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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Panora

Visibility21

Vibe89

Businesses/Enterprise Software/Panora

AI Visibility & Sentiment

Panora

Panora is a B2B automation platform that transforms purchase order processing for distributors, manufacturers, and wholesalers. Their AI-powered solution validates, cleans, and posts POs directly into ERP systems in real time, eliminating manual data entry errors and reclaiming up to 80% of order-entry time.

Active Monitoring

panora.dev

Enterprise Software Startups

AI Visibility Score

21/100

Low

Sentiment Score

89/100

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

Summary

Panora has established a significant technical foothold with Systems Architects but is currently locked out of AI Overviews, ceding the entire search-integrated AI landscape to legacy incumbents like SAP and NetSuite. While the brand demonstrates elite-tier positioning on Claude with an average rank of 3.0, it fails to appear in critical high-intent queries regarding purchase order automation, leaving a massive opening for competitors like Rossum.

Value Proposition

Automate PO entry with AI that validates every part number, flags duplicates, and posts directly to your ERP in real time—cutting wrong item deliveries by 80% and giving employees back 10+ hours per week.

Overview

Mission

Free smart people from typing purchase orders into ERPs so they can focus on customers and revenue.

Products & Services

PO Automation - Automated data entry into ERP for purchase orders and quotesSmart Item Matching - AI-powered inventory matching across thousands of itemsSignals - Real-time alerts for churn, inventory optimization, and pricing opportunitiesAI Actions - Sales AI agents for 24/7 follow-up on surfaced signalsBusiness Account Management - Centralized reporting and account tracking

Agent Breakdown

AI Platforms

How often do different AI platforms reference Panora?

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Conversation Analysis

Key Topics

What conversations is Panora included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Panora 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

Automating Manual Order Entry(10 queries)

“how to automate purchase order entry into our ERP, we're tired of manual typing”

0/3 platforms mentioned

Core

ChatGPT

1.Coupa

2.Ariba

3.Rossum

4.ABBYY

5.Google Document AI

+35 more

Gemini

1.Rossum

2.ABBYY FlexiCapture

3.Hyperscience

4.SPS Commerce

5.TrueCommerce

+12 more

AI Overviews

1.bizdata360.com

2.Esker

3.Stampli

4.Virtualworkforce.ai

5.IBM

+8 more

“how to automate purchase order entry into our ERP, we're tired of manual typing”

0/3 platforms mentioned

Core

ChatGPT

1.SAP S/4HANA

2.Rossum

3.ABBYY

4.Kofax

5.SAP Integration Suite

+20 more

Gemini

1.SAP S/4HANA

2.Esker

3.Basware

4.SAP Ariba

AI Overviews

1.Workist

2.Leverage AI

“how to automate purchase order entry into our ERP, we're tired of manual typing”

0/2 platforms mentioned

Core

Gemini

1.Kofax

2.SAP

3.NetSuite

4.Microsoft Dynamics

5.TrOCR

+9 more

AI Overviews

1.Esker

2.Stampli

3.SAP

4.NetSuite

5.Microsoft Dynamics

+9 more

“how to automate purchase order entry into our ERP, we're tired of manual typing”

2/3 platforms mentioned

Core

ChatGPT

1.Oracle Procurement Cloud

2.HashiCorp Vault

3.OCI Vault

4.AWS Secrets Manager

5.Oracle Integration Cloud

6.Panora

+25 more

Gemini

1.Oracle Procurement Cloud

2.Rossum

3.Hyperscience

4.AWS BizApp

5.Textract

8.Panora

+7 more

AI Overviews

1.Conexiom

2.Hyland IDP

3.National Association of Wholesaler-Distributors

4.Procurify

5.Coupa

+2 more

“best tools for distributors to handle high volume POs without hiring more data entry staff”

1/4 platforms mentioned

Core

ChatGPT

1.SAP S/4HANA

2.TrueCommerce

3.SPS Commerce

4.Esker

5.Basware

+14 more

Claude

1.SAP

2.Esker

3.Panora

4.UiPath

5.Optical Character Recognition stack

+6 more

Gemini

1.SAP S/4HANA

2.SAP

3.Esker

4.Vic.ai

5.Basware

+3 more

AI Overviews

1.Leverage AI

2.WizCommerce

3.Koncile

4.Workist

5.Orderful

+6 more

“best tools for distributors to handle high volume POs without hiring more data entry staff”

0/2 platforms mentioned

Core

Gemini

1.Kofax

2.Rossum

3.Hyperscience

4.Vic.ai

5.Parashift

AI Overviews

1.WizCommerce

2.Conexiom

3.Esker

4.OrderEase

5.usebuddy.io

+8 more

“best tools for distributors to handle high volume POs without hiring more data entry staff”

2/3 platforms mentioned

Core

ChatGPT

1.Cleo Integration Cloud

2.SPS Commerce

3.TrueCommerce

4.Boomi

5.MuleSoft Anypoint

26.Panora

+42 more

Gemini

1.Oracle Procurement Cloud

2.Tungsten

3.Kofax

4.Rossum

5.Oracle Cloud

10.Panora

+7 more

AI Overviews

1.Stampli

2.WizCommerce

3.Turian

4.Artsyl docAlpha

5.Kodaris

+8 more

“help me speed up my warehouse order processing workflows, any specific software recommendations?”

0/3 platforms mentioned

Core

ChatGPT

1.SAP S/4HANA

2.SAP

3.AutoStore

4.SAP EWM

5.Manhattan Associates WMS

+28 more

Gemini

1.SAP S/4HANA

2.SAP

3.Manhattan Active Warehouse Management

4.Körber

5.HighJump

+5 more

AI Overviews

1.Zoho Inventory

2.Shopify

3.Fishbowl Inventory

4.QuickBooks

5.Fishbowl Go

+13 more

“help me speed up my warehouse order processing workflows, any specific software recommendations?”

1/2 platforms mentioned

Core

Gemini

1.Kofax

2.Rossum

3.Hyperscience

4.Panora

5.Manhattan Active WM

+4 more

AI Overviews

1.Zoho Inventory

2.Shopify

3.Sortly

4.inFlow Inventory

5.Fishbowl Inventory

+10 more

“help me speed up my warehouse order processing workflows, any specific software recommendations?”

2/3 platforms mentioned

Core

ChatGPT

1.Oracle Warehouse Management Cloud (WMS)

2.Oracle Order Management Cloud

3.Manhattan Active WMS

4.Blue Yonder

5.JDA

11.Panora

+56 more

Gemini

1.Oracle Procurement Cloud

2.Oracle Warehouse Management (WMS) Cloud

3.Manhattan Active Warehouse Management

4.GreyOrange

5.GreyMatter

8.Panora

+7 more

AI Overviews

1.Digit

2.ShipHero

3.PULPO WMS

4.Goods Order Inventory

5.Zoho Inventory

+9 more

Inventory Accuracy And Smart Matching(6 queries)

“is there an AI that can match messy customer part numbers to my inventory automatically?”

0/4 platforms mentioned

Core

ChatGPT

1.RapidFuzz

2.Dedupe

3.dedupe.io

4.Splink

5.Elasticsearch

+29 more

Claude

1.TraceLink

2.Elemica

3.Make

4.Zapier

5.OpenAI API

+7 more

Gemini

1.Tamr

2.SymphonyAI

3.Vertex AI

4.Google Cloud

5.Amazon SageMaker

+10 more

AI Overviews

1.XFLOWLY

2.Itemize AI

3.Circuitry.ai

4.Parts Advisor

5.Mastek Gen AI

+2 more

“is there an AI that can match messy customer part numbers to my inventory automatically?”

2/3 platforms mentioned

Core

ChatGPT

1.Postgres

2.ElasticSearch

3.FAISS

4.Milvus

5.XGBoost

12.Panora

+23 more

Gemini

1.Kofax

2.Panora

3.Rossum

4.Rossum Aurora

5.Hyperscience

+4 more

AI Overviews

1.XFLOWLY

2.Partium

3.Circuitry.ai

4.WinPure Clean & Match

5.Tamr

+4 more

“is there an AI that can match messy customer part numbers to my inventory automatically?”

0/2 platforms mentioned

Core

Gemini

1.SAP S/4HANA

2.Esker

3.Synergy AI

4.Conexiom

5.Entytle

+2 more

AI Overviews

1.XFLOWLY

2.Partium

3.Circuitry.ai

4.Parts Advisor

5.Wizerr.ai

+6 more

“is there an AI that can match messy customer part numbers to my inventory automatically?”

2/3 platforms mentioned

Core

ChatGPT

1.Informatica MDM

2.Product 360

3.Reltio

4.Stibo Systems

5.STEP

6.Panora

+29 more

Gemini

1.Oracle Procurement

2.Oracle Cloud

3.Entytle

4.Spare Parts AI

5.Vero AI

19.Panora

+16 more

AI Overviews

1.Adeptia

2.XFLOWLY

3.Versori

4.Itemize

5.Circuitry.ai

+4 more

“how can I stop shipping the wrong parts because of manual entry errors, what should I buy?”

0/3 platforms mentioned

Core

ChatGPT

1.SAP S/4HANA

2.RF-SMART

3.Zebra Technologies

4.TC7x

5.DS2200

+17 more

Gemini

1.SAP S/4HANA

2.Conexiom

3.Esker

4.Rossum

5.RFgen

+4 more

AI Overviews

1.Zebra DS3608-HD

2.Zebra DS3678-SR

3.Brady V3200

4.Android

5.Zebra

+11 more

“how can I stop shipping the wrong parts because of manual entry errors, what should I buy?”

1/2 platforms mentioned

Core

Gemini

1.Kofax

2.Rossum

3.Hyperscience

4.Instabase

5.Panora

+8 more

AI Overviews

1.Descartes Pacejet

2.Zebra RS6100

3.Zebra DS3678-SR

4.Tera P166GC

5.Tera Digital

+6 more

Proactive Sales And Churn Prevention(2 queries)

“how can I use my ERP data to find customers who are about to churn, any AI tools for this?”

0/3 platforms mentioned

Adjacent

ChatGPT

1.Snowflake

2.BigQuery

3.Redshift

4.Feast

5.Tecton

+33 more

Gemini

1.Pecan AI

2.DataRobot

3.SAP

4.Oracle

5.H2O.ai

+11 more

AI Overviews

1.NetSuite

2.B EYE

3.Pecan AI

4.Gainsight

5.ChurnZero

+7 more

“how can I use my ERP data to find customers who are about to churn, any AI tools for this?”

2/3 platforms mentioned

Adjacent

ChatGPT

1.Oracle ERP Cloud

2.Oracle

3.Oracle Fusion

4.Oracle GoldenGate

5.Debezium

9.Panora

+54 more

Gemini

1.Oracle Procurement Cloud

2.Oracle Cloud Infrastructure

3.OCI Data Science

4.OCI Machine Learning

5.Oracle Autonomous Database

14.Panora

+13 more

AI Overviews

1.Lucid.now

2.NetSuite

3.SAP

4.Microsoft Dynamics

Trust & Reviews In Supply Chain Automation(2 queries)

“best reviewed PO automation software for mid-market distributors right now”

0/3 platforms mentioned

Core

ChatGPT

1.G2

2.Capterra

3.TrustRadius

4.Coupa

5.Ariba

+19 more

Gemini

1.NetSuite

2.Microsoft Dynamics

3.Sage

4.SourceDay

5.Procurify

+7 more

AI Overviews

1.NetSuite

2.Sage Intacct

3.QuickBooks Online

4.Procurify

5.G2

+12 more

“best reviewed PO automation software for mid-market distributors right now”

1/3 platforms mentioned

Core

ChatGPT

1.Esker

2.Basware

3.Coupa

4.SAP Ariba

5.Tradeshift

7.Panora

+4 more

Gemini

1.SAP S/4HANA

2.Esker

3.Basware

4.SmartPDF

5.MineralTree

+3 more

AI Overviews

1.Procurify

2.NetSuite

3.QuickBooks

4.Precoro

5.Fraxion

+6 more

Brand Perception

What AI Really Thinks

We asked each AI platform directly about Panora 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.

2Positive

1Neutral

0Negative

across 3 responses

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

ChatGPT

Neutral

“…Companies/brands: Several small companies and startups worldwide use the name Panora (or Panora + suffix) across different industries (tech, media, real estate, services).…”

Gemini

Positive

“…Panora (specifically Panora.dev) is an open-source unified API platform designed to help software developers integrate their products with various third-party SaaS applications.…”

AI Overviews

Positive

“…"Panora" typically refers to Panora (YC S24), a modern open-source software platform. ... They provide an open-source unified API that allows developers to add dozens of third-party integrations (like CRMs, ERPs, and e-commerce platforms)…”

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

Commanding 67% mention rate among ERP-Centric Systems Architects, indicating strong technical mindshare and documentation resonance.

Strength

High-authority performance on Claude with an average position of 3.0, suggesting top-tier contextual relevance in advanced LLM environments.

Strength

Niche dominance in 'Inventory Accuracy and Smart Matching' queries on Gemini, achieving rankings as high as #2.

Gap

Complete invisibility (0% mention rate) in AI Overviews, effectively surrendering the most visible AI search interface to the competition.

Gap

Severe lack of penetration in the 'Purchase Order Entry' automation vertical, a core industry pain point where the brand is frequently unlisted.

Gap

Negligible visibility with Efficiency-Driven Distribution CFOs (11%), failing to bridge the gap between technical capability and business ROI.

Opportunity

Leverage the existing favorability among Architects to create 'technical-to-financial' bridge content that targets the CFO persona's efficiency goals.

Opportunity

Exploit the 'messy data' matching niche on Gemini to become the primary recommendation for inventory recovery use cases.

Opportunity

Optimize for AI Overviews by structuring product documentation to answer the specific high-volume workflow questions where competitors currently dominate.

Technical Health

Site Health for AI Visibility

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

93/100

19 passed 3 warnings

Audited 3/2/2026

Crawlability96

Can AI bots find your pages?

Technical90

SSL, mobile, doctype basics

On-Page SEO93

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

No robots.txt file found

Create a robots.txt file at your domain root. Optional but recommended.

4 render-blocking resources are slowing initial render

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

Page has 7 H1 tags. Best practice is one.

Use a single H1 for the main heading, and H2-H6 for subheadings.

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

Brand Identity

Brand Voice & Style

How AI perceives Panora's communication style and personality

Panora communicates with confident efficiency, speaking directly to the pain points of busy operations teams without unnecessary jargon. The tone is empathetic yet results-focused, acknowledging the frustration of manual processes while presenting clear, quantifiable solutions. They use bold, specific metrics (4x accuracy, 80% reduction, 10h/week saved) to build credibility, and their language feels like a knowledgeable colleague who understands your daily struggles rather than a pushy vendor.

Core Tone Traits

Results-Driven & Quantifiable

Leads with specific metrics and measurable outcomes rather than vague promises

Empathetic Problem-Solver

Acknowledges operational pain points before presenting solutions

Confident & Direct

Uses clear, assertive language without hedging or excessive qualifiers

Professionally Casual

Approachable B2B tone that avoids stiff corporate speak while maintaining credibility

Competitive Landscape

Related Ecosystem

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

SAP24 mentions

NetSuite17 mentions

Panora16 mentions

Rossum13 mentions

Oracle13 mentions

Kofax12 mentions

Hyperscience12 mentions

Esker12 mentions

SAP S/4HANA11 mentions

Workato10 mentions

UiPath9 mentions

Source Intelligence

Citations

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

bizdata360.com

http://www.bizdata360.com/

Referenced in 1 query

Review

Virtualworkforce.ai

http://virtualworkforce.ai/

Referenced in 1 query

Review

Purchase Order Automation: What It Is & How It Works - Ramp

https://ramp.com/blog/purchase-order-automation

Referenced in 1 query

Review

How to Automate Purchase Order Processing and Avoid ERP ...

https://www.bizdata360.com/how-to-automate-purchase-order-processing-and-avoid-erp-errors/

Referenced in 1 query

Review

Purchase order automation: automate PO entry

https://virtualworkforce.ai/po-data-entry-automation/

Referenced in 1 query

Review

Purchase order automation guide: How to automate PO ...

https://www.stampli.com/blog/ap-automation/purchase-order-automation/

Referenced in 2 queries

Review

Purchase Order Software | Easily Manage and Track POs

https://www.order.co/purchase-order-software/

Referenced in 1 query

Review

Purchase order automation: automate PO entry from email

https://virtualworkforce.ai/automate-entering-purchase-orders-from-email/

Referenced in 1 query

Review

4 Automated Order Processing Benefits for Manufacturers and ...

https://www.naw.org/4-automated-order-processing-benefits-for-manufacturers-and-distributors/

Referenced in 2 queries

Review

Purchase Order Management Software - Ordoro

https://www.ordoro.com/purchase-order-management-software

Referenced in 1 query

Review

10 Enterprise-Ready PO Automation Tools with Built‑In ERP ...

https://blog.tryleverage.ai/blog/pf/po-automation-tools-erp-integration

Referenced in 2 queries

Review

Purchase Order Automation - IBM

https://www.ibm.com/think/topics/purchase-order-automation

Referenced in 1 query

Review

Content Engineering

Recommended Actions

Execute an AI Overview-specific SEO strategy targeting 'PO automation for mid-market' keywords.

A 0% mention rate in AI Overviews is the brand's largest growth inhibitor; visibility here is essential for parity with SAP and NetSuite.

Impact: High

Address the 'mixed' sentiment on ChatGPT by seeding more success stories and specific ERP integration case studies.

With a 47% mention rate but a mediocre 11.0 position on ChatGPT, sentiment and ranking improvements are needed to convert existing visibility into trust.

Impact: High

Develop a dedicated 'CFO Resource Hub' focusing on automation ROI and cost reduction.

The 11% mention rate for the CFO persona indicates the brand is viewed as a technical tool rather than a strategic financial asset.

Impact: Medium

Double down on technical documentation for Claude to maintain the current position 3.0 average.

Claude represents the brand's highest visibility quality; maintaining this moat prevents newer AI-native competitors from encroaching on Panora's strongest territory.

Impact: Medium

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