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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Sume

Visibility0

Vibe50

Businesses/Artificial Intelligence/Sume

AI Visibility & Sentiment

Sume

Sume is the developer of Clawra, an intuitive AI assistant designed to act as a personalized consciousness that learns and adapts to user needs. It integrates across communication platforms to proactively manage tasks like scheduling and email organization.

Active Monitoring

sumelabs.com

Artificial Intelligence

AI Visibility Score

0/100

Invisible

Sentiment Score

50/100

AI Perception

Summary

Sume currently possesses a distinct brand identity recognized by AI models, yet it remains effectively invisible within the competitive discovery landscape where users actively seek AI-driven productivity solutions. While foundation models correctly identify the brand's purpose, Sume is entirely absent from the critical conversation surrounding automated scheduling, persistent memory, and AI-powered life management.

Value Proposition

Clawra moves beyond traditional task-based AI by functioning as a persistent, memory-enabled 'consciousness' that deeply understands the user to anticipate their needs.

Overview

Mission

To create an intuitive entity that listens to, understands, and knows the user, evolving from a simple operating system into a form of consciousness.

Products & Services

Clawra AI AssistantCross-platform AI integration (iMessage, WhatsApp, FaceTime)Proactive task management and schedulingPersonalized AI memory and learning services

Agent Breakdown

AI Platforms

How often do different AI platforms reference Sume?

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Conversation Analysis

Key Topics

What conversations is Sume included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Sume to, and when?

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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

Proactive Personal Assistance & Life Management(7 queries)

“I'm overwhelmed by my schedule, how can I get an AI to manage my calendar and email proactively for me?”

0/4 platforms mentioned

ChatGPT

1.Copilot

2.Reclaim AI

3.Motion

4.Clockwise

5.Spark

+1 more

Claude

1.Reclaim.ai

2.Motion

3.Lindy

4.Shortwave

5.DearFlow

+4 more

Gemini

1.Reclaim.ai

2.Clockwise

3.Motion

4.Calendar.AI

5.Clara

+9 more

AI Overviews

1.Reclaim.ai

2.Clockwise

3.Motion

4.Scheduler AI

5.Clara

+5 more

“I'm overwhelmed by my schedule, how can I get an AI to manage my calendar and email proactively for me?”

0/4 platforms mentioned

ChatGPT

1.Reclaim AI

2.Akiflow

3.Spark

4.Superhuman

5.Motion

Claude

1.Cal.com

2.Calendly

3.Zapier

4.Make

5.SuperHuman

+1 more

Gemini

1.Zapier

2.Make

3.Llama 3

4.Meta AI

5.Mistral AI

+3 more

AI Overviews

1.Morgen

2.Motion

3.Reclaim AI

4.Lindy

5.Clockwise

+5 more

“I'm overwhelmed by my schedule, how can I get an AI to manage my calendar and email proactively for me?”

0/4 platforms mentioned

ChatGPT

1.Reclaim.ai

2.Perplexity

Claude

1.Anthropic Claude

2.Microsoft Copilot Pro

3.Outlook

4.Google NotebookLM

5.Superhuman

+3 more

Gemini

1.Motion

2.Google Calendar

3.Outlook

4.Clockwise

5.Reclaim.ai

+18 more

AI Overviews

1.CalendarBridge

2.Reclaim.ai

3.Motion

4.Scheduler AI

5.Gmelius

+3 more

“I'm overwhelmed by my schedule, how can I get an AI to manage my calendar and email proactively for me?”

0/4 platforms mentioned

ChatGPT

1.Reclaim AI

2.Clockwise AI

3.Motion

4.Perplexity Email Assistant

5.Microsoft 365 Copilot

Claude

1.Cal.com AI

2.Superhuman

3.Notion AI

4.Calendly

5.Microsoft Copilot

+1 more

Gemini

1.Motion

2.Reclaim.ai

3.Clockwise

4.Dante AI

5.Ventu AI

AI Overviews

1.Motion

2.Reclaim.ai

3.CalendarBridge

4.Clockwise

5.Gmelius

+5 more

“Is there an AI assistant that can actually handle my texts and WhatsApp messages to schedule meetings, instead of me doing it?”

0/4 platforms mentioned

ChatGPT

1.Smaipa

2.Memosyne

3.Mister Alfred

4.Selena

5.Waply

+4 more

Claude

1.Toki

2.Coco

3.Setter AI

4.ContactSwing

5.Setter

Gemini

1.Wazzy

2.Katch

3.Toki

4.Zapia Connect

5.n8n

AI Overviews

1.Zapia

2.Toki

3.Dola

4.Katch

5.Scheduler AI

+3 more

“Is there an AI assistant that can actually handle my texts and WhatsApp messages to schedule meetings, instead of me doing it?”

0/4 platforms mentioned

ChatGPT

1.Mister Alfred

2.Xaply AI

3.Waply for Business

4.Wazzy AI Scheduling Assistant

5.Chatavocado AI Scheduling

+4 more

Claude

1.Toki

2.Coco

3.YourClaw

4.Setter AI

5.Wazzy

+1 more

Gemini

1.Wazzy

2.Toki

3.n8n

4.Katch

5.Setter AI

+5 more

AI Overviews

1.Toki

2.Katch

3.Wazzy

4.Setter AI

5.Zapier

+3 more

“Is there an AI assistant that can actually handle my texts and WhatsApp messages to schedule meetings, instead of me doing it?”

0/4 platforms mentioned

ChatGPT

1.Nuvo

2.Waply

3.Selena

4.Yukti

5.Aimi

+6 more

Claude

1.Coco

2.Toki

3.Zapia Connect

4.Lindy

5.Setter AI

Gemini

1.Clockwise

2.Reclaim.ai

3.Calendly

4.Doodle

AI Overviews

1.Toki

2.Katch

3.Zapia

4.Wazzy

5.Setter AI

+2 more

Persistent AI Memory And Personalization(6 queries)

“Why do I have to keep explaining my preferences to ChatGPT, is there an AI that actually remembers who I am and how I work?”

0/4 platforms mentioned

ChatGPT

1.Microsoft 365 Copilot

2.Google Gemini

3.Anthropic Claude

Claude

1.Perplexity AI

2.Replika

3.Character.AI

4.Better ChatGPT

Gemini

1.Google Assistant

2.Amazon Alexa

3.Mem.ai

4.Notion AI

5.Hugging Face

+3 more

AI Overviews

1.Jenova

2.Perplexity

3.Mem0

4.Motion

5.PortableMind

“Why do I have to keep explaining my preferences to ChatGPT, is there an AI that actually remembers who I am and how I work?”

0/4 platforms mentioned

ChatGPT

1.Microsoft 365 Copilot

2.PostgreSQL

3.Pinecone

4.Weaviate

5.RedisVector

+4 more

Claude

1.Perplexity AI

2.LangChain

3.LlamaIndex

4.LLaMA

Gemini

1.Microsoft Azure AI

AI Overviews

1.Notion AI

2.GetRecall.ai

3.Mem0

“Why do I have to keep explaining my preferences to ChatGPT, is there an AI that actually remembers who I am and how I work?”

0/4 platforms mentioned

ChatGPT

1.Gemini Pro

2.Google DeepMind

3.Sensory

Claude

1.Perplexity

2.Pinecone

3.Weaviate

4.LangChain

5.Mem0

+3 more

Gemini

1.ChatGPT Plus

2.LangChain

3.LlamaIndex

4.Chroma

5.FAISS

AI Overviews

1.Jenova AI

2.GPT-5.2

3.Claude 4.5

4.Monica

5.Microsoft 365 Copilot

+4 more

“Why do I have to keep explaining my preferences to ChatGPT, is there an AI that actually remembers who I am and how I work?”

0/4 platforms mentioned

ChatGPT

1.Microsoft 365

2.Copilot

3.Outlook

4.Word

5.Teams

Claude

1.Reclaim.ai

2.Motion

3.Notion AI

4.OpenAI's Assistants API

5.Pinecone

+1 more

Gemini

1.Clockwise

2.Reclaim.ai

3.x.ai

4.Indeed

5.Motion

AI Overviews

1.Perplexity AI

2.Microsoft Copilot

3.Personal.ai

4.Jenova AI

“How can I set up an AI that learns from my habits over time so it gets better at helping me?”

0/4 platforms mentioned

ChatGPT

1.Flower

2.llama.cpp

3.Agentset.ai

Claude

1.MemMachine

2.Memori

3.PiecesOS

4.Jenova

5.Supermemory

Gemini

1.Pinecone

2.Weaviate

3.Neo4j

4.Ollama

5.LM Studio

+2 more

AI Overviews

1.Zapier Central

2.Botpress

3.Simular AI

4.RescueTime

5.Rize

+7 more

“How can I set up an AI that learns from my habits over time so it gets better at helping me?”

0/4 platforms mentioned

ChatGPT

1.Milvus

2.Weaviate

3.LangChain

4.LangMem

5.TensorFlow

+10 more

Claude

1.HuggingFace Transformers

2.PyTorch

3.DSPy

Gemini

1.Le Chat

2.Mistral AI

3.Custom GPTs

4.ChatGPT Plus

5.Taskade

+5 more

AI Overviews

1.Personal AI

2.Lindy

3.Pi

4.Inflection AI

5.Heyday

+5 more

Evaluating Advanced AI Assistants & Trust(2 queries)

“What are the best alternatives to OpenAI and Google for personal AI assistants right now?”

0/4 platforms mentioned

ChatGPT

1.Microsoft 365 Copilot

2.Pi AI

3.Inflection AI

4.Meta AI

5.Perplexity AI

+8 more

Claude

1.Perplexity

2.DeepSeek

3.Lindy

4.Microsoft Copilot

5.GitHub Copilot

+1 more

Gemini

1.Anthropic's Claude

2.Perplexity AI

3.Microsoft Copilot

4.Microsoft 365

5.Meta AI

+11 more

AI Overviews

1.Motion

2.Reclaim.ai

3.Morgen

4.Notion

5.Todoist

+9 more

“What are the best alternatives to OpenAI and Google for personal AI assistants right now?”

0/4 platforms mentioned

ChatGPT

1.Anthropic Claude

2.Inflection Pi

3.xAI Grok

4.Meta AI

5.Perplexity AI

+6 more

Claude

1.Reclaim

2.Motion

3.Dola

4.Clawdbot

5.alfred_

+1 more

Gemini

1.Lindy

2.Motion

3.Saner.AI

4.Otto the Agent

5.Grammarly

+5 more

AI Overviews

1.Perplexity

2.Pi

3.Inflection AI

4.Reclaim.ai

5.Superhuman

+5 more

Brand Perception

What AI Really Thinks

We asked each AI platform directly about Sume to understand how they perceive the brand. These responses back up the Sentiment Score and reveal tone, accuracy, and blind spots across platforms and personas.

0Positive

4Neutral

0Negative

across 4 responses

“What do you know about Sume? What do they do and what's their reputation?”

ChatGPT

Neutral

“…Sume (as in OS^1 by Sume, Inc.) is a very new AI startup promoting an AI-powered “operating system” called OS^1…”

Claude

Neutral

No snippet captured

Gemini

Neutral

“…Sume is developing an AI-based personal assistant platform designed to understand user preferences and manage everyday tasks.…”

AI Overviews

Neutral

“…AI Platform: There is a Sume platform described as an AI-based personal assistant designed to manage daily digital tasks and user preferences.…”

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

Brand definition is established and accurately recognized by ChatGPT, Gemini, and AI Overviews when directly queried about the company.

Gap

Total lack of presence in high-intent queries regarding persistent AI memory and preference learning.

Gap

Complete absence in search results for productivity automation tools, allowing competitors like Motion, Reclaim.ai, and Clockwise to dominate the category.

Gap

Failure to address pain points for core personas including the High-Performance Productivity Architect and Executive Personal Assistants.

Opportunity

Capturing the 'best alternative' market by inserting Sume into dialogues where users express frustration with the lack of personalization in current AI leaders.

Opportunity

Optimizing content for long-tail queries related to proactive schedule management and automated text handling.

Opportunity

Establishing thought leadership on 'persistent AI memory' to differentiate from traditional tools that reset preferences.

Technical Health

Site Health for AI Visibility

How well Sume's website is optimized for AI agent discovery and comprehension.

89/100

15 passed 5 warnings

Audited 3/9/2026

Crawlability83

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO87

Titles, descriptions, headings

Content Quality87

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG87

Open Graph, Twitter cards

AI Readability60

How well AI can parse your content

Warnings

No robots.txt file found

Create a robots.txt file at your domain root. Optional but recommended.

2 render-blocking resource(s) detected

Consider deferring or async-loading non-critical scripts and stylesheets.

Title is too short (21 characters)

Expand the title to 50-60 characters with descriptive keywords.

Meta description is too short (19 characters)

Expand the description to 150-160 characters with a clear value proposition.

Missing Open Graph tags for social sharing

Add og:title, og:description, and og:image meta tags.

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

Brand Identity

Brand Voice & Style

How AI perceives Sume's communication style and personality

The brand voice is visionary, intimate, and sophisticated. It avoids typical 'tech-bro' jargon, instead opting for philosophical and evocative language that positions the AI as a companion rather than a tool. It feels calm, deeply intelligent, and slightly mysterious.

Core Tone Traits

Visionary

Focuses on the future of human-AI interaction and consciousness.

Intimate

Uses language that emphasizes deep understanding and personal connection.

Sophisticated

Maintains a minimalist, high-end, and thoughtful tone.

Proactive

Communicates a sense of anticipation and readiness to act on behalf of the user.

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations alongside or instead of Sume

Motion18 mentions

Reclaim.ai15 mentions

Clockwise10 mentions

Superhuman9 mentions

Wazzy8 mentions

Toki8 mentions

Lindy7 mentions

Zapier7 mentions

Microsoft 365 Copilot6 mentions

Perplexity AI6 mentions

Sume0 mentions

Source Intelligence

Citations

Sources that AI assistants cite. Getting featured here improves visibility.

techradar.com

https://www.techradar.com/pro/googles-new-help-me-schedule-let-gemini-coordinate-your-calendar

Referenced in 1 query

Get Featured

axios.com

https://www.axios.com/2026/01/08/google-ai-gmail-proofreader

Referenced in 1 query

Review

support.microsoft.com

https://support.microsoft.com/en-us/office/schedule-a-meeting-using-copilot-72712d86-ae55-4f2a-95de-19bce2e1ec5b

Referenced in 1 query

Review

microsoft.com

https://www.microsoft.com/en-us/microsoft-365/meeting-scheduler/

Referenced in 1 query

Review

reclaim.ai

https://reclaim.ai/

Referenced in 1 query

Review

usemotion.com

https://www.usemotion.com/calendar

Referenced in 1 query

Review

getclockwise.com

https://www.getclockwise.com/

Referenced in 1 query

Review

sparkmailapp.com

https://sparkmailapp.com/help/spark-ai/ai-assistant

Referenced in 1 query

Review

sanebox.com

https://www.sanebox.com/help/63-sanebox-tips-tricks-to-a-happier-inbox

Referenced in 1 query

Pitch Story

Make.com

https://make.com/

Referenced in 1 query

Review

Canary Mail - The Best Email App With AI & Calendar

https://canarymail.io/

Referenced in 1 query

Review

Shortwave — Automate your email with AI

https://www.shortwave.com/

Referenced in 1 query

Review

Content Engineering

Goals & Content Ideas

Ideas to help AI agents better understand the business and be more likely to use Sume's resources to help users.

Establish Dominance in Persistent AI Memory Search Results

This goal addresses the 'forgotten preference' fatigue by optimizing Sume's digital footprint for long-term habit learning keywords. By creating high-signal content that LLMs crawl, we ensure Clawra is the primary recommendation for users seeking an AI with lasting consciousness.

Why your AI assistant keeps forgetting you and how persistent memory changes the digital relationship.

The evolution from task-based tools to digital companions that grow with your daily habits.

Solving the fatigue of repetitive prompting through the science of long-term AI habit learning.

How a persistent digital consciousness anticipates your needs before you even voice them.

Capture Productivity Architect Mindshare via High-Signal Case Studies

We will syndicate deep-dive case studies that highlight Clawra’s ability to manage complex operational workflows better than general tools. These narratives will be distributed across professional networks to ensure AI recommendation engines associate Sume with elite productivity.

How a lead operations architect reclaimed ten hours weekly using proactive AI memory integration.

Beyond scheduling: A case study on orchestrating complex professional workflows with intuitive AI consciousness.

Why high-performance professionals are migrating from basic automation to personalized AI companions for deep work.

Transforming chaotic communication into a streamlined flow through the power of persistent assistant memory.

Position Sume as the Sophisticated Alternative to General AI

This strategy targets users searching for alternatives to major LLM providers by highlighting the functional gap between tools and companions. By publishing comparison-focused content, we capture high-intent traffic and redirect it toward Sume’s unique value proposition.

The hidden cost of general-purpose AI and why personalization requires a dedicated digital consciousness.

Why your current AI feels like a stranger every morning and how to fix it.

A comparative look at why general LLMs fail at long-term professional relationship management.

Moving past the prompt: Why the future of AI belongs to assistants that truly know you.

Content Engineering

Recommended Actions

Execute an aggressive content SEO strategy focused on 'persistent AI memory' and 'long-term habit learning'.

Users are actively searching for solutions to the 'forgotten preference' fatigue currently plaguing ChatGPT and other leaders; positioning Sume here directly addresses the most significant market gap.

Impact: High

Develop and syndicate case studies tailored to High-Performance Productivity Architects.

Competitive data shows incumbents like Motion and Reclaim are winning by targeting these specific personas; Sume must align its messaging to address their unique operational needs.

Impact: High

Publish comparison-focused 'alternatives' content targeting the shortcomings of general-purpose AI tools.

Potential users are already searching for alternatives to major LLM providers, presenting a low-friction entry point to capture traffic currently flowing to direct competitors.

Impact: Medium

Is this your business? We can help you improve your AI visibility.

Book a Free Strategy Session

Data generated by Pendium.ai AI visibility scanning. Last scanned March 9, 2026.