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 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 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.

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 reach level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation Brand recognition & direct queries	47	48	45	0
Core Topics Product/service category queries	58	50	41	12
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

AuditBoard

36 mentions

Workiva

21 mentions

UiPath

14 mentions

Vanta

14 mentions

Automation Anywhere

12 mentions

DataSnipper

12 mentions

Loading visibility matrix...

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

Web1 ref

Audit Automation Software Solutions

trullion.com

Web1 ref

Leveraging AI for your substantive procedures for Accounts ...

mindbridge.ai

Web1 ref

Audit process automation guide for Chief Audit Executives - Diligent

diligent.com

Web1 ref

Automate Substantive Testing in Excel with Extractly | Caseware

youtube.com

Video1 ref

The Importance of Substantive Testing in Audits - DataSnipper

datasnipper.com

Web1 ref

Using technology to enhance the audit process - GGI

ggi.com

Web1 ref

AI-powered Substantive Testing with Caseware Extractly

caseware.com

Web1 ref

Automating Your Internal Audit Checklist: 7 Tips You Need To ...

onspring.com

Web1 ref

Audit Intelligence Test | Thomson Reuters

tax.thomsonreuters.com

Web1 ref

Automating the Audit Process: Streamlined, Strategic, and ...

inscopehq.com

Web1 ref

AI in auditing pros and cons - Templafy

templafy.com

Web1 ref

Internal audit process automation: A step-by-step guide

diligent.com

Web1 ref

Meet Audit Intelligence Test: The end of manual audit testing

tax.thomsonreuters.com

Web1 ref

mindbridge.ai

Web1 ref

Competitive Landscape

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

AuditBoard36 mentions

Workiva21 mentions

Fieldguide17 mentions

UiPath14 mentions

Vanta14 mentions

Automation Anywhere12 mentions

DataSnipper12 mentions

Jira11 mentions

Caseware11 mentions

MindBridge Ai Auditor10 mentions

MindBridge Ai9 mentions

Brand Identity

Brand Voice & Style

How AI perceives Fieldguide's communication style and personality

Fieldguide communicates with confident expertise while remaining accessible to busy audit professionals. The tone is modern and forward-thinking, positioning AI as a collaborative teammate rather than a replacement. Messaging emphasizes tangible outcomes like efficiency gains and quality improvements, using precise metrics to build credibility. The voice balances technical sophistication with practical, results-oriented language that resonates with time-pressed practitioners seeking real solutions.

Core Tone Traits

Confident & Authoritative

Speaks with expertise about audit technology and AI capabilities, backed by specific metrics and industry adoption

Modern & Innovative

Positions the brand at the forefront of AI transformation in professional services

Results-Oriented

Consistently emphasizes measurable outcomes like 70% automation, 40% hourly savings, and margin increases

Professional yet Approachable

Technical enough for audit professionals while avoiding jargon that alienates decision-makers

Backing

Investors

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.