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.

Roadmap Pricing

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iNymbus

Visibility49

Vibe93

Businesses/Fintech/Software/iNymbus

AI Visibility & Sentiment

iNymbus

iNymbus provides automated deduction management solutions, primarily through its DeductionsXchange platform, to help CPG companies and suppliers resolve retailer and shipper claims. The software automates the entire dispute resolution workflow to reduce processing costs and accelerate revenue recovery.

Active Monitoring

inymbus.com

Fintech/Software

AI Visibility Score

49/100

Moderate

Sentiment Score

93/100

Score by Priority

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 iNymbus today.

iNymbus commands elite authority when positioned against industry incumbents like HighRadius, frequently securing top-three placements in Claude and AI Overviews. While the brand maintains a strong foothold in technical and operational discussions, it is currently failing to convert that architectural credibility into visibility for broader strategic advisory queries.

Working in your favor

High visibility in Claude across competitive comparison queries, often outperforming market leaders.

Strong alignment with Technical Systems Architects, who favor iNymbus in decision-making contexts.

Excellent brand recognition and baseline sentiment when specifically queried about company identity across all major AI platforms.

Gaps to close

Lack of presence in high-level operational strategy queries such as 'improving cash flow' or 'cost reduction' for CPG businesses.

Systemic failure to appear in 'how-to' vetting queries that guide customers on choosing chargeback management platforms.

Underperformance in ChatGPT and Gemini compared to the high-trust engagement achieved in Claude.

Opportunities

Capitalize on existing technical credibility to pivot into thought-leadership content that solves broader cash-flow optimization challenges.

Develop specific, search-optimized content around 'vetting criteria' for chargeback management to capture top-of-funnel prospects.

Expand the narrative footprint for 'Efficiency-Driven Controllers' to bridge the gap between technical functionality and financial ROI.

Highest-Impact Actions

Develop and distribute long-form content specifically addressing 'vetting criteria for chargeback software'.

iNymbus is currently invisible in vetting-stage queries, which are the most critical high-intent touchpoints for enterprise buyers.

Optimize technical whitepapers to link specific features with high-level financial outcomes like 'cash flow' and 'margin preservation'.

The data shows a disconnect where iNymbus performs well on technical tasks but misses broader operational optimization queries that attract growth-oriented managers.

Create AI-indexed case studies specifically targeting 'high-volume CPG' pain points.

CPG-specific queries represent an adjacent market opportunity where iNymbus has inconsistent visibility despite having relevant solutions.

Value Proposition

Comprehensive, end-to-end automation of the deduction management process that delivers 80-90% cost reductions, 30x faster processing times, and improved recovery rates for invalid claims.

Overview

Mission

Our mission is to simplify the process of disputing deductions by leveraging automation.

Products & Services

DeductionsXchange (AR Automation Software)Chargeback Management SoftwareFreight Claim AutomationReturns Variance AutomationCloud RPA SolutionsReturn Variance Analysis Reporting

Current State

Visibility Landscape

A high-level view of how iNymbus performs across AI platforms, broken down by strategic priority level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Brand recognition & direct queries	97	97	97	97
“What do you know about iNymbus? What do they do and what's their reputation?”	#1	#1	#1	#1
Core4q Product/service category queries	53	94	55	55
“how can i automate the process of disputing retailer chargebacks, what software do teams usually use for this”	#4	#1	#1	No
“best enterprise software for managing accounts receivable deductions and freight claims”	No	#1	#6	#4
“our manual deduction management process is killing our margins, what tools can help us recover those funds faster”	#4	#4	No	#3
“what should i look for when vetting a chargeback management solution for a CPG manufacturer”	No	—	No	No
Growth Areas4q Adjacent, aspirational & visionary	52	75	42	77
“how to improve cash flow in a high-volume CPG business where retailer deductions are constant”	#7	#5	No	#2
“how do we handle freight claim automation for shipping variance issues without adding more headcount”	No	#1	No	#1
“who are the top competitors to HighRadius for automated deduction management, looking for something that handles returns variance well”	#2	#2	#2	#3
“tips for reducing the cost of processing returns and shipping variances at scale”	No	No	No	No

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

“how can i automate the process of disputing retailer chargebacks, what software do teams usually use for this”

“best enterprise software for managing accounts receivable deductions and freight claims”

“our manual deduction management process is killing our margins, what tools can help us recover those funds faster”

“what should i look for when vetting a chargeback management solution for a CPG manufacturer”

—

“how to improve cash flow in a high-volume CPG business where retailer deductions are constant”

“how do we handle freight claim automation for shipping variance issues without adding more headcount”

“who are the top competitors to HighRadius for automated deduction management, looking for something that handles returns variance well”

“tips for reducing the cost of processing returns and shipping variances at scale”

Competitive Landscape

HighRadius

52 mentions

iNymbus

42 mentions

SAP

29 mentions

Esker

27 mentions

NetSuite

26 mentions

BlackLine

22 mentions

Oracle

21 mentions

Emagia

17 mentions

Billtrust

16 mentions

FreightClaims.com

15 mentions

Vividly

15 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

High visibility in Claude across competitive comparison queries, often outperforming market leaders.

Strength

Strong alignment with Technical Systems Architects, who favor iNymbus in decision-making contexts.

Strength

Excellent brand recognition and baseline sentiment when specifically queried about company identity across all major AI platforms.

Recommended Actions

Develop and distribute long-form content specifically addressing 'vetting criteria for chargeback software'.

iNymbus is currently invisible in vetting-stage queries, which are the most critical high-intent touchpoints for enterprise buyers.

Optimize technical whitepapers to link specific features with high-level financial outcomes like 'cash flow' and 'margin preservation'.

The data shows a disconnect where iNymbus performs well on technical tasks but misses broader operational optimization queries that attract growth-oriented managers.

Create AI-indexed case studies specifically targeting 'high-volume CPG' pain points.

CPG-specific queries represent an adjacent market opportunity where iNymbus has inconsistent visibility despite having relevant solutions.

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

Accounts Receivable & Deduction Management Efficiency(3 queries)

“how can i automate the process of disputing retailer chargebacks, what software do teams usually use for this”

2/4 platforms mentioned

Core

ChatGPT

1.Stripe

2.Adyen

3.PayPal

4.Braintree

5.Midigator

+9 more

Claude

1.Chargeflow

2.Justt

3.Riskified

4.iNymbus

5.Chargebacks911

+1 more

Gemini

1.iNymbus

2.Chargebacks911

3.Chargeback Gurus

4.Kount

5.Chargeback.com

+10 more

AI Overviews

1.Kount

2.Ethoca

3.Verifi

4.Disputifier

“our manual deduction management process is killing our margins, what tools can help us recover those funds faster”

2/4 platforms mentioned

Core

The Efficiency-Driven Controller · Financial Controller

ChatGPT

1.HighRadius

2.Esker

3.Billtrust

4.Versapay

5.Smyyth

+11 more

Claude

1.HighRadius

2.Esker

3.Smyyth/Carixa

4.iNymbus

5.Vividly

+4 more

Gemini

1.HighRadius

2.Billtrust

3.YayPay

4.Quadient

5.BlackLine

+4 more

AI Overviews

1.HighRadius

2.SupplyPike

3.HighRadius

4.iNymbus

5.RetailPath

+5 more

“how do we handle freight claim automation for shipping variance issues without adding more headcount”

1/4 platforms mentioned

Adjacent

The Efficiency-Driven Controller · Financial Controller

ChatGPT

1.UPS

2.FedEx

3.UiPath

4.Power Automate

5.Cleo

+15 more

Claude

1.FreightClaims.com

2.VTM (TRANSWARE)

3.FreightOptics

4.Infios

5.Cass Information Systems

+2 more

Gemini

1.Cass Information Systems

2.CT Logistics

3.TrueCommerce

4.Oracle Transportation Management

5.Blue Yonder TMS

+1 more

AI Overviews

1.Infios

2.Debales AI

3.nVision Global

4.Raft

5.Kognitos

8.iNymbus

+5 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.

Set Up Smart Disputes

docs.stripe.com

iNymbus

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

iNymbus

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Engineer content that makes AI agents recommend you

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.