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

LiveKit

Visibility48

Vibe96

Businesses/Software Development/LiveKit

AI Visibility & Sentiment

LiveKit

LiveKit is an open-source framework and developer platform that provides the infrastructure needed to build, test, deploy, and scale real-time voice, video, and physical AI agents. It simplifies complex integrations by offering a unified stack for STT, TTS, and LLM technologies.

Active Monitoring

livekit.io

Software Development

AI Visibility Score

48/100

Moderate

Sentiment Score

96/100

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

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe LiveKit today.

LiveKit is successfully positioning itself as the premier choice for open-source real-time audio and video development, commanding top-tier visibility in AI-assisted search and specialized model responses. While the brand dominates the 'building' narrative, it faces a significant visibility gap in addressing the specialized infrastructure requirements and operational concerns of production-scale engineering teams.

Value Proposition

Provides a complete, scalable, and reliable infrastructure stack for building real-time voice and video AI agents, significantly reducing development time and complexity.

Overview

Mission

To provide the complete stack for Voice AI, enabling developers to build and scale intelligent agents with ease.

Products & Services

Open-source framework for AI agentsLiveKit Cloud infrastructureFull-stack observability for agent sessionsTelephony and SIP integration services

Current State

Visibility Landscape

A high-level view of how LiveKit 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	72	37	58
Core Topics Product/service category queries	0	0	0	0
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

—

Competitive Landscape

Deepgram

20 mentions

Twilio

19 mentions

Pipecat

16 mentions

ElevenLabs

16 mentions

Telnyx

11 mentions

Retell AI

11 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Top-tier performance in AI-generated 'best framework' recommendations across Claude, Gemini, and AI Overviews for real-time voice and video agents

Strength

Exceptional brand recognition and clarity during direct 'vibe check' inquiries, indicating strong brand authority among target developers

Strength

High relevance and visibility for technical users seeking integration guidance for STT and TTS services

Recommended Actions

Publish a dedicated 'Real-time Observability and Latency Monitoring' technical guide.

The data shows a critical vacuum in AI responses for latency and session tracking; dominating this topic will capture developers searching for mission-critical reliability.

Optimize technical documentation for 'SIP integration and telephony scaling' keywords.

Competitors are capturing infrastructure-based searches; aligning LiveKit content with these technical requirements will improve visibility for production-focused engineers.

Develop a case study series focused on startup cost-efficiency and rapid deployment.

The Resource-Constrained Startup Founder persona is currently interacting with mixed results; targeted content will stabilize this persona's sentiment and improve brand preference.

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

Building Real Time Voice And Video AI Agents(2 queries)

“what's the best open-source framework for building real-time voice AI agents with low latency”

3/4 platforms mentioned

Core

ChatGPT

1.LLMRTC

2.Google Gemini

3.AWS Bedrock

4.Vosk

5.Coqui XTTS

+9 more

Claude

1.Pipecat

2.TEN Framework

3.LiveKit

4.NVIDIA

5.Nemotron

+1 more

Gemini

1.TEN Framework

2.Pipecat

3.Daily

4.LiveKit

5.DeepPavlov

+5 more

AI Overviews

1.LiveKit Agents

2.WebRTC

3.LiveKit

4.LiveKit Cloud

5.Pipecat

+5 more

“how do I integrate STT and TTS into a real-time AI agent, what tools or SDKs should I use”

2/4 platforms mentioned

Core

The Technical Architect · Staff Software Engineer

ChatGPT

1.NVIDIA Riva

2.Vosk

3.Coqui

4.Azure

5.AWS

+2 more

Claude

1.LiveKit Agents

2.Pipecat

3.NVIDIA

4.Cresta

5.Daily.co

+11 more

Gemini

1.Google Cloud

2.Amazon Transcribe

3.Amazon Polly

4.Microsoft Azure

5.Deepgram

+3 more

AI Overviews

1.GetStream

2.LiveKit Agents

3.Pipecat

4.Vapi

5.Deepgram Nova-3

+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.

Streaming And Latency

llmrtc.org

Web1 ref

Vosk Api

github.com

Code1 ref

Vosk Server

github.com

Code1 ref

Xtts

docs.coqui.ai

Web1 ref

coquitts.com

Web1 ref

2410.00037

arxiv.org

Web1 ref

2602.12241

arxiv.org

Web1 ref

Mycroft Core

github.com

Code1 ref

2505.02707

arxiv.org

Web1 ref

openvoiceos.org

Web1 ref

GitHub - pipecat-ai/pipecat: Open Source framework for voice and multimodal conversational AI · GitHub

github.com

Code1 ref

GitHub - TEN-framework/ten-framework: Open-source framework for conversational voice AI agents · GitHub

github.com

Code1 ref

Ultimate Guide - The Best Open Source AI Models for Voice Assistants in 2026

siliconflow.com

Web1 ref

OpenAI for Developers in 2025

developers.openai.com

Web1 ref

6 best orchestration tools to build AI voice agents in 2026

assemblyai.com

Web1 ref

Competitive Landscape

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

Deepgram20 mentions

LiveKit20 mentions

Twilio19 mentions

Pipecat16 mentions

ElevenLabs16 mentions

Telnyx11 mentions

Retell AI11 mentions

TEN Framework10 mentions

Asterisk9 mentions

Rasa9 mentions

Bandwidth8 mentions

Brand Identity

Brand Voice & Style

How AI perceives LiveKit's communication style and personality

LiveKit communicates with a highly technical, precise, and developer-centric tone. It prioritizes clarity, performance, and reliability, positioning itself as an essential, high-utility tool for engineers who value efficiency and robust infrastructure.

Core Tone Traits

Technical & Precise

Uses industry-standard terminology and focuses on functional capabilities.

Developer-First

Speaks directly to the needs and pain points of engineers building complex systems.

Reliable & Authoritative

Emphasizes scale, uptime, and production-grade performance.

Direct & Minimalist

Avoids fluff, focusing on the 'how' and 'why' of the technology.

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 9, 2026.