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

Pollinate

Visibility2

Vibe57

Businesses/Enterprise Software/Pollinate

AI Visibility & Sentiment

Pollinate

Pollinate is a Y Combinator-backed supply chain execution platform that helps procurement teams automate high-friction processes like ECOs, shortages, and builds. They replace spreadsheet-based supply chain management with intelligent apps and agents tailored to how teams actually operate.

Active Monitoring

pollinate.tech

Enterprise Software YC25-26

AI Visibility Score

2/100

Invisible

Sentiment Score

57/100

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

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Pollinate today.

Pollinate currently exists on the extreme periphery of the AI knowledge graph, with competitors like Coupa and Altium 365 dominating the supply chain and hardware management discourse. While the brand shows a critical pulse of recognition among 'Spreadsheet-Burdened Supply Chain Managers' regarding engineering change orders, it is virtually invisible to high-level decision-makers and procurement leaders.

Value Proposition

Eliminate spreadsheet chaos and manual firefighting in supply chain management with automated apps and agents that handle ECOs, vendor management, invoice reconciliation, and real-time procurement tracking

Overview

Mission

Make supply chains durable by eliminating the fragility of spreadsheet-based procurement operations

Products & Services

Integrated Vendor Search & Invoice MatchReal-time PCB Procurement ManagementECO Propagation to Purchasing & VendorsLive Inbound & Receiving TrackerBOM Management & Risk Signals

Current State

Visibility Landscape

A high-level view of how Pollinate 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	0	0	9	0
Core Topics Product/service category queries	0	24	18	0
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

—

Competitive Landscape

Coupa

23 mentions

Altium 365

18 mentions

NetSuite

16 mentions

SAP

13 mentions

Oracle

13 mentions

Altium

13 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Emerging visibility within Claude and Gemini specifically for technical troubleshooting queries related to Engineering Change Orders (ECOs).

Strength

Resonating with the 'Spreadsheet-Burdened Supply Chain Manager' persona, achieving a 25% mention rate compared to zero visibility among other segments.

Strength

Positive sentiment in brand-specific 'vibe checks' on AI Overviews, indicating a clean—though small—digital footprint.

Recommended Actions

Execute an 'ECO-Dominance' content strategy focused on engineering-to-production workflows.

Since Pollinate already appears in Claude and Gemini for change order queries, doubling down on this niche will cement the brand as the specialized authority in a space where generalists like SAP struggle.

Develop and publish high-authority whitepapers on 'Supply Chain Resilience' specifically for CPO-level personas.

Pollinate currently has 0% visibility with CPOs; technical case studies that solve 'resilience' problems are needed to trigger AI mentions for this high-value audience.

Optimize technical documentation and API schemas for LLM ingestion, focusing on PCB procurement.

Gemini is currently ranking Pollinate at the very bottom (#15) for PCB management; structured, crawlable data will help move this position into the top-tier 'Recommended' list.

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

Hardware Production & PCB Management(3 queries)

“best way to manage pcb procurement and vendor communication without using spreadsheets”

0/4 platforms mentioned

Core

ChatGPT

1.MacroFab

2.Tempo Automation

3.Altium 365

4.Concord Pro

5.Arena PLM

+37 more

Claude

1.Altium 365

2.SolidWorks Premium/PDM

3.Coupa

4.Jaggr

5.Sensormatic

+6 more

Gemini

1.Altium 365

2.Flux

3.MacroFab

4.Luminovo

5.Tempo Automation

+7 more

AI Overviews

1.Altium 365

2.Digi-Key

3.Octopart

4.Cadence OrCAD X

5.EasyEDA

+9 more

“how do i make sure my engineering change orders actually get to my purchasing team and vendors correctly”

2/4 platforms mentioned

Adjacent

The Spreadsheet-Burdened Supply Chain Manager · Supply Chain Manager

ChatGPT

1.Arena PLM

2.PTC

3.Propel

4.Salesforce

5.Aras Innovator

+15 more

Claude

1.Excel

2.SharePoint

3.OneDrive

4.Arena

5.Windchill

8.Pollinate

+4 more

Gemini

1.Excel

2.Arena Solutions

3.PTC

4.Propel Software

5.Salesforce

14.Pollinate

+11 more

AI Overviews

1.Arena Solutions

2.Cudio

3.Greenlight Guru

4.Sibe.io

5.Stampli

“help me build a better process for tracking manufacturing builds and parts shortages”

0/4 platforms mentioned

Adjacent

ChatGPT

1.Workato

2.MuleSoft

3.n8n

4.AWS Lambda

5.Azure Functions

+26 more

Claude

1.Excel

2.Kinaxis RapidResponse

3.Blue Yonder

4.Fishbowl Inventory

5.TraceLink

+5 more

Gemini

1.Excel

2.Arena Solutions

3.PTC

4.Propel Software

5.Salesforce

+11 more

AI Overviews

1.NetSuite

2.LeanDNA

3.Fishbowl Inventory

4.Rockwell Automation

5.Plex

+7 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.

Collaborative Cloud PCB Design: Connecting Teams | Cadence

resources.pcb.cadence.com

Web1 ref

10 Vendor Management Tools That Will Blow Your Mind in 2026

zapro.ai

Web1 ref

Best Vendor Management Software (2026) - Wise

wise.com

Web1 ref

Managing Supply Chain Issues in Hardware and PCB Design

youtube.com

Video1 ref

Take Control of Your PCB Supply Chain | Altium 365

resources.altium.com

Web1 ref

Solutions for PCB suppliers - Luminovo

luminovo.com

Web1 ref

How to Use a BOM Management Tool vs Excel for Hardware ...

youtube.com

Video1 ref

Best Procurement Software for Small Businesses Compared

ramp.com

Web1 ref

The Best PCB Design Software for Printed Circuit Board Designing

versae.com

Web1 ref

All-In-One Procurement Platform - Tradogram Procurement Software

tradogram.com

Web1 ref

PCB Collaboration for Modern Electronics Engineers - Autodesk

autodesk.com

Web1 ref

A Complete Guide to Vendor Management Automation

kodiakhub.com

Web1 ref

11 Best Procurement Software Tools in 2026 - Siit

siit.io

Web1 ref

11 Best Practices for Effective Supplier Management - Blog - Droppe

droppe.com

Web1 ref

The Best Way to Manage Your Hardware PCB Design ...

youtube.com

Video1 ref

Competitive Landscape

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

Coupa23 mentions

Altium 36518 mentions

NetSuite16 mentions

SAP13 mentions

Oracle13 mentions

Altium13 mentions

SAP Ariba12 mentions

Salesforce12 mentions

OpenBOM10 mentions

Tipalti10 mentions

Pollinate3 mentions

Brand Identity

Brand Voice & Style

How AI perceives Pollinate's communication style and personality

Pollinate communicates with confident directness that acknowledges the real pain points of procurement professionals. The voice is technically credible without being jargon-heavy, using relatable scenarios like 'a $0.50 part stops your line' to connect emotionally. There's an undercurrent of urgency and empowerment—they understand the chaos and offer a clear path out. The tone balances startup energy with enterprise reliability, speaking peer-to-peer with operations professionals rather than talking down to them.

Core Tone Traits

Direct & No-Nonsense

Cuts straight to the problem without corporate fluff—'Spreadsheets break. Emails get lost.'

Empathetic Problem-Solver

Demonstrates deep understanding of procurement pain before presenting solutions

Technically Credible

Uses precise industry terminology (ECOs, BOMs, 3-way reconciliation) that resonates with practitioners

Confidently Urgent

Conveys that change is possible and necessary without being pushy or salesy

Backing

Investors

Y Combinator

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 February 27, 2026.