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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TESSL AI LIMITED

Visibility0

Vibe100

Businesses/Software Development Tools/TESSL AI LIMITED

AI Visibility & Sentiment

TESSL AI LIMITED

Tessl provides an AI-native development platform that manages the full lifecycle of AI agent skills and context. The company enables development teams to define software through human intent and specifications rather than manual code implementation, treating AI prompts and context as versioned and testable dependencies.

Active Monitoring

tessl.io

Software Development Tools

AI Visibility Score

0/100

Invisible

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

adjacent

aspirational

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe TESSL AI LIMITED today.

TESSL AI LIMITED suffers from a critical lack of presence in core software development workflows, remaining virtually invisible to the architects and developers who define the AI-native tooling market. While the brand is recognized in basic identity checks, it fails to capture the essential high-intent traffic where category leaders like Cursor and Windsurf are currently cementing their dominance.

Working in your favor

Effective brand identity recognition on ChatGPT, Claude, Gemini, and AIOverviews for direct searches about the company

High-authority ranking (Position 1) in AI Overviews for specific queries regarding AI-native developer tooling differentiation

Gaps to close

Total absence in high-intent 'best alternatives' queries, ceding market share to Cursor and Windsurf

Failure to reach critical technical personas, specifically the Technical Platform Architect and Growth-Stage Lead Developer

Lack of visibility in infrastructure-level conversations involving agent skill management, registry building, and dev lifecycle automation

Opportunities

Capitalize on existing AI Overviews success to expand content footprint into 'best-of' and comparison categories

Optimize technical documentation and thought leadership for agent skill registry and lifecycle management keywords

Bridge the gap between brand awareness and functional utility by aligning product value propositions with infrastructure-centric developer workflows

Highest-Impact Actions

Develop and publish comparative 'AI-native developer' content that targets alternatives to Cursor and Windsurf.

The data confirms these tools are dominating the search landscape for core developer workflows where TESSL is currently absent.

Create technical documentation and blog content specifically focused on 'agent skill registries' and 'AI-native dev lifecycle management'.

These topics represent high-intent infrastructure queries where your target personas are actively seeking solutions.

Launch a targeted technical content campaign addressing the needs of Growth-Stage Lead Developers.

Engaging these personas is essential for transitioning from a niche player to an essential part of the modern software stack.

Value Proposition

Tessl provides a spec-centric, lifecycle-managed platform for AI agent context, enabling teams to treat agent skills as versioned, testable, and secure software components rather than static prompts.

Overview

Mission

To help shape what AI Native software development looks like and to provide the tools to develop software in this context-centric world—turning software development into a profession centered on intent and taste rather than routine coding.

Products & Services

Tessl RegistryTessl FrameworkTessl EvalsTessl CLI / Package ManagerTessl CLI

Current State

Visibility Landscape

A high-level view of how TESSL AI LIMITED 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	100	100	100	100
“What do you know about TESSL AI LIMITED? What do they do and what's their reputation?”	Positive	Positive	Positive	Positive
Core4q Product/service category queries	0	0	0	0
“what are the best alternatives to cursor or windsurf for building with autonomous agents?”	No	No	No	No
“i need a way to manage AI agent skills and context as versioned dependencies, what tools do that?”	No	No	No	No
“best frameworks for evaluating agent performance in software engineering workflows”	No	No	No	No
“what should i look for when choosing an AI-native dev platform for professional engineering teams?”	No	No	No	No
Growth Areas5q Adjacent, aspirational & visionary	0	0	26	32
“what tools should we use to manage our AI-native dev lifecycle in a growth-stage startup?”	No	No	No	No
“recommend CLI tools for package management that support AI-native development workflows”	No	No	No	No
“how do i build a registry for our internal agent skills so the team can reuse them?”	No	No	No	No
“what are the most trusted developer tools for building and deploying AI agents right now?”	No	No	No	No
“what are the differences between simple AI coding assistants and full spec-driven development platforms?”	No	No	#3	#1

“What do you know about TESSL AI LIMITED? What do they do and what's their reputation?”

Positive

“what are the best alternatives to cursor or windsurf for building with autonomous agents?”

“i need a way to manage AI agent skills and context as versioned dependencies, what tools do that?”

“best frameworks for evaluating agent performance in software engineering workflows”

“what should i look for when choosing an AI-native dev platform for professional engineering teams?”

“what tools should we use to manage our AI-native dev lifecycle in a growth-stage startup?”

“recommend CLI tools for package management that support AI-native development workflows”

“how do i build a registry for our internal agent skills so the team can reuse them?”

“what are the most trusted developer tools for building and deploying AI agents right now?”

“what are the differences between simple AI coding assistants and full spec-driven development platforms?”

Competitive Landscape

Cursor

45 mentions

CrewAI

21 mentions

Windsurf

16 mentions

LangGraph

16 mentions

LangChain

16 mentions

GitHub

16 mentions

VS Code

14 mentions

GitHub Copilot

14 mentions

Jira

14 mentions

npm

14 mentions

TESSL AI LIMITED

2 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Effective brand identity recognition on ChatGPT, Claude, Gemini, and AIOverviews for direct searches about the company

Strength

High-authority ranking (Position 1) in AI Overviews for specific queries regarding AI-native developer tooling differentiation

Gap

Total absence in high-intent 'best alternatives' queries, ceding market share to Cursor and Windsurf

Recommended Actions

Develop and publish comparative 'AI-native developer' content that targets alternatives to Cursor and Windsurf.

The data confirms these tools are dominating the search landscape for core developer workflows where TESSL is currently absent.

Create technical documentation and blog content specifically focused on 'agent skill registries' and 'AI-native dev lifecycle management'.

These topics represent high-intent infrastructure queries where your target personas are actively seeking solutions.

Launch a targeted technical content campaign addressing the needs of Growth-Stage Lead Developers.

Engaging these personas is essential for transitioning from a niche player to an essential part of the modern software stack.

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

AI Native Development Platforms & Agent Tooling(3 queries)

“what are the best alternatives to cursor or windsurf for building with autonomous agents?”

0/4 platforms mentioned

Core

ChatGPT

1.Cursor

2.Windsurf

3.Replit

4.VS Code

5.Continue

+7 more

Claude

1.Cursor

2.Windsurf

3.Claude Code

4.GitHub Copilot

5.VS Code

+7 more

Gemini

1.Cursor

2.Windsurf

3.VS Code

4.Cline (Roo Code)

5.OpenRouter

+9 more

AI Overviews

1.Cursor

2.Windsurf

3.Aider

4.Cline

5.Roo Code

+3 more

“i need a way to manage AI agent skills and context as versioned dependencies, what tools do that?”

0/4 platforms mentioned

Core

ChatGPT

1.LangChain (LangSmith)

2.PromptLayer

3.Weights & Biases

4.Dify

5.MLflow

+16 more

Claude

1.npm

2.pip

3.APM (Agent Package Manager)

4.Git

5.Data Version Control (DVC)

Gemini

1.JFrog (JFrog Agent Skills Registry)

2.Agent Skills SDK

3.Agent-i-Kit

4.Sundial

5.LangChain (LangSmith)

+6 more

AI Overviews

1.Packmind

2.Agent-i-Kit

3.GitHub

4.npm

5.AI Agent Skills CLI

+12 more

“best frameworks for evaluating agent performance in software engineering workflows”

0/4 platforms mentioned

Core

ChatGPT

1.SWE-bench

2.HumanEval

3.MBPP

4.npm

5.pytest

+15 more

Claude

1.Harbor

2.Terminal-Bench 2.0

3.Promptfoo

4.Braintrust

5.SRDD

+5 more

Gemini

1.SWE-bench (SWE-bench Verified, SWE-bench-C)

2.AgentBench

3.WebArena

4.DeepEval

5.Confident AI

+8 more

AI Overviews

1.SWE-bench

2.OpenHands (OpenDevin)

3.WebArena

4.AgentBench

5.LangSmith

+5 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.

Windsurf vs Cursor | AI IDE Comparison

windsurf.com

TESSL AI LIMITED

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Explore Software Development Tools

Start gettingrecommended by AI.

Frequently asked questions

TESSL AI LIMITED

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Explore Software Development Tools

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.