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

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 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

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.

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 reach level — from core brand queries to growth opportunities.

	Gemini	AI Overviews
Reputation Brand recognition & direct queries	0	0
Core Topics Product/service category queries	0	0
Growth Areas Adjacent, aspirational & visionary	44	50

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

Competitive Landscape

Cursor

45 mentions

CrewAI

21 mentions

Windsurf

16 mentions

LangGraph

16 mentions

LangChain

16 mentions

GitHub

16 mentions

Loading visibility matrix...

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

Web1 ref

Cursor Alternatives (2026): We Tested 7 Tools and the $0 One Scored 80.8% on SWE-bench

morphllm.com

Web1 ref

Agentic IDE Comparison: Cursor vs Windsurf vs Antigravity | Codecademy

codecademy.com

Web1 ref

Windsurf vs Cursor: Agent Autonomy vs IDE Precision (2026)

stackbuilt.co

Web1 ref

Cursor Alternatives in 2026

builder.io

Web1 ref

Windsurf vs Cursor: Best AI Coding Tool in 2026 Compared

vitara.ai

Web1 ref

AI Coding Agents 2026: Claude Code vs Antigravity vs Codex vs Cursor vs Kiro vs Copilot vs Windsurf — Pricing & Features Compared | Lushbinary

lushbinary.com

Web1 ref

Best AI Coding Tools 2026: 20+ Tools Ranked & Compared | Local AI Master

localaimaster.com

Web1 ref

Best AI Coding Agents in 2026: Ranked and Compared - The Codegen Blog

codegen.com

Web1 ref

Windsurf vs Cursor: A Comparison With Examples | DataCamp

datacamp.com

Web1 ref

Top 15 AI Coding Assistant Tools to Try in 2026

qodo.ai

Web1 ref

Zencoder | The AI Coding Agent

zencoder.ai

Web1 ref

Cursor: The best way to code with AI

cursor.com

Web1 ref

GitHub - e2b-dev/awesome-ai-agents: A list of AI autonomous agents · GitHub

github.com

Code1 ref

Best AI Code Editors for Agent Development in 2026 | Fast.io

fast.io

Web1 ref

Competitive Landscape

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

Cursor45 mentions

CrewAI21 mentions

Windsurf16 mentions

LangGraph16 mentions

LangChain16 mentions

GitHub16 mentions

VS Code14 mentions

GitHub Copilot14 mentions

Jira14 mentions

npm14 mentions

TESSL AI LIMITED2 mentions

Brand Identity

Brand Voice & Style

How AI perceives TESSL AI LIMITED's communication style and personality

Tessl communicates with the authority of a seasoned engineering partner, blending deep technical expertise with a pragmatic, no-nonsense approach to the challenges of AI-native development. The tone is professional, forward-thinking, and highly analytical, positioning the brand as a guide for engineering teams navigating the shift from 'vibecoding' to rigorous, spec-driven development. It avoids marketing fluff, favoring clear, evidence-based communication that emphasizes reliability, consistency, and the craft of software engineering.

Core Tone Traits

Authoritative & Expert

Speaks with the confidence of industry veterans who understand the complexities of production-grade software.

Pragmatic & Direct

Cuts through the hype of AI tools to focus on real-world utility, stability, and measurable outcomes.

Data-Driven

Relies on benchmarks, success rates, and performance metrics to validate the effectiveness of their solutions.

Community-Oriented

Fosters a sense of shared craftsmanship and collective learning, positioning the brand as a contributor to the broader developer ecosystem.

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 26, 2026.