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.

Roadmap Pricing

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Twilio Inc.

Visibility62

Vibe100

This is a preview of our capabilities. To see the full results across all LLMs, run a full scan.

Businesses/Cloud Computing / Software as a Service (SaaS)/Twilio Inc.

AI Visibility & Sentiment

Twilio Inc.

Twilio is a comprehensive customer engagement platform that combines powerful communications APIs with AI and first-party data. It empowers developers and enterprises to build, scale, and personalize real-time customer experiences across voice, messaging, email, and identity verification, all while providing the flexibility to adapt as business needs evolve.

Active Monitoring

twilio.com

Cloud Computing / Software as a Service (SaaS)

Partial scan

AI Visibility Score

62/100

Good

Sentiment Score

100/100

Score by Priority

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

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Twilio Inc. today.

Twilio exerts total dominance among technical architects seeking infrastructure solutions, yet remains strikingly absent from the consideration sets of startup founders and enterprise procurement managers. This stark divide indicates that while Twilio is the default choice for developers, it has failed to translate its engineering authority into the high-level business conversations where critical buying decisions are made.

Working in your favor

Absolute authority with the Technical Lead Architect persona, achieving a 100% mention rate and top-tier placement in technical infrastructure queries.

Effective presence in AI Overviews for core messaging and SMS API functionality, signaling strong relevance for developers vetting specific tools.

Gaps to close

Complete invisibility for High-Growth Startup Founders and Enterprise IT Procurement Managers, preventing visibility in high-stakes B2B decision-making.

Failure to capture mindshare in broader customer data and contact center software queries, despite offering robust solutions in these categories.

Lack of defensive positioning against CPaaS competitors like Infobip and Sinch when users perform comparative research.

Opportunities

Repurpose high-performing technical content into business-case narratives tailored for procurement managers.

Develop content addressing 'Total Cost of Ownership' and 'Platform Reliability' to pivot away from purely feature-based search results.

Optimize search visibility for Customer Data Platform (CDP) and contact center queries where the brand is currently failing to compete.

Highest-Impact Actions

Develop business-value-focused content for enterprise procurement personas.

The current visibility gap among procurement managers is a major bottleneck to expanding market share beyond the developer community.

Execute a targeted SEO strategy for high-intent 'best software' queries in the CDP and contact center categories.

Twilio is losing valuable traffic in its secondary product categories to competitors because of a lack of presence in comparative search environments.

Create comparison-based AI content targeting startup founders.

Capturing founders requires moving beyond pure API documentation to demonstrate scalable business impact and long-term startup ROI.

Value Proposition

Twilio's 'API-first' approach democratizes communications by simplifying complex global telecom infrastructure into programmable code, providing developers with total flexibility, scalability, and data-driven insights through a unified platform.

Overview

Mission

To fuel the future of communications.

Products & Services

Programmable MessagingTwilio SendGridProgrammable VoiceTwilio SegmentTwilio Flex

Current State

Visibility Landscape

A high-level view of how Twilio Inc. performs across AI platforms, broken down by strategic priority level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Sentiment when asked about the brand directly	—	—	—	—
“What do you know about Twilio Inc.? What do they do and what's their reputation?”	—	—	—	—
Core7q Product/service category queries	—	—	—	62
“what are the best sms apis for sending verification codes that actually get delivered to international numbers”	—	—	—	—
“what tools help me unify customer data across all my marketing and support apps so i have a single profile”	—	—	—	No
“what should i look for when vetting a cloud communications provider for a large-scale enterprise app”	—	—	—	—
“compare the best platforms for embedding voice and phone capabilities into a custom mobile app”	—	—	—	—
“i need a reliable email api for a high-volume transactional app, what services should i look at”	—	—	—	—
“best cloud-based contact center software that allows developers to customize the agent UI”	—	—	—	—
“are there any solid alternatives to sinch and infobip that offer great documentation and uptime”	—	—	—	—
Growth Areas1q Adjacent, aspirational & visionary	—	—	—	—
“what customer engagement platforms let me track user behavior and trigger personalized messages automatically”	—	—	—	—

“What do you know about Twilio Inc.? What do they do and what's their reputation?”

—

“what are the best sms apis for sending verification codes that actually get delivered to international numbers”

—

“what tools help me unify customer data across all my marketing and support apps so i have a single profile”

—

“what should i look for when vetting a cloud communications provider for a large-scale enterprise app”

—

“compare the best platforms for embedding voice and phone capabilities into a custom mobile app”

—

“i need a reliable email api for a high-volume transactional app, what services should i look at”

—

“best cloud-based contact center software that allows developers to customize the agent UI”

—

“are there any solid alternatives to sinch and infobip that offer great documentation and uptime”

—

“what customer engagement platforms let me track user behavior and trigger personalized messages automatically”

—

Brand Ecosystem

Zendesk

1 mention

Intercom

1 mention

Prelude.so

1 mention

Plivo Verify

1 mention

Infobip

infobip.com

1 mention

Uber

1 mention

Strava

1 mention

Sinch

1 mention

Telesign

1 mention

Telnyx

1 mention

Twilio Inc.

1 mention

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Absolute authority with the Technical Lead Architect persona, achieving a 100% mention rate and top-tier placement in technical infrastructure queries.

Strength

Effective presence in AI Overviews for core messaging and SMS API functionality, signaling strong relevance for developers vetting specific tools.

Gap

Complete invisibility for High-Growth Startup Founders and Enterprise IT Procurement Managers, preventing visibility in high-stakes B2B decision-making.

Recommended Actions

Develop business-value-focused content for enterprise procurement personas.

The current visibility gap among procurement managers is a major bottleneck to expanding market share beyond the developer community.

Execute a targeted SEO strategy for high-intent 'best software' queries in the CDP and contact center categories.

Twilio is losing valuable traffic in its secondary product categories to competitors because of a lack of presence in comparative search environments.

Create comparison-based AI content targeting startup founders.

Capturing founders requires moving beyond pure API documentation to demonstrate scalable business impact and long-term startup ROI.

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

Programmable Communications & Messaging Infrastructure(3 queries)

“what are the best sms apis for sending verification codes that actually get delivered to international numbers”

0/0 platforms mentioned

Core

“compare the best platforms for embedding voice and phone capabilities into a custom mobile app”

0/0 platforms mentioned

Core

The Technical Lead Architect · Lead Software Architect

“i need a reliable email api for a high-volume transactional app, what services should i look at”

0/0 platforms mentioned

Core

The Technical Lead Architect · Lead Software Architect

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.

11 Best Customer Data Platforms (CDPs) Compared for 2026

insiderone.com

Twilio Inc.

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Explore Cloud Computing / Software as a Service (SaaS)

Start gettingrecommended by AI.

Frequently asked questions

Twilio Inc.

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Explore Cloud Computing / Software as a Service (SaaS)

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.