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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Lio

Visibility21

Vibe92

Businesses/Software/Lio

AI Visibility & Sentiment

Lio

Lio is the world's first AI-powered multi-agent system designed to automate procurement processes for global enterprises. By utilizing specialized agents that work in parallel, Lio streamlines vendor research, contract negotiation, and approval workflows to significantly reduce manual operational workload.

Active Monitoring

lio.ai

Software

AI Visibility Score

21/100

Low

Sentiment Score

92/100

AI Perception

Summary

Lio commands significant authority in technical, multi-agent AI procurement conversations, effectively positioning itself as a top-tier solution among elite evaluators. While the brand enjoys strong recognition in direct inquiries, it is currently ceding leadership in broader process modernization discussions to established incumbents like Coupa and SAP.

Value Proposition

Lio transforms complex procurement into an effortless, guided experience by using a coordinated network of AI agents to achieve 85% reduction in manual work and rapid integration.

Overview

Mission

Our vision isn't about replacing people. It's about giving them their time back, their creativity back, their purpose back.

Products & Services

AI-powered procurement automationMulti-agent vendor research and negotiationAutomated approval and compliance workflowsERP and P2P system integration

Agent Breakdown

AI Platforms

How often do different AI platforms reference Lio?

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Conversation Analysis

Key Topics

What conversations is Lio included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Lio 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

Procurement Process Modernization(2 queries)

“how do I reduce manual workload in our enterprise procurement team, what automation tools should I look at”

0/3 platforms mentioned

Claude

1.Precoro

2.Procurify

3.Vroozi

4.Coupa

5.SAP Ariba

+7 more

Gemini

1.SAP Ariba

2.SAP

3.Coupa

4.Ivalua

5.Precoro

+3 more

AI Overviews

1.GEP

2.Ramp

3.Ivalua

4.Amazon Business

“what's the best way to integrate AI-powered procurement automation into an existing ERP setup”

0/4 platforms mentioned

ChatGPT

1.SAP S/4HANA

2.Oracle Cloud

3.NetSuite

4.SAP Ariba

5.Coupa

+10 more

Claude

1.Coupa

2.SAP Ariba

3.SAP ERP

4.Levelpath

Gemini

1.SAP S/4HANA

2.Oracle NetSuite

3.Microsoft Dynamics 365

4.Coupa

5.SAP Ariba

+9 more

AI Overviews

1.Artsyl

2.SAP

3.Snowflake

4.Azure Data Lake

5.Oracle

+4 more

Multi Agent Systems For Vendor Management(2 queries)

“what tools use multi-agent systems to handle vendor research and contract negotiations”

1/4 platforms mentioned

ChatGPT

1.JADE

2.SPADE

3.JaCaMo

4.Procure.ai

5.Aerchain

+9 more

Claude

1.Lio

2.Pactum

3.Akira AI

4.Tonkean

5.Ivalua

+4 more

Gemini

1.Zycus

2.Merlin Agentic AI

3.GEP SMART

4.Mashfrog for Procurement

5.M4P

+15 more

AI Overviews

1.IBM

2.Pactum

3.Zycus Merlin

4.Ivalua

5.OptiSol elsAi CLM

+7 more

“is there software that can automate vendor contract negotiation and approval workflows”

0/4 platforms mentioned

ChatGPT

1.DocuSign CLM

2.DocuSign eSignature

3.Gartner

4.Icertis Contract Management

5.Ironclad

+6 more

Claude

1.Pactum

2.Ontra

3.DocJuris

4.Icertis

5.Juro

+1 more

Gemini

1.Icertis Contract Intelligence (ICI)

2.DocuSign CLM

3.SAP Ariba Contracts

4.Coupa Contract Lifecycle Management

5.Agiloft Contract Management Suite

AI Overviews

1.Ironclad

2.Coupa

3.Juro

4.Icertis

5.Agiloft

+3 more

Enterprise Procurement Evaluation And Trust(1 query)

“what should I prioritize when choosing a modern procurement automation platform for a global enterprise”

0/4 platforms mentioned

ChatGPT

1.SAP Ariba

2.SAP Business Network

3.Coupa

4.Gartner

5.Oracle

+10 more

Claude

1.Tipalti

Gemini

1.SAP Ariba

2.Coupa

3.Oracle Procurement Cloud

4.Ivalua

AI Overviews

1.SAP

2.Oracle

3.NetSuite

4.Fraxion

5.GEP

+1 more

Brand Perception

What AI Really Thinks

We asked each AI platform directly about Lio 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.

3Positive

1Neutral

0Negative

across 4 responses

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

ChatGPT

Positive

“…Lio is an AI-native procurement platform that aims to run enterprise purchasing end-to-end with autonomous AI agents.…”

Claude

Neutral

“…I'd be happy to help, but "Lio" could refer to several different entities.…”

Gemini

Positive

“…Procurement Automation: One version of Lio (formerly askLio) specifically builds an AI procurement workforce for enterprise companies, automating tasks like vendor research, negotiation, and purchase order management.…”

AI Overviews

Positive

“…Lio (formerly askLio) is an enterprise-grade platform that uses "agentic AI" to automate the entire purchasing process.…”

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

Top-tier positioning in multi-agent system queries on ChatGPT and Claude.

Strength

High brand resonance for direct 'vibe check' queries across major AI platforms.

Strength

Strong performance with technical procurement analysts who prioritize specialized AI capabilities.

Gap

Complete invisibility in core 'Procurement Process Modernization' discussions, representing a major missed opportunity for top-of-funnel capture.

Gap

Lack of footprint in Google AI Overviews, limiting reach for general enterprise procurement searchers.

Gap

Underperformance regarding Efficiency-Driven Operations Directors, who are currently gravitating toward legacy incumbents.

Opportunity

Capitalize on Lio's technical credibility to pivot into broader enterprise efficiency narratives.

Opportunity

Optimize content to address high-intent manual workload reduction queries where current competitors are absent or failing to convert.

Opportunity

Scale presence in Google AI Overviews by aligning product documentation with common procurement pain-point queries.

Technical Health

Site Health for AI Visibility

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

88/100

17 passed 1 warnings 2 issues

Audited 3/6/2026

Crawlability100

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO84

Titles, descriptions, headings

Content Quality60

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG95

Open Graph, Twitter cards

AI Readability60

How well AI can parse your content

Critical Issues

Page has no H1 heading

Add a single H1 tag as the main page heading.

Content is too thin

Expand your content to at least 300-500 words with valuable information.

Warnings

2 render-blocking resource(s) detected

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

Meta description may be truncated (294 characters)

Shorten to under 160 characters.

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

Brand Identity

Brand Voice & Style

How AI perceives Lio's communication style and personality

Lio communicates with a sophisticated, authoritative, and forward-thinking tone. It balances high-level enterprise professionalism with a human-centric focus on empowering employees, positioning itself as a visionary partner in digital transformation.

Core Tone Traits

Visionary & Forward-thinking

Focuses on the future of work and the transformative power of AI.

Authoritative & Expert

Demonstrates deep industry knowledge and enterprise-grade reliability.

Human-Centric

Emphasizes giving time and purpose back to people, not just replacing them.

Efficient & Precise

Reflects the speed and accuracy of their multi-agent technology.

Competitive Landscape

Related Ecosystem

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

Coupa26 mentions

SAP Ariba26 mentions

Ivalua22 mentions

SAP18 mentions

Oracle18 mentions

Jaggaer14 mentions

GEP SMART12 mentions

Pactum11 mentions

Zycus9 mentions

Ironclad9 mentions

Lio8 mentions

Source Intelligence

Citations

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

Top 7 AI‑Powered Procurement Automation Platforms for Industrial Manufacturers in 2026

https://blog.tryleverage.ai/blog/pf/ai-procurement-automation-platforms-manufacturers

Referenced in 3 queries

Review

11 Best Procurement Software Tools in 2026

https://www.siit.io/blog/best-procurement-software

Referenced in 2 queries

Review

Best Procurement Orchestration Platforms Reviews 2026 | Gartner Peer Insights

https://www.gartner.com/reviews/market/procurement-orchestration-platforms

Referenced in 1 query

Review

5 Best Procurement Tools for Scaling Teams in 2026 | Order.co

https://www.order.co/blog/procurement/procurement-tools/

Referenced in 2 queries

Review

Top Procurement Automation Tools Buyer’s Guide 2026

https://zapro.ai/procurement/procurement-automation-tools/

Referenced in 1 query

Review

Top 10 AI Procurement Software Solutions for 2026 | Suplari

https://suplari.com/blog/top-10-ai-procurement-tools

Referenced in 3 queries

Review

Best Procurement Software Solution 2026 | AI Powered System & Platform: GEP SMART

https://www.gep.com/software/gep-smart/procurement-software

Referenced in 2 queries

Review

Procurement automation best practices for enterprises (2026)

https://business.amazon.com/en/blog/procurement-automation

Referenced in 1 query

Partner

Lio raises $30M from Andreessen Horowitz and others to automate enterprise procurement | TechCrunch

https://techcrunch.com/2026/03/05/lio-ai-series-a-a16z-30m-raise-automate-enterprise-procurement/

Referenced in 2 queries

Pitch Story

Best Procurement Software for Purchasing Automation | AI-powered Procurement

https://www.procol.ai/

Referenced in 3 queries

Review

Reducing Manual Workload in Procurement: A Guide to Scale's Procurement Automation Tools - Scale Blog

https://scale.co.ke/blog/reducing-manual-workload-in-procurement-a-guide-to-automation-with-scale/

Referenced in 1 query

Review

Procurement Automation Explained: An Expert Guide | NetSuite

https://www.netsuite.com/portal/resource/articles/erp/procurement-automation.shtml

Referenced in 2 queries

Review

Content Engineering

Goals & Content Ideas

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

Establish Authority in Procurement Process Modernization

This goal addresses Lio's invisibility in the modernization category by publishing high-signal thought leadership that LLMs use to define the space. We will generate authoritative content that allows AI assistants to associate Lio with modern procurement workflows rather than legacy providers. Social media engagement will be used to create the authority signals necessary for AI discovery engines to prioritize our content.

The Evolution of Procurement: Why Legacy Systems Fail in the Age of Autonomous AI Agents

Strategic Modernization: A Framework for Transitioning from Manual Workflows to Multi-Agent Procurement Systems

Beyond Automation: How Modernization Replaces Fragmented Tools with a Unified AI Procurement Ecosystem

The CPO Guide to Navigating Procurement Process Modernization Without Disrupting Global Operations

Optimize Technical Documentation for Enterprise AI Search

This goal targets the current zero percent mention rate in AI Overviews by restructuring technical documentation for machine readability. We will deploy answer-based content and clear technical guides that enterprise search engines and LLMs crawl for factual procurement queries. Social distribution of these technical assets will drive the traffic and citations required for AI indexing and summarization.

Technical Overview: How Multi-Agent Systems Coordinate Complex Global Procurement Workflows and Approvals

Implementation Guide: Integrating AI-Powered Procurement Agents into Existing Enterprise Resource Planning Systems

Security and Compliance: Maintaining Data Integrity Within Autonomous AI Procurement and Vendor Research

Scaling Enterprise Procurement: A Technical Deep Dive into Parallel Agent Processing for Global Teams

Shift Brand Messaging Toward Tangible Operational ROI

This goal aligns Lio's narrative with the specific needs of Operations Directors by emphasizing efficiency over technical specifications. By focusing on the eighty-five percent reduction in manual work, we provide AI models with the value-based context needed for recommendation queries. Social proof and case-study-driven content will reinforce this ROI-centric identity for AI crawlers and human buyers alike.

Quantifying the ROI of AI: How Autonomous Agents Reduce Manual Procurement Workload by 85 Percent

The Operations Director Playbook for Driving Efficiency Through Multi-Agent Procurement Automation

Reducing Operational Friction: Why Leading Operations Teams are Replacing Manual Research with AI Agents

Transforming Procurement Costs into Competitive Advantages Through Strategic AI-Driven Operational Efficiency

Content Engineering

Recommended Actions

Develop and deploy high-authority thought leadership content focused on 'Procurement Process Modernization'.

Lio is currently invisible in this category; capturing this intent is essential to competing with legacy providers like Coupa.

Impact: High

Optimize technical documentation for Google AI Overviews and enterprise search engines.

Lio's current 0% mention rate in AI Overviews is a critical blind spot that prevents the brand from appearing in the early stages of the buyer journey.

Impact: High

Align marketing messaging with the specific needs of Efficiency-Driven Operations Directors.

Current visibility among this persona is low; shifting the narrative from 'technical prowess' to 'operational ROI' will improve capture rates.

Impact: Medium

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Data generated by Pendium.ai AI visibility scanning. Last scanned March 6, 2026.