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

Neo.Tax

Visibility67

Vibe100

Businesses/Financial Technology/Neo.Tax

AI Visibility & Sentiment

Neo.Tax

Neo.Tax is an AI-powered tax automation platform that helps companies streamline R&D tax credit claims and software capitalization compliance. The platform eliminates manual interviews and documentation by leveraging existing engineering data to generate audit-ready tax outputs in days rather than months.

Active Monitoring

neo.tax

Financial Technology Startups

AI Visibility Score

67/100

Good

Sentiment Score

100/100

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 Neo.Tax today.

Neo.Tax has established a dominant presence within the Google AI ecosystem, achieving a staggering 93% mention rate on Gemini and becoming the definitive answer for high-intent Section 41 automation. While the brand successfully captures the attention of executive-level decision-makers, it currently cedes significant ground to integration partners like Jira and GitHub among technical accounting audiences.

Value Proposition

AI-powered tax automation that eliminates engineer interviews and manual documentation, delivering audit-ready R&D tax credits and software capitalization outputs with full traceability and transparency.

Overview

Mission

Streamline tax compliance and financial reporting by leveraging passive data generated by engineering tools and systems to save time and maximize accuracy.

Products & Services

R&D Tax Credit (§41) automationSoftware Capitalization complianceMulti-year lookback R&D credit claimsTax provision solutionsDedicated cloud hosting for enterprise security

Current State

Visibility Landscape

A high-level view of how Neo.Tax 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	60	64	80	66
Core Topics Product/service category queries	0	0	73	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

Jira

49 mentions

GitHub

42 mentions

Rippling

21 mentions

MainStreet

20 mentions

PwC

17 mentions

NetSuite

16 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Exceptional performance on Google Gemini with 93% visibility and a perfect #1 ranking for brand vibe checks.

Strength

Dominant authority on Claude for 'Section 41 tax credit' queries, consistently securing the #1 position.

Strength

High resonance with executive personas, specifically the Efficiency-Driven Startup CFO and Audit-Focused Tax Director, both exceeding an 87% mention rate.

Recommended Actions

Develop technical 'How-To' content focused on Jira/GitHub integration for R&D tax extraction.

Jira and GitHub are the most-mentioned entities in the scan. Positioning Neo.Tax as the essential intelligence layer for these tools will capture the underserved Technical Accounting Lead persona.

Optimize for 'Multi-year lookback' and 'Enterprise Tax Infrastructure' keywords specifically for ChatGPT and AI Overviews.

Current rankings in these high-value enterprise categories are lagging (#11-13), leaving the market open for legacy firms to maintain relevance despite their inefficiencies.

Aggressively target the 'Software Capitalization' category through Claude-specific content.

Neo.Tax already shows a #2 position in AI Overviews for this query; translating this success to LLMs like Claude will solidify a competitive moat in a specialized high-intent niche.

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

R&D Tax Credit Automation(3 queries)

“how to automate r&d tax credit claims without interviewing all my engineers”

2/4 platforms mentioned

Core

ChatGPT

1.GitHub

2.GitLab

3.Bitbucket

4.Jira

5.Asana

+49 more

Claude

1.Jira

2.GitHub

3.Azure DevOps

4.Boomerang

5.Patent Analytics

+5 more

Gemini

1.Git

2.GitHub

3.GitLab

4.Bitbucket

5.Jira

12.Neo.tax

+9 more

AI Overviews

1.Boast.ai

2.GitHub

3.GitLab

4.Bitbucket

5.Jira

11.Neo.Tax

+9 more

“best tools for finding r&d tax credits from jira and github data”

3/4 platforms mentioned

Core

The Efficiency-Driven Startup CFO · Chief Financial Officer

ChatGPT

1.MainStreet

2.GitHub

3.Jira

4.Neo.Tax

5.EY

+15 more

Claude

1.GitHub

2.Jira

3.Neo.Tax

4.Rippling

5.Mercury

+2 more

Gemini

1.GitHub

2.Jira

3.Rippling

4.Mercury

5.Neo.Tax

+4 more

AI Overviews

1.TaxCredit.ai

2.Finnli

3.Chrono

4.PwC R&D Tax Services

5.MASSIE Tax Credits

+1 more

“help me streamline our section 41 tax credit process for this year, specific platforms to use?”

3/4 platforms mentioned

Core

The Efficiency-Driven Startup CFO · Chief Financial Officer

ChatGPT

1.GitHub

2.Jira

3.Rippling

4.Mercury

5.MainStreet

6.Neo.Tax

+7 more

Claude

1.Neo.Tax

2.GitHub

3.Jira

4.YC

5.MainStreet

+3 more

Gemini

1.Rippling

2.Mercury

3.Neo.Tax

4.GitHub

5.Jira

+6 more

AI Overviews

1.Kreischer Miller

2.Gusto

3.Pilot

4.Chrono Platform

5.Exactera R&D Tax Credit

+8 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.

boast.ai

Web1 ref

TaxCredit.ai - Transform Your R&D Tax Credit Process with AI

taxcredit.ai

Web1 ref

The CTO Guide to R&D Tax Credits: Translating Technical Projects ...

boast.ai

Web1 ref

How to Build an R&D Documentation Strategy That Holds Up

massietaxcredits.com

Web1 ref

What Does SPRX Do? AI R&D Tax Credit Software Explained

promptloop.com

Web1 ref

How Your Git Records Can Streamline R&D Tax Credit Claims

striketax.com

Social1 ref

Streamlined R&D Tax Credits for CTOs & Product - Boast

boast.ai

Web1 ref

R&D Tax Credits - Exactera

exactera.com

Web1 ref

How AI Is Changing R&D Tax Credit Documentation

massietaxcredits.com

Web1 ref

TaxRobot: AI-Powered R&D Tax Software | Calculate Your ...

taxrobot.com

Web1 ref

Automated R&D Tax Credits for Engineering & Product Teams - Boast

boast.ai

Web1 ref

Automated R&D Tax Credits for Engineering & Product Teams

boast.ai

Web1 ref

The GitHub Slack integration that's all signal, no noise - Swarmia

swarmia.com

Web1 ref

An AI System Built for Messy and Incomplete Data - Neo.Tax

neo.tax

Web1 ref

Boost R&D Tax Credit Claims with Audit-Ready Narratives

linkedin.com

Social1 ref

Competitive Landscape

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

Jira49 mentions

GitHub42 mentions

Neo.Tax38 mentions

Rippling21 mentions

MainStreet20 mentions

PwC17 mentions

NetSuite16 mentions

GitLab15 mentions

Deloitte15 mentions

Boast.ai15 mentions

EY14 mentions

Brand Identity

Brand Voice & Style

How AI perceives Neo.Tax's communication style and personality

Neo.Tax communicates with a confident, technically sophisticated voice that balances innovation with trustworthiness. The brand speaks directly to tax and finance professionals using their language while emphasizing the transformative power of AI. The tone is professional yet accessible, avoiding jargon while demonstrating deep expertise. There's an underlying message of empowerment—helping teams work smarter, not harder—delivered with clarity and a touch of boldness befitting a company disrupting traditional tax advisory services.

Core Tone Traits

Technically Confident

Speaks with authority about complex tax regulations and AI capabilities without being condescending

Transparent & Trustworthy

Emphasizes showing work, audit-readiness, and no black boxes to build credibility in a high-stakes domain

Innovative & Forward-Thinking

Positions AI as the future of tax while grounding claims in real results and testimonials

Efficient & Results-Oriented

Focuses on tangible outcomes like time saved, costs eliminated, and credits claimed

Backing

Investors

Blue Moon

Floodgate

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.