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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Geoman

Visibility52

Vibe78

Businesses/Geospatial Software / GIS/Geoman

AI Visibility & Sentiment

Geoman

Geoman is a geospatial technology company specializing in professional-grade editing and data management tools for web-based maps. They offer high-performance "drop-in" libraries that allow developers to integrate complex geometry editing features like drawing, snapping, and measuring into their applications in minutes.

Active Monitoring

geoman.app

Geospatial Software / GIS

AI Visibility Score

52/100

Moderate

Sentiment Score

78/100

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 Geoman today.

Geoman holds a strong, authoritative position when users specifically seek out technical geo-editing alternatives, yet it remains largely invisible in broader discovery and vetting conversations. While the brand captures the attention of developers searching for direct substitutes to Leaflet.draw, it fails to influence the decision-making process for users evaluating professional-grade GIS software stacks or long-term infrastructure stability.

Value Proposition

Add geo-editing to your app in minutes, not months by providing battle-tested, high-performance libraries that support large datasets without UI lag.

Overview

Mission

To make it as easy as possible for individuals and companies to manage their geo-data through intuitive, powerful, and accessible tools.

Products & Services

Leaflet-Geoman (Free & Pro)MapLibre-Geoman / Mapbox-GeomanGeoman.app (Web-based utility)Geoman Pro Services

Current State

Visibility Landscape

A high-level view of how Geoman 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	42	58	56	51
Core Topics Product/service category queries	30	30	0	6
Growth Areas Adjacent, aspirational & visionary	0	0	0	0

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

Competitive Landscape

OpenLayers

53 mentions

Leaflet

46 mentions

MapLibre GL JS

39 mentions

turf.js

29 mentions

Mapbox GL JS

27 mentions

Mapbox

16 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

High brand recall and positive sentiment in ChatGPT for direct technical queries regarding web-based geometry editing.

Strength

Effective presence in specific 'alternative to' search queries where users have high purchase intent for GIS libraries.

Strength

Strong recognition in 'vibe check' style queries, proving the brand identity is well-indexed by AI models when specifically prompted.

Recommended Actions

Develop and syndicate 'Vetting & Selection' content for web-mapping software.

The data shows Geoman is ignored in critical decision-making queries; providing AI-friendly content that addresses 'what to look for' will move the brand from an alternative to a primary consideration.

Target 'High Performance' search queries with benchmarks and case studies.

Competitors like Mapbox and MapLibre are capturing search volume related to performance; Geoman must provide evidence-based content that correlates its editing capabilities with high-performance requirements.

Tailor technical documentation specifically for the 'Real Estate Product Manager' persona.

The current persona performance is weak; creating industry-specific use cases will help AI models associate Geoman with specialized vertical needs rather than just general geometry editing.

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

Professional Web Mapping & Geo Editing Tool Selection(3 queries)

“what are some good alternatives to leaflet.draw for adding custom polygon drawing to my web map”

4/4 platforms mentioned

Core

ChatGPT

1.Leaflet.Draw

2.Leaflet-Geoman

3.turf.js

4.Mapbox GL Draw

5.Mapbox GL JS

+2 more

Claude

1.Leaflet.draw

2.Leaflet-Geoman

3.Terra Draw

4.Mapbox

5.MapLibre

+3 more

Gemini

1.leaflet.draw

2.mapbox-gl-draw

3.Mapbox GL JS

4.MapLibre GL JS

5.MapLibre

+3 more

AI Overviews

1.leaflet.draw

2.Leaflet-Geoman

3.Leaflet-Editable

4.Terra Draw

5.Leaflet-Polydraw

“best libraries for adding interactive geometry editing to a maplibre map in my web app”

3/4 platforms mentioned

Core

The Technical GIS Architect · Lead Geospatial Engineer

ChatGPT

1.MapLibre GL JS

2.Mapbox GL Draw

3.Mapbox GL

4.turf

5.deck.gl

+1 more

Claude

1.MapLibre (MapLibre GL JS)

2.Terra Draw

3.Leaflet

4.OpenLayers

5.maplibre-gl-geo-editor

6.Geoman (maplibre-geoman, Geoman Pro)

+1 more

Gemini

1.MapLibre GL JS

2.Terra Draw (maplibre-gl-terradraw)

3.Leaflet

4.OpenLayers

5.MapLibre GL Geo Editor

6.Geoman (Leaflet-Geoman)

+3 more

AI Overviews

1.MapLibre GL JS

2.MapLibre-Geoman

3.Terra Draw

4.Mapbox-GL-Draw

5.Mapbox GL JS

+2 more

“which web mapping libraries offer the best performance for handling huge datasets with snapping features”

0/4 platforms mentioned

Core

The Technical GIS Architect · Lead Geospatial Engineer

ChatGPT

1.MapLibre GL

2.Mapbox GL

3.Tippecanoe

4.tegola

5.OpenLayers

+8 more

Claude

1.Mapbox GL JS

2.MapLibre GL JS

3.OpenLayers

4.Leaflet

5.Deck.gl

+5 more

Gemini

1.MapLibre GL JS

2.Mapbox GL JS

3.OpenLayers

4.Leaflet

5.Supercluster

+1 more

AI Overviews

1.OpenLayers

2.MapLibre GL JS

3.Mapbox GL JS

4.Deck.gl

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.

Beyond L.polygon: Alternative Approaches for Polygons in Leaflet

runebook.dev

Web1 ref

Alternatives and detailed information of Leaflet Geoman - GitPlanet

gitplanet.com

Web1 ref

Customize react-leaflet-draw. A short manual to access the… | by Christian Zielke | Medium

medium.com

Blog1 ref

Best Leaflet Alternatives in 2025

stackshare.io

Web1 ref

Draw polygons on a map with Leaflet.js and leaflet.draw - JSFiddle - Code Playground

jsfiddle.net

Web1 ref

GitHub - JamesLMilner/terra-draw: A library for drawing on maps that supports Mapbox, MapLibre, Google Maps, OpenLayers and Leaflet out the box · GitHub

github.com

Code1 ref

Elevate Your GIS Development with Leaflet-Geoman: A Comparative Review with Leaflet Draw - Blog - Geoman.io

geoman.io

Web1 ref

Leaflet Alternatives: Top 12 Map Services & Similar Apps | AlternativeTo

alternativeto.net

Web1 ref

Plugins - Leaflet - a JavaScript library for interactive maps

leafletjs.com

Web1 ref

Leaflet Draw Documentation

leaflet.github.io

Web1 ref

5753

github.com

Code1 ref

Building A Custom Draw Mode For Mapbox Gl Draw 1dab71d143ee

medium.com

Blog1 ref

Maplibre Geoman Vs Mapbox Gl Draw

geoman.io

Web1 ref

Draw Polygon With Mapbox Gl Draw

maplibre.org

Web1 ref

Mapbox Gl Draw

docs.mapbox.com

Social1 ref

Competitive Landscape

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

OpenLayers53 mentions

Leaflet46 mentions

MapLibre GL JS39 mentions

turf.js29 mentions

Mapbox GL JS27 mentions

Geoman17 mentions

Mapbox16 mentions

PostGIS15 mentions

Deck.gl14 mentions

React14 mentions

PostgreSQL (PostGIS)14 mentions

Brand Identity

Brand Voice & Style

How AI perceives Geoman's communication style and personality

Geoman communicates with a focus on extreme utility and simplicity. The brand voice is direct, functional, and minimalist, stripping away technical jargon to highlight the immediate value of its location-extraction technology. It speaks to developers and data users who value efficiency, clarity, and straightforward problem-solving.

Core Tone Traits

Direct and Functional

Focuses on the 'what' and 'how' without unnecessary fluff.

Minimalist

Reflects the simplicity of the tool itself.

Utility-focused

Prioritizes the immediate problem-solving capability of the software.

Accessible

Uses plain language to make complex geospatial tasks feel easy.

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.

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