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

Monograph

Visibility66

Vibe100

Businesses/Software/Monograph

AI Visibility & Sentiment

Monograph

Monograph is a project management software platform built exclusively for architecture and engineering firms. The platform helps A&E professionals manage projects, track budgets, streamline billing, and gain real-time insights to improve firm performance and profitability.

Active Monitoring

monograph.com

Software Startups

AI Visibility Score

66/100

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

adjacent

aspirational

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Monograph today.

Monograph has achieved a dominant foothold within Google’s AI ecosystem, capturing the top-ranked position across nearly every high-intent query for architectural project management and financial health. While the brand is the clear authority for 'Solo-to-Scale Founders,' a total visibility blackout on Claude represents a critical blind spot that allows legacy competitors like BQE Core to go unchallenged in a primary workspace for design professionals.

Working in your favor

Saturation in Google-led AI: Monograph maintains a 100% mention rate in AI Overviews and 93% in Gemini, often securing the #1 position for 'best reviewed' and 'small architecture firm' queries.

Founder Persona Authority: Monograph is the definitive choice for the 'Solo-to-Scale Founder' persona, achieving a commanding 1.4 average position across these specific queries.

High-Intent Sentiment: In queries regarding project profitability and financial health, Monograph consistently ranks as a primary recommendation in ChatGPT and Gemini.

Gaps to close

Claude Blackout: Despite strong performance elsewhere, Monograph is completely invisible on Claude (0% mention rate), leaving the platform entirely to competitors like BQE Core and Deltek.

Resource Planning Weakness: For complex 'resource planning' and 'project pipeline' queries, rankings dip significantly in ChatGPT (avg pos 8.0) compared to more general project management searches.

Tech Stack Integration: Queries related to 'building a tech stack' see Monograph falling to double-digit positions (e.g., #13 in ChatGPT), suggesting AI models don't yet view it as a foundational infrastructure tool.

Opportunities

Capture the Claude Market: Implementing a targeted LLM-optimization strategy focused on the datasets Claude prioritizes (technical documentation and architectural journals) could disrupt the current BQE Core monopoly.

Deepen Automation Narratives: Strengthening public-facing content regarding 'invoicing automation' can move the current #12 position in ChatGPT toward the #1 spot currently held in AI Overviews.

Exploit Competitor Fatigue: Use the superior 'vibe check' and sentiment scores to displace Monday.com and Asana in queries specifically tailored to architectural workflows.

Highest-Impact Actions

Address the Claude Visibility Blackout

Monograph is currently losing 100% of the share of voice on Claude. This requires auditing and updating structured data and high-authority directory listings that Claude's training sets rely on to recognize industry-specific leaders.

Optimize for 'Resource Planning' & 'Invoicing' Keywords

There is a significant performance gap in ChatGPT for operations-heavy queries. Improving the visibility of these features will better serve the 'Operations-Focused Associate' who is currently seeing competitors first.

Aggressively Target BQE Core's Mentions

BQE Core has higher mention volume (37 mentions vs Monograph's presence). By targeting the specific 'A&E software' comparison queries where BQE is mentioned, Monograph can leverage its superior sentiment to steal market share.

Value Proposition

The world's fastest and easiest project management software tailor-made for A&E firms, helping them get more revenue in less time without the stress through consolidated workflows, real-time budget visibility, and industry-specific features.

Overview

Mission

To help architects and engineers build and manage high-performing practices with a data-driven platform that saves time, manages projects, and takes control of their business.

Products & Services

Project management and planning softwareTime tracking and expense managementBudget tracking and financial forecastingInvoicing and billing automationPipeline management for leads and proposals

Current State

Visibility Landscape

A high-level view of how Monograph 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 Monograph? What do they do and what's their reputation?”	#1	#1	#1	#1
Core4q Product/service category queries	92	0	96	97
“best project management software for a small architecture firm that is outgrowing spreadsheets”	#1	No	#1	#1
“help me find a tool to track architectural project budgets in real time so we stop losing money”	#1	No	#1	#1
“best reviewed project management software for architects in 2026”	#1	No	#1	#1
“recommend some tools for managing a project pipeline and staffing for an engineering firm”	#8	No	#3	#1
Growth Areas2q Adjacent, aspirational & visionary	70	0	93	85
“how can i automate invoicing and time tracking for a 10 person engineering studio”	#12	No	#2	#1
“help me build a tech stack for a new architecture startup, specific brands please”	#13	No	#3	#9

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

“best project management software for a small architecture firm that is outgrowing spreadsheets”

“help me find a tool to track architectural project budgets in real time so we stop losing money”

“best reviewed project management software for architects in 2026”

“recommend some tools for managing a project pipeline and staffing for an engineering firm”

“how can i automate invoicing and time tracking for a 10 person engineering studio”

#12

“help me build a tech stack for a new architecture startup, specific brands please”

#13

Competitive Landscape

Monograph

40 mentions

BQE Core

37 mentions

Monday.com

28 mentions

Harvest

26 mentions

Asana

25 mentions

QuickBooks

25 mentions

Deltek Ajera

21 mentions

QuickBooks Online

20 mentions

Xero

15 mentions

ClickUp

14 mentions

Deltek Vantagepoint

13 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Saturation in Google-led AI: Monograph maintains a 100% mention rate in AI Overviews and 93% in Gemini, often securing the #1 position for 'best reviewed' and 'small architecture firm' queries.

Strength

Founder Persona Authority: Monograph is the definitive choice for the 'Solo-to-Scale Founder' persona, achieving a commanding 1.4 average position across these specific queries.

Strength

High-Intent Sentiment: In queries regarding project profitability and financial health, Monograph consistently ranks as a primary recommendation in ChatGPT and Gemini.

Recommended Actions

Address the Claude Visibility Blackout

Optimize for 'Resource Planning' & 'Invoicing' Keywords

Aggressively Target BQE Core's Mentions

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

Managing Growth & Operations(3 queries)

“best project management software for a small architecture firm that is outgrowing spreadsheets”

3/4 platforms mentioned

Core

ChatGPT

1.Monograph

2.BQE Core

3.Deltek Ajera

4.Autodesk Construction Cloud

5.BIM 360

+18 more

Claude

1.Asana

2.Monday.com

3.Notion

4.Airtable

5.Archicad

+2 more

Gemini

1.Monograph

2.BQE CORE

3.QuickBooks

4.Factor

5.Monday.com

+4 more

AI Overviews

1.Milient Software

2.Monograph

3.MoneyGantt

4.Paymo

5.Milient Project Flow

+5 more

“how can i automate invoicing and time tracking for a 10 person engineering studio”

3/4 platforms mentioned

Adjacent

The Overwhelmed Principal Architect · Principal Architect / Owner

ChatGPT

1.QuickBooks

2.QuickBooks Desktop

3.QuickBooks Online

4.QuickBooks Time

5.TSheets

12.Monograph

+21 more

Claude

1.Touchplan

2.Deltek Vantagepoint

3.Kimble

4.QuickBooks

5.Harvest

+3 more

Gemini

1.Excel

2.QuickBooks Desktop

3.Monograph

4.BQE CORE

5.Deltek Ajera

+5 more

AI Overviews

1.Monograph

2.Harvest

3.BigTime

4.Clockify

5.QuickBooks Online

+4 more

“help me build a tech stack for a new architecture startup, specific brands please”

3/4 platforms mentioned

Aspirational

The Overwhelmed Principal Architect · Principal Architect / Owner

ChatGPT

1.Archicad

2.Graphisoft

3.Graphisoft BIMcloud

4.Revit

5.Autodesk

13.Monograph

+56 more

Claude

1.Asana

2.Monday.com

3.Figma

4.Toggl Track

5.QuickBooks

+11 more

Gemini

1.QuickBooks Desktop

2.Excel

3.Monograph

4.Harvest

5.Archicad

+17 more

AI Overviews

1.Autodesk Revit

2.Autodesk AutoCAD

3.Rhino 3D

4.Grasshopper

5.SketchUp Pro

9.Monograph

+17 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.

Monograph

monograph.io

Monograph

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Software

Start gettingrecommended by AI.

Frequently asked questions

Monograph

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Software

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.