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Neo.Tax
Neo.Tax
Visibility68
Vibe100
Businesses/Financial Technology/Neo.Tax
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 TechnologyStartups
AI Visibility Score
68/100

Good

Sentiment Score
100/100
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
68
adjacent
18
OverviewLandscapeInsights & ActionsContent IdeasConversationsCitationsBrand Voice

Is this your business?

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.

Working in your favor

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

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

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

Gaps to close

Underperformance with Technical Accounting Leads (50% mention rate), who are more likely to see tool-based mentions like Jira and GitHub than Neo.Tax.

Weak ranking depth in AI Overviews for 'Enterprise Tax Infrastructure' and 'Multi-year lookbacks,' where the brand frequently drops to position #11 or lower.

Lower-than-expected mention rates on ChatGPT (55%) and Claude (53%) compared to the near-ubiquity on Gemini.

Opportunities

Capitalize on the #2 ranking in AI Overviews for 'Software Capitalization Compliance' to own a niche where competitors like MainStreet are less visible.

Displace legacy Big 4 firms (PwC, Deloitte) in enterprise queries by highlighting superior AI-driven speed, as legacy firms currently suffer from poor average positions (#13-14).

Bridge the 'Technical Accounting' gap by creating documentation that associates Neo.Tax directly with the Jira and GitHub ecosystems.

Highest-Impact Actions
1

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.

2

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.

3

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.

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

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.

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 priority level — from core brand queries to growth opportunities.

ChatGPTChatGPT
ClaudeClaude
GeminiGemini
AI OverviewsAI Overviews

Reputation1q

Brand recognition & direct queries

97
97
97
97
“What do you know about Neo.Tax? What do they do and what's their reputation?”
#1
#1
#1
#1

Core5q

Product/service category queries

69
92
89
90
“how to automate r&d tax credit claims without interviewing all my engineers”
#7
#2
#3
#3
“what's the easiest way to track software capitalization for asc 350-40 compliance”
No
#3
#4
#2
“best r&d tax credit software for tech startups vs big 4 firms”
—
#5
#5
#4
“best tools for finding r&d tax credits from jira and github data”
#3
#3
#3
#5
“help me streamline our section 41 tax credit process for this year, specific platforms to use?”
#4
#1
#3
#2

Growth Areas1q

Adjacent, aspirational & visionary

0
0
85
0
“how to do a multi-year lookback for r&d tax credits with a large engineering team”
No
No
#5
No
ChatGPT
Claude
Gemini
AI Overviews

“What do you know about Neo.Tax? What do they do and what's their reputation?”

ChatGPT#1
Claude#1
Gemini#1
AI Overviews#1

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

ChatGPT#7
Claude#2
Gemini#3
AI Overviews#3

“what's the easiest way to track software capitalization for asc 350-40 compliance”

ChatGPTNo
Claude#3
Gemini#4
AI Overviews#2

“best r&d tax credit software for tech startups vs big 4 firms”

ChatGPT—
Claude#5
Gemini#5
AI Overviews#4

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

ChatGPT#3
Claude#3
Gemini#3
AI Overviews#5

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

ChatGPT#4
Claude#1
Gemini#3
AI Overviews#2

“how to do a multi-year lookback for r&d tax credits with a large engineering team”

ChatGPTNo
ClaudeNo
Gemini#5
AI OverviewsNo
Competitive Landscape
1
Jira
49 mentions
2
GitHub
42 mentions
3
Neo.Tax
38 mentions
4
Rippling
21 mentions
5
MainStreet
20 mentions
6
PwC
17 mentions
7
NetSuite
16 mentions
8
GitLab
15 mentions
9
Deloitte
15 mentions
10
Boast.ai
15 mentions
11
EY
14 mentions
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

1

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.

2

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.

3

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.

ChatGPTChatGPTClaudeClaudeGeminiGeminiAI OverviewsAI 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
ChatGPTChatGPT
1.GitHub
2.GitLab
3.Bitbucket
4.Jira
5.Asana

+49 more

ClaudeClaude
1.Jira
2.GitHub
3.Azure DevOps
4.Boomerang
5.Patent Analytics

+5 more

GeminiGemini
1.Git
2.GitHub
3.GitLab
4.Bitbucket
5.Jira
12.Neo.tax

+9 more

AI OverviewsAI 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
ChatGPTChatGPT
1.MainStreet
2.GitHub
3.Jira
4.Neo.Tax
5.EY

+15 more

ClaudeClaude
1.GitHub
2.Jira
3.Neo.Tax
4.Rippling
5.Mercury

+2 more

GeminiGemini
1.GitHub
2.Jira
3.Rippling
4.Mercury
5.Neo.Tax

+4 more

AI OverviewsAI 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
ChatGPTChatGPT
1.GitHub
2.Jira
3.Rippling
4.Mercury
5.MainStreet
6.Neo.Tax

+7 more

ClaudeClaude
1.Neo.Tax
2.GitHub
3.Jira
4.YC
5.MainStreet

+3 more

GeminiGemini
1.Rippling
2.Mercury
3.Neo.Tax
4.GitHub
5.Jira

+6 more

AI OverviewsAI 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

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
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

Visual Identity

Primary

#194A80

Secondary

#F5E6C8

Accent

#5CBFB3

Background

#FFFFFF

Foreground

#111111

Backing

Investors

B
Blue Moon
F
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.

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Frequently asked questions

Don't see your question? Book a demo and we'll walk you through it.

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.

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.

AI Visibility Score

Neo.Tax has an AI visibility score of 68/100, rated as good. This score reflects how often and how prominently Neo.Tax appears in responses from AI assistants like ChatGPT, Claude, and Gemini.

AI Perception Summary

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.

Strengths

  • Exceptional performance on Google Gemini with 93% visibility and a perfect #1 ranking for brand vibe checks.
  • Dominant authority on Claude for 'Section 41 tax credit' queries, consistently securing the #1 position.
  • High resonance with executive personas, specifically the Efficiency-Driven Startup CFO and Audit-Focused Tax Director, both exceeding an 87% mention rate.

Visibility Gaps

  • Underperformance with Technical Accounting Leads (50% mention rate), who are more likely to see tool-based mentions like Jira and GitHub than Neo.Tax.
  • Weak ranking depth in AI Overviews for 'Enterprise Tax Infrastructure' and 'Multi-year lookbacks,' where the brand frequently drops to position #11 or lower.
  • Lower-than-expected mention rates on ChatGPT (55%) and Claude (53%) compared to the near-ubiquity on Gemini.

Competitors in AI Recommendations

  • Jira: 49 mentions
  • GitHub: 42 mentions
  • Rippling: 21 mentions
  • MainStreet: 20 mentions
  • PwC: 17 mentions
  • NetSuite: 16 mentions
  • GitLab: 15 mentions
  • Deloitte: 15 mentions
  • Boast.ai: 15 mentions
  • EY: 14 mentions
  • Gusto: 12 mentions
  • Asana: 11 mentions
  • KPMG: 11 mentions
  • Azure DevOps: 11 mentions
  • Mercury: 11 mentions

Categories: Financial Technology

Tags: Startups