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

Extend

Visibility1

Vibe50

Businesses/Enterprise Software/Extend

AI Visibility & Sentiment

Extend

Extend is an AI-powered document processing platform that helps enterprises parse, extract, and transform unstructured documents into structured data with production-ready accuracy. The company serves leading AI teams across healthcare, financial services, real estate, and logistics industries, processing millions of pages daily.

Active Monitoring

extend.ai

Enterprise Software Startups

AI Visibility Score

1/100

Invisible

Sentiment Score

50/100

AI Perception

Summary

Extend is currently a ghost in the enterprise document processing landscape, ceding nearly the entire market conversation to competitors like Docling and Unstructured.io during critical RAG and LLM pipeline searches. This total absence across Claude, Gemini, and Google AI Overviews represents a critical failure to capture the high-intent 'PDF to Markdown' traffic that is currently defining the category's future.

Value Proposition

Production-ready document processing with 99%+ accuracy that outperforms legacy OCR, open source, and foundation models—enabling teams to ship reliable document pipelines in minutes instead of months.

Overview

Mission

Transform how the world works with unstructured data by helping builders ship applications built on unstructured data in the world's most critical industries.

Products & Services

Parse API - converts unstructured documents into LLM-ready markdownExtract API - extracts structured data into any schemaSplit API - segments multi-document files into individual subdocumentsClassify API - categorizes documents into pre-defined typesEdit API - detects and fills form fields programmatically

Agent Breakdown

AI Platforms

How often do different AI platforms reference Extend?

Loading explorer...

Conversation Analysis

Topics

What conversations is Extend included in — or excluded from?

Loading explorer...

Buyer Personas

Personas

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

Loading explorer...

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

Building RAG And LLM Pipelines With Unstructured Data(3 queries)

“best way to convert messy pdfs into markdown for a rag pipeline”

0/3 platforms mentioned

Claude

1.Marker

2.Nougat

3.Facebook Research

4.PyMuPDF

5.Docling

+4 more

Gemini

1.PyPDF2

2.Unstructured.io

3.Docling

4.IBM

5.LlamaParse

+11 more

AI Overviews

1.Docling

2.IBM

3.TableFormer

4.DocLayNet

5.Marker

+6 more

“how to get clean text from complex documents for gpt-4o processing, are there specific tools better than textract?”

0/3 platforms mentioned

Claude

1.Tesseract

2.Textract

3.GPT-4o

4.Marker

5.Mathpix API

+3 more

Gemini

1.Tesseract

2.AWS Textract

3.GPT-4o

4.Azure AI Document Intelligence

5.Unstructured.io

+4 more

AI Overviews

1.AWS Textract

2.Azure AI Document Intelligence

3.LlamaParse

4.LlamaIndex

5.Unstructured.io

+7 more

“recommend an api that turns unstructured docs into clean markdown for llms”

0/4 platforms mentioned

ChatGPT

1.Google Document AI

2.Azure Form Recognizer

3.Document Intelligence

4.ABBYY Vantage

5.Cloud OCR SDK

+26 more

Claude

1.Files API

2.Claude 3.5 Sonnet

3.Docling

4.IBM

5.Zerox

+2 more

Gemini

1.Tesseract

2.Textract

3.Unstructured.io

4.Unstructured API

5.LlamaIndex

+7 more

AI Overviews

1.Unstructured.io

2.LlamaParse

3.LlamaIndex

4.Mistral OCR

5.Docling

+5 more

Automating Multi Document Workflows At Scale(1 query)

“how to programmatically split a 100 page pdf into separate subdocuments based on content”

0/4 platforms mentioned

ChatGPT

1.pdfplumber

2.pypdf

3.pdfminer.six

4.Apache PDFBox

5.PyMuPDF

+14 more

Claude

1.PyPDF2

2.pdfplumber

3.Tesseract

4.textract

5.pdfseparate

+6 more

Gemini

1.PyMuPDF

2.PyPDF2

3.pdfplumber

4.LangChain

5.OpenAI API

+10 more

AI Overviews

1.pypdf

2.PyMuPDF

3.Aspose.PDF

4.Stack Overflow

5.pdf-parse

+6 more

Enterprise Reliability & Platform Comparison(1 query)

“most accurate idp platforms for high-volume enterprise document processing in 2026”

0/4 platforms mentioned

ChatGPT

1.Azure AI Document Intelligence

2.Azure

3.Synapse

4.Purview

5.Cognitive Search

+38 more

Claude

1.UiPath Document Understanding

2.UiPath

3.Automation Anywhere Document Processing

4.Automation Anywhere

5.Kofax Intelligent Automation

+6 more

Gemini

1.Google Cloud Document AI

2.AWS IDP

3.Amazon Textract

4.Amazon Bedrock

5.Claude 3.5

+11 more

AI Overviews

1.Gartner

2.IDC

3.PR Newswire

4.ABBYY Vantage

5.IDC MarketScape

+16 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

Maintains a minimal 10% foothold within ChatGPT responses, indicating some legacy awareness in the oldest training data sets.

Strength

Shows marginal resonance with Scalability-Focused Software Architects, the only persona currently acknowledging the brand's existence.

Gap

Zero visibility across Claude, Gemini, and AI Overviews, meaning the brand is effectively excluded from the modern AI search ecosystem.

Gap

Complete failure to appear in high-intent queries regarding 'PDF to markdown conversion' and 'RAG pipelines'—territories currently dominated by Docling and LlamaParse.

Gap

Total lack of presence for the 'Compliance-Driven FinTech CTO' persona, a critical buyer segment for enterprise software.

Opportunity

Aggressively target the 'clean text for GPT-4o' and 'unstructured docs to markdown' query clusters where competitors like Marker are winning.

Opportunity

Establish technical authority within the RAG ecosystem to challenge the 20+ mention lead held by Unstructured.io.

Opportunity

Leverage the neutral sentiment in ChatGPT to pivot toward a more authoritative, performance-driven brand narrative.

Technical Health

Site Health for AI Visibility

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

91/100

18 passed 5 warnings

Audited 3/2/2026

Crawlability100

Can AI bots find your pages?

Technical90

SSL, mobile, doctype basics

On-Page SEO80

Titles, descriptions, headings

Content Quality87

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG100

Open Graph, Twitter cards

AI Readability60

How well AI can parse your content

Warnings

5 render-blocking resources are slowing initial render

Defer non-critical JS with async/defer. Inline critical CSS. Move stylesheets to load asynchronously.

Title is too short (19 characters)

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

Meta description is too short (67 characters)

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

H3 used without H2 — heading levels are skipped

Use headings in order (H1 → H2 → H3). Don't skip levels.

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

Brand Identity

Brand Voice & Style

How AI perceives Extend's communication style and personality

Extend communicates with confident technical authority while remaining accessible and practical. The brand voice is precise and data-driven, often citing specific metrics like '99% accuracy' and 'millions of pages daily' to build credibility. There's an understated confidence—letting results speak through customer testimonials rather than hyperbole. The tone balances engineering sophistication with clear, jargon-free explanations that resonate with technical decision-makers who value substance over marketing fluff.

Core Tone Traits

Technically Precise

Uses specific metrics, technical terminology, and concrete examples to demonstrate expertise

Confidently Understated

Lets results and customer testimonials speak rather than making bold claims

Developer-Friendly

Speaks directly to engineers with practical, implementation-focused language

Enterprise-Ready

Conveys reliability, security, and scale appropriate for mission-critical workflows

Competitive Landscape

Related Ecosystem

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

Docling21 mentions

Unstructured.io21 mentions

Marker19 mentions

AWS Textract19 mentions

LlamaIndex18 mentions

Tesseract18 mentions

Rossum18 mentions

LlamaParse17 mentions

IBM14 mentions

GPT-4o14 mentions

Extend0 mentions

Source Intelligence

Citations

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

From PDFs to Markdown - DEV Community

https://dev.to/ashokan/from-pdfs-to-markdown-evaluating-document-parsers-for-air-gapped-rag-systems-58eh

Referenced in 1 query

Review

PDF to Markdown for RAG - Reddit

https://www.reddit.com/r/Rag/comments/1hoch6t/pdf_to_markdown_for_rag/

Referenced in 1 query

Join Discussion

How to transform PDFs into structured data with Docling

https://www.linkedin.com/posts/khuyen-tran-1401_transform-messy-pdfs-into-rag-ready-data-activity-7363241325275631620-eug4

Referenced in 1 query

Pitch Story

Improved RAG Document Processing With Markdown - Medium

https://medium.com/data-science/improved-rag-document-processing-with-markdown-426a2e0dd82b

Referenced in 1 query

Review

Free Open-Source Tool will make your PDFs Ready For RAG ...

https://www.youtube.com/watch?v=7atkVfm3LyY

Referenced in 1 query

Pitch Story

Fix RAG Hallucinations at the Source: Top PDF Parsers ...

https://infinityai.medium.com/3-proven-techniques-to-accurately-parse-your-pdfs-2c01c5badb84

Referenced in 1 query

Review

What is the best ocr model for converting PDF pages ... - Reddit

https://www.reddit.com/r/LocalLLaMA/comments/1obha86/what_is_the_best_ocr_model_for_converting_pdf/

Referenced in 1 query

Join Discussion

Knowledge graph RAG for PDFs with tables : r/LLMDevs - Reddit

https://www.reddit.com/r/LLMDevs/comments/1hx4jr7/knowledge_graph_rag_for_pdfs_with_tables/

Referenced in 1 query

Join Discussion

What’s the Best PDF Extractor for RAG? LlamaParse vs Unstructured ...

https://www.reddit.com/r/LangChain/comments/1iu0ru4/whats_the_best_pdf_extractor_for_rag_llamaparse/

Referenced in 2 queries

Join Discussion

best tools & pipeline for processing ~100 heavy NASA PDFs (lots of ...

https://www.reddit.com/r/Rag/comments/1oyf7n6/help_best_tools_pipeline_for_processing_100_heavy/

Referenced in 1 query

Join Discussion

Convert PDF, Word, Excel, Powerpoint to clean Markdown for RAG ...

https://www.reddit.com/r/Rag/comments/1hpytqe/convert_pdf_word_excel_powerpoint_to_clean/

Referenced in 1 query

Join Discussion

RAG that works — Mission #1. From PDF chaos to clear Markdown

https://medium.com/artificial-intel-ligence-playground/rag-that-works-mission-1-05b15ffb9bfa

Referenced in 1 query

Review

Content Engineering

Recommended Actions

Publish technical 'How-To' guides specifically for 'PDF to Markdown' conversion for RAG pipelines.

Competitors like Docling and Marker are capturing all traffic for this high-growth use case; Extend needs indexable, technical content to enter these LLM context windows.

Impact: High

Develop and distribute API-focused documentation targeting the Scalability-Focused Software Architect.

This is the only persona showing a flicker of awareness; doubling down here provides the path of least resistance for initial visibility gains.

Impact: High

Audit and update structured data and site architecture to facilitate ingestion by Claude and Gemini.

With a 0% mention rate on these platforms, Extend is currently invisible to the fastest-growing segments of AI-assisted professional search.

Impact: Medium

Create comparison content against AWS Textract and Rossum for 'high-volume enterprise document' queries.

These legacy competitors are frequently cited; positioning Extend as the modern, more accurate alternative will hijack their existing visibility.

Impact: Medium

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

Book a Free Strategy Session