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

Fieldguide

Visibility35

Vibe100

Businesses/Enterprise Software/Fieldguide

AI Visibility & Sentiment

Fieldguide

Fieldguide is an AI-native platform that transforms audit and advisory services by combining human expertise with artificial intelligence. The platform enables accounting and advisory firms to automate testing, documentation, and evidence review while maintaining high quality standards and improving client outcomes.

Active Monitoring

fieldguide.io

Enterprise Software Startups

AI Visibility Score

35/100

Low

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

adjacent

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Fieldguide today.

Fieldguide has successfully captured the 'innovation' narrative, securing top-tier positioning for AI agent queries among firm leadership, yet remains a ghost to the frontline auditors who drive daily software adoption. While the brand dominates the 'Modernizing Managing Partner' persona, it is currently losing the critical battle for category-defining searches like 'best audit management software' to legacy incumbents.

Working in your favor

Dominant authority within Claude, achieving a near-perfect average position of 1.4 when mentioned.

High resonance with executive personas, specifically the 'Modernizing Managing Partner' with a 69% mention rate.

Perfect visibility and sentiment on brand-direct 'vibe check' queries across all major platforms.

Gaps to close

Complete invisibility (0% mention rate) for the 'Efficiency-Obsessed Senior Auditor' persona.

Failure to surface in 'best audit management software' queries, where AuditBoard and Workiva are currently entrenched.

Critical weakness in Google AI Overviews, with only a 7% mention rate and poor average positioning.

Opportunities

Capture the frontline auditor segment by creating technical content focused on 'substantive testing' and 'evidence review' automation.

Exploit Claude's high favorability by providing more granular technical documentation to solidify the brand as the #1 technical choice.

Improve AI Overview footprint by structuring site data to target 'best of' listicles and comparison queries for mid-size firms.

Highest-Impact Actions

Pivot content strategy to target frontline efficiency keywords like 'automate substantive testing' and 'client evidence review'.

Fieldguide has 0% visibility with the 'Efficiency-Obsessed Senior Auditor' who is a key influencer in the software procurement process.

Develop comparative 'Best Audit Management' landing pages optimized for LLM indexing.

Fieldguide is currently being excluded from category-level recommendations, allowing AuditBoard to dominate 36 separate query mentions.

Optimize technical documentation for Google AI Overviews to improve the current 7% mention rate.

Poor visibility in AI Overviews (avg pos 11.0) indicates a lack of structured, crawlable data that Google’s model deems authoritative.

Value Proposition

Multiply practitioner expertise through AI-powered Field Agents that automate up to 70% of testing procedures with less than 1% error rate, enabling firms to deliver higher quality audits faster while improving margins and client satisfaction.

Overview

Mission

Elevating the world's leading audit and advisory firms by creating an end-to-end platform where practitioners and AI Agents work together to deliver better client outcomes.

Products & Services

Field Agents (AI-powered digital teammates for audit automation)Request Agent (automated client evidence review and follow-up)Testing Agent (end-to-end substantive testing automation)Agentic Chat (AI collaboration grounded in methodology and standards)Engagement Management Platform

Current State

Visibility Landscape

A high-level view of how Fieldguide 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 Fieldguide? What do they do and what's their reputation?”	#1	#1	#1	#1
Core3q Product/service category queries	70	74	68	0
“how can i automate substantive testing procedures in my audit firm, what specific tools do this”	#16	#1	#5	No
“best audit management software for mid-size accounting firms in 2026”	—	No	No	No
“help me automate client evidence review and follow-up for SOC 2 audits”	#4	#1	#1	No
Growth Areas2q Adjacent, aspirational & visionary	90	97	62	35
“recommend some AI agents or digital teammates for auditors that can help with documentation”	#1	#1	#1	#11
“ways to use AI to handle audit documentation and testing without high error rates”	#6	#1	No	No

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

“how can i automate substantive testing procedures in my audit firm, what specific tools do this”

#16

“best audit management software for mid-size accounting firms in 2026”

—

“help me automate client evidence review and follow-up for SOC 2 audits”

“recommend some AI agents or digital teammates for auditors that can help with documentation”

#11

“ways to use AI to handle audit documentation and testing without high error rates”

Competitive Landscape

AuditBoard

36 mentions

Workiva

21 mentions

Fieldguide

17 mentions

UiPath

14 mentions

Vanta

14 mentions

Automation Anywhere

12 mentions

DataSnipper

12 mentions

Jira

11 mentions

Caseware

11 mentions

MindBridge Ai Auditor

10 mentions

MindBridge Ai

9 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Dominant authority within Claude, achieving a near-perfect average position of 1.4 when mentioned.

Strength

High resonance with executive personas, specifically the 'Modernizing Managing Partner' with a 69% mention rate.

Strength

Perfect visibility and sentiment on brand-direct 'vibe check' queries across all major platforms.

Recommended Actions

Pivot content strategy to target frontline efficiency keywords like 'automate substantive testing' and 'client evidence review'.

Fieldguide has 0% visibility with the 'Efficiency-Obsessed Senior Auditor' who is a key influencer in the software procurement process.

Develop comparative 'Best Audit Management' landing pages optimized for LLM indexing.

Fieldguide is currently being excluded from category-level recommendations, allowing AuditBoard to dominate 36 separate query mentions.

Optimize technical documentation for Google AI Overviews to improve the current 7% mention rate.

Poor visibility in AI Overviews (avg pos 11.0) indicates a lack of structured, crawlable data that Google’s model deems authoritative.

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

Audit Workflow Automation & Efficiency(3 queries)

“how can i automate substantive testing procedures in my audit firm, what specific tools do this”

0/4 platforms mentioned

Core

ChatGPT

1.ERP

2.SAP

3.Oracle

4.NetSuite

5.Dynamics

+24 more

Claude

1.ACL Analytics

2.IDEA

3.Alteryx

4.Workiva

5.AuditBoard

+11 more

Gemini

1.Microsoft Power BI

2.Tableau

3.Alteryx

4.IDEA

5.ACL Analytics

+12 more

AI Overviews

1.Diligent

2.DataSnipper

“help me automate client evidence review and follow-up for SOC 2 audits”

3/4 platforms mentioned

Core

The Modernizing Managing Partner · Managing Partner

ChatGPT

1.Drata

2.Vanta

3.Secureframe

4.Fieldguide

5.Tugboat Logic

+15 more

Claude

1.Fieldguide

2.Drata

3.AuditBoard

4.WK

5.Big 4

Gemini

1.Fieldguide

2.AuditBoard

3.Secureframe

4.Microsoft Power Automate

5.Microsoft 365

+7 more

AI Overviews

1.Censinet

2.AWS

3.GCP

4.Okta

5.Rippling

+10 more

“ways to use AI to handle audit documentation and testing without high error rates”

2/4 platforms mentioned

Adjacent

The Modernizing Managing Partner · Managing Partner

ChatGPT

1.ABBYY

2.Rossum

3.CaseWare

4.TeamMate

5.DataSnipper

7.Fieldguide

+12 more

Claude

1.Fieldguide

2.Workiva

3.Fieldguide

4.Workiva

5.WK

Gemini

1.Kofax ReadSoft

2.UiPath Document Understanding

3.AuditBoard

4.SOAR

5.Workiva

+12 more

AI Overviews

1.Lucid.now

2.SmartRoom

3.DataSnipper

4.MindBridge Ai Auditor

5.Thomson Reuters

+2 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.

Best 10 Audit Software for Accountants in 2026 - DataSnipper

datasnipper.com

Fieldguide

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Enterprise Software

Start gettingrecommended by AI.

Frequently asked questions

Fieldguide

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Enterprise Software

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.