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

Moonshine AI

Visibility19

Vibe91

Businesses/Artificial Intelligence/Moonshine AI

AI Visibility & Sentiment

Moonshine AI

Moonshine AI develops privacy-focused voice interface technology that runs entirely on-device. Founded by pioneers from the original TensorFlow team, they offer Moonshine Voice, an open-source library for building live speech applications with industry-leading accuracy and speed.

Active Monitoring

usefulsensors.com

Artificial Intelligence Startups

AI Visibility Score

19/100

Invisible

Sentiment Score

91/100

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 Moonshine AI today.

Moonshine AI is currently a niche specialist, commanding a dominant 60% mention rate among Embedded Systems Leads while remaining virtually invisible to the high-value Privacy-First CTO and Indie Developer segments. While Claude recognizes the brand as a top-tier solution for on-device speech software, the brand is being systematically crowded out of broader 'offline voice' conversations by incumbents like Vosk and Whisper.

Value Proposition

The world's best library for building live speech applications that runs entirely on-device, offering superior accuracy to Whisper Large v3, lightning-fast streaming, cross-platform support, and complete data privacy—all open-source under MIT license.

Overview

Mission

To empower individuals and developers with private, powerful, and accessible AI tools, believing that your data should remain yours and that cutting-edge technology can be both innovative and respectful of privacy.

Products & Services

Moonshine Voice speech recognition libraryOn-device streaming speech modelsCross-platform SDKs (iOS, Android, Python, MacOS, Windows, Linux)Wearables and Raspberry Pi integration packagesOpen-source developer tools

Current State

Visibility Landscape

A high-level view of how Moonshine AI 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	21	35	8	14
Core Topics Product/service category queries	0	0	15	21
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

Vosk

40 mentions

whisper.cpp

33 mentions

Whisper

33 mentions

Picovoice

30 mentions

Kaldi

17 mentions

Porcupine

16 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

High authority in specialized technical circles, specifically the Embedded Systems Lead persona where mention rates hit 60%.

Strength

Strong brand sentiment and top-ranking performance (Pos #1) on Claude and Gemini when users specifically look for 'brand vibe checks' or on-device speech software evaluations.

Strength

Effective penetration of AIOverviews for niche hardware queries like Raspberry Pi and IoT development.

Recommended Actions

Launch a 'Privacy-First AI' content series optimized for architectural queries like 'secure app voice library' and 'private speech-to-text'.

Currently, the Privacy-First CTO persona has 0% visibility; this content will bridge the gap between technical capability and executive requirements.

Develop and distribute a 'Moonshine AI vs. Whisper.cpp' performance benchmark whitepaper.

Whisper and Whisper.cpp are the primary obstacles to visibility; direct technical comparisons are required to break into the LLM training sets for 'best library' queries.

Optimize technical documentation specifically for the 'Raspberry Pi' and 'Embedded IoT' keywords where AIOverviews is already showing interest.

Moonshine AI is already showing strength in embedded systems; doubling down here ensures a 'moat' in a niche where competitors are less entrenched.

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

Private & Offline Voice Integration(3 queries)

“how to build a voice assistant that works completely offline for a privacy app”

0/4 platforms mentioned

Adjacent

ChatGPT

1.Porcupine

2.Picovoice

3.Snowboy

4.TensorFlow Lite

5.WebRTC VAD

+27 more

Claude

1.Vosk

2.Pocketsphinx

3.Coqui STT

4.Mozilla

5.Whisper

+11 more

Gemini

1.Alexa

2.Google Assistant

3.Porcupine

4.Picovoice

5.Precise

+20 more

AI Overviews

1.switchboard.audio

“best libraries for on-device speech to text that don't need an internet connection”

0/3 platforms mentioned

Core

The Privacy-First CTO · Chief Technology Officer

Claude

1.Whisper.cpp

2.Whisper

3.Vosk

4.Kaldi

5.PocketSphinx

+4 more

Gemini

1.Whisper API

2.whisper.cpp

3.Whisper

4.Core ML

5.CUDA

+12 more

AI Overviews

1.Whisper

2.Whisper.cpp

3.faster-whisper

4.CTranslate2

5.Vosk

+14 more

“help me pick an offline speech library for a secure app, give me some specific brand recommendations”

0/4 platforms mentioned

Core

The Privacy-First CTO · Chief Technology Officer

ChatGPT

1.NVIDIA Riva

2.wav2vec 2.0

3.Hugging Face

4.FAIR

5.ONNX

+20 more

Claude

1.Vosk

2.Coqui STT

3.Mozilla

4.Kaldi

5.Silero Models

Gemini

1.Whisper

2.NVIDIA A100

3.Apple M2 Max

4.Faster-Whisper

5.CTranslate2

+12 more

AI Overviews

1.Vosk

2.GitHub

3.Alpha Cephei

4.Whisper

5.whisper.cpp

+9 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.

Vosk

alphacephei.com

Web1 ref

whisper.cpp

github.com

Code1 ref

Picovoice

picovoice.ai

Web1 ref

Coqui STT

stt.coqui.ai

Web1 ref

Coqui TTS

github.com

Code1 ref

Rasa

rasa.com

Web1 ref

Llama.cpp

github.com

Code1 ref

Silero VAD & TTS

github.com

Code1 ref

switchboard.audio

Web1 ref

SherpaTTS | F-Droid - Free and Open Source Android App Repository

f-droid.org

Web1 ref

Creating Your Own Voice Assistant: A Step-by-Step Guide

tiktok.com

Web1 ref

The Ultimate Guide to Building Your Own Private, Offline AI ...

medium.com

Blog1 ref

VOSK Offline Speech Recognition API - Alpha Cephei

alphacephei.com

Web1 ref

I Tested the Top 23 AI Voice Assistants (So You Don't Have To)

lindy.ai

Web1 ref

HAwake: A privacy-first Android Voice Assist (Wake Word, Hands- ...

reddit.com

Forum1 ref

Competitive Landscape

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

Vosk40 mentions

whisper.cpp33 mentions

Whisper33 mentions

Picovoice30 mentions

Kaldi17 mentions

Porcupine16 mentions

Coqui STT12 mentions

ONNX Runtime12 mentions

Sherpa-ONNX12 mentions

Cheetah12 mentions

Moonshine AI7 mentions

Brand Identity

Brand Voice & Style

How AI perceives Moonshine AI's communication style and personality

Moonshine AI communicates with technical credibility balanced by approachable simplicity. The brand voice is confident yet humble, emphasizing democratization and accessibility over exclusivity. They use clear, jargon-light language that makes complex AI concepts feel achievable for any developer. There's an underlying ethos of privacy advocacy and open-source community values, presented without preachiness. The tone is optimistic about technology's potential while grounded in practical, measurable benefits.

Core Tone Traits

Technically Credible

Backs claims with benchmarks and references to HuggingFace leaderboards and research papers

Accessible & Inclusive

Uses phrases like 'no PhD required' and 'for everyone' to lower barriers to entry

Privacy-Principled

Consistently emphasizes data ownership and local processing as core values

Community-Oriented

Highlights open-source licensing, active Discord community, and collaborative development

Backing

Investors

Homebrew

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 2, 2026.