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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Voiceflow Inc.

Visibility33

Vibe94

Businesses/Conversational AI/Voiceflow Inc.

AI Visibility & Sentiment

Voiceflow Inc.

Voiceflow is a collaborative, low-code platform that enables product and engineering teams to design, prototype, and deploy conversational AI agents. It acts as a centralized environment for the entire lifecycle of an AI agent, from visual design to production-ready implementation.

Active Monitoring

voiceflow.com

Conversational AI Startups

AI Visibility Score

33/100

Low

Sentiment Score

94/100

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 Voiceflow Inc. today.

Voiceflow dominates brand-specific inquiries but struggles to capture high-intent buyers during the crucial decision-making phase for conversational AI platforms. While the platform enjoys high visibility among technical product managers, its absence in competitive benchmarking queries indicates a significant disconnect between brand awareness and active consideration.

Value Proposition

A collaborative visual canvas that combines no-code design with low-code extensibility, offering a model-agnostic approach that allows teams to build once and deploy to any channel.

Overview

Mission

To make it easy for every company to build AI agents their customers love.

Products & Services

Agent BuilderKnowledge Base (RAG)V4 Agentic Framework (Playbooks & Workflows)Dialog APIAnalytics & Transcripts

Current State

Visibility Landscape

A high-level view of how Voiceflow Inc. 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	—	46	—
Core Topics Product/service category queries	13	—	31	—
Growth Areas Adjacent, aspirational & visionary	9	—	53	—

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

—

Core Topics

Product/service category queries

—

Growth Areas

Adjacent, aspirational & visionary

—

Competitive Landscape

LangChain

16 mentions

LangGraph

15 mentions

Pinecone

15 mentions

Weaviate

15 mentions

Kore.ai

15 mentions

Botpress

10 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

High brand recall in direct identity queries on ChatGPT and Gemini

Strength

Strong positioning for 'Customer Experience Strategist' personas, achieving an average position of 1.5

Strength

Effective presence in 'AI Strategy & Operational Scaling' queries, particularly regarding process design and testing on Gemini

Recommended Actions

Create comparison-focused technical documentation and benchmarking whitepapers targeting 'enterprise-grade' and 'platform selection' search intent.

The data shows Voiceflow is frequently ignored during the vendor selection phase; direct competitive content will position the brand as a top-tier alternative.

Optimize content for the 'Lead Solutions Architect' and 'Technical Product Manager' personas by emphasizing enterprise-specific scaling and workflow orchestration.

These personas drive the adoption of conversational AI, but currently, mention rates are uneven, representing a major conversion bottleneck.

Increase presence on ChatGPT by syndicating technical guides and 'how-to' content that directly addresses complex agentic workflows.

Voiceflow's 9% mention rate on ChatGPT is significantly trailing its performance on Gemini and leaves a massive segment of the user base untapped.

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

Conversational AI Platform Selection(3 queries)

“what are the best visual tools for building AI agents that also let me use my own code when i need to”

0/2 platforms mentioned

Core

ChatGPT

1.Flowise

2.Langflow

3.LangChain

4.Google Cloud (Vertex AI Agent Builder)

5.SmythOS

+1 more

Gemini

1.Langflow

2.LangChain

3.n8n

4.BuildShip

5.Dify.ai

+2 more

“compare the top low-code conversational AI platforms for enterprise teams that need RAG and analytics”

0/2 platforms mentioned

Core

ChatGPT

1.Microsoft Copilot Studio

2.Microsoft 365

3.Google Vertex AI Agent Builder

4.IBM watsonx Assistant

5.Kore.ai

+3 more

Gemini

1.Kore.ai (XO v11, Experience Optimization)

2.SharePoint

3.Salesforce

4.Yellow.ai (Dynamic Automation Platform)

5.Cognigy (Cognigy Insights)

+3 more

“i need a platform that handles complex agentic workflows and playbooks for customer support, what should i look at”

0/2 platforms mentioned

Core

ChatGPT

1.Salesforce (Agentforce)

2.ServiceNow (AI Agents, Now Assist)

3.Zendesk (Resolution Platform)

4.Forethought

5.Freshworks (Freddy AI Agent Studio)

+4 more

Gemini

1.Decagon

2.Bilt

3.Eventbrite

4.Sierra

5.Salesforce (Agentforce, Einstein AI, Data Cloud)

+7 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.

docs.flowiseai.com

Web1 ref

Agents

docs.langflow.org

Web1 ref

Ai Coding Agent Langflow

langflow.org

Web1 ref

Whats New

learn.microsoft.com

Web1 ref

Convert Declarative Agent

learn.microsoft.com

Web1 ref

Google Cloud Is Making Its Ai Agent Builder Much Smarter And Faster To Deploy

techradar.com

Web1 ref

Best Ai Agent Builders

lindy.ai

Web1 ref

Make %28platform%29

en.wikipedia.org

Wiki1 ref

dify.ai

docs.dify.ai

Web1 ref

Agent Builder

developers.openai.com

Web1 ref

Building Advanced Ai Agent Tools With Buildship And Mongodb

buildship.com

Web1 ref

Can Anyone Compare N8n Vs Langflow Vs Dify Vs

reddit.com

Forum1 ref

Use Code

botpress.com

Web1 ref

LangGraph Documentation

langchain-ai.github.io

Web1 ref

Voiceflow Developer Docs

developer.voiceflow.com

Web1 ref

Competitive Landscape

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

LangChain16 mentions

Voiceflow Inc.16 mentions

LangGraph15 mentions

Pinecone15 mentions

Weaviate15 mentions

Kore.ai15 mentions

Botpress10 mentions

Salesforce10 mentions

Cognigy.AI10 mentions

LlamaIndex9 mentions

Promptfoo9 mentions

Brand Identity

Brand Voice & Style

How AI perceives Voiceflow Inc.'s communication style and personality

Voiceflow communicates with a blend of technical authority and accessible, empowering guidance. The brand positions itself as the essential 'operating system' for AI agents, speaking directly to both developers and business leaders with a tone that is confident, forward-thinking, and deeply practical. It avoids unnecessary jargon in favor of clear, value-driven language that emphasizes speed, scale, and the tangible impact of AI on customer experience.

Core Tone Traits

Authoritative & Expert

Positions the brand as the definitive authority in AI agent orchestration.

Empowering & Accessible

Makes complex AI development feel achievable for both technical and non-technical teams.

Practical & Results-Oriented

Focuses on tangible outcomes like latency reduction, resolution rates, and speed to market.

Modern & Innovative

Reflects a cutting-edge approach to AI, keeping pace with rapid industry advancements.

Backing

Investors

Weekend 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 20, 2026.

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