms that actually integrate well with zendesk for whatsapp support”

0/4 platforms mentioned

Core

ChatGPT

1.Zendesk (Sunshine Conversations)

2.MessageBird

3.Twilio

4.Infobip

5.respond.io

+6 more

Claude

1.Zendesk

2.Intercom

3.Voiceflow (FlowBridge)

4.Quidget

5.Botmaker

+4 more

Gemini

1.Zendesk

2.Chatarmin

3.Quidget

4.Voiceflow

5.Intercom

+2 more

AI Overviews

1.Zendesk

2.Voiceflow

3.SiteGPT

4.Ada

5.Respond.io

+3 more

“recommend ai tools for whatsapp that can read my company's knowledge base so i don't have to keep writing bot scripts”

0/4 platforms mentioned

Core

The Strategic Customer Experience Lead · Director of Customer Support Operations

ChatGPT

1.WATI (AI Support Agent)

2.Infobip (Infobip Answers)

3.Yellow.ai

4.Bird

5.MessageBird

+8 more

Claude

1.eesel AI (KnowBot)

2.Chatbase

3.Botpress

4.Wati

5.Zendesk

+1 more

Gemini

1.Drift

2.Intercom (Fin)

3.Ada

4.Zendesk (Answer Bot)

5.Kore.ai

AI Overviews

1.Chatbase

2.Tidio (Lyro AI)

3.Wati (KnowBot)

4.Botpress

5.Respond.io (AI Assist)

“what's a good alternative to wati that handles large-scale customer inquiries with better ai support”

0/4 platforms mentioned

Core

The Strategic Customer Experience Lead · Director of Customer Support Operations

ChatGPT

1.Wati

2.Twilio (Conversations, Flex)

3.Intercom (Fin AI Agent)

4.Zendesk (Answer Bot)

5.Freshworks (Freshdesk, Freddy AI)

+4 more

Claude

1.WATI

2.Intercom (Fin)

3.Zendesk

4.Twixor

5.Tidio (Lyro)

+4 more

Gemini

1.WATI

2.Zendesk (Sunshine Conversations, Answer Bot)

3.Intercom (Fin)

4.Genesys Cloud CX

AI Overviews

1.Wati

2.Intercom (Fin AI agent)

3.Yellow.ai

4.Ada

5.Gupshup (ACE LLM)

+8 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.

4408836484378 Adding Sunshine Conversations Channels To The Zendesk Agent Workspace

support.zendesk.com

Web1 ref

Messagebird Chat

zendesk.com

Web1 ref

Whatsapp Appointment And Faq Chatbot With Twilio Flex

twilio.com

Web1 ref

Whatsapp Team Inbox

infobip.com

Web1 ref

Zendesk

respond.io

Web1 ref

Zendesk

zapier.com

Web1 ref

Whatsapp Newsletter Software Tools Comparison

getchat.360dialog.io

Web1 ref

Conversations

developer.zendesk.com

Web1 ref

Whatsapp Business Solution Providers

simplymac.com

Web1 ref

Send Whatsapp Text Message With Infobip Api On New Ticket Comment Added Instant From Zendesk Api Int PQs4Z3da

pipedream.com

Web1 ref

7 AI Chatbot Platforms with Zendesk, WhatsApp, or CRM Integrations

quidget.ai

Web1 ref

Build a WhatsApp Chatbot with Zendesk Integration (2026)

voiceflow.com

Web1 ref

Zendesk WhatsApp Integration Guide | Chatarmin | Chatarmin

chatarmin.com

Web1 ref

A complete guide to Zendesk WhatsApp integration

eesel.ai

Web1 ref

A Step-by-Step Guide to Zendesk and WhatsApp Integration

grazitti.com

Web1 ref

Competitive Landscape

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

Ada29 mentions

WATI26 mentions

Zendesk25 mentions

respond.io23 mentions

Intercom23 mentions

Yellow.ai16 mentions

Gupshup12 mentions

Intercom (Fin)12 mentions

Shopify12 mentions

Kore.ai12 mentions

Droz0 mentions

Brand Identity

Brand Voice & Style

How AI perceives Droz's communication style and personality

Droz communicates with a blend of high-level professional authority and accessible, human-centric warmth. The brand positions itself as a sophisticated, data-driven partner for businesses, yet it maintains an approachable tone that emphasizes ease of use, efficiency, and the human element behind the technology. Its communication is clear, results-oriented, and reassuring, designed to build trust with enterprise-level decision-makers while highlighting the simplicity of its 'no-code' solutions.

Core Tone Traits

Professional & Authoritative

Establishes credibility through data, ROI metrics, and partnerships with market leaders.

Human-Centric

Focuses on the 'humanized' experience and bridging the gap between AI automation and personal connection.

Results-Oriented

Communicates value clearly through concrete percentages, efficiency gains, and business outcomes.

Approachable & Simple

Demystifies complex AI technology by emphasizing 'no-code' and 'plug & play' ease of implementation.

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 25, 2026.