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

Avoice

Visibility30

Vibe81

Businesses/Software/Avoice

AI Visibility & Sentiment

Avoice

Avoice is a Y Combinator-backed AI workspace built specifically for architecture firms. The platform helps architects reduce administrative work and reuse past project knowledge, saving an average of 15 hours per week through intelligent automation of QA/QC, documentation, coordination, and material research.

Active Monitoring

avoice.co

Software YC25-26

AI Visibility Score

30/100

Low

Sentiment Score

81/100

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 Avoice today.

Avoice currently exists as a niche player, gaining traction only when explicitly prompted by brand-specific queries while remaining largely absent from the broader architectural AI conversation. While Gemini shows early potential in positioning Avoice as a key tool for workflow automation and knowledge management, the brand is failing to capture search intent where major competitors like Revit and Monograph currently dominate.

Working in your favor

Successful brand recall in direct 'vibe check' inquiries across ChatGPT, Claude, and AI Overviews.

Emerging visibility on Gemini for technical queries regarding workflow automation and architectural drawing interpretation.

Resonance with the Efficiency-Driven Project Architect persona, where the brand achieves a 33% mention rate.

Gaps to close

Total absence in 'best of' software recommendation lists, leaving high-intent users to discover competitors like TestFit and Procore instead.

Failure to penetrate the Design-First Boutique and Enterprise BIM Manager segments, which represent critical growth audiences.

Lack of presence in Google AI Overviews for industry-standard queries, ceding the top-of-funnel discovery phase to incumbent platforms.

Opportunities

Capitalize on the efficiency-driven narrative to align Avoice with common QA/QC and documentation automation pain points.

Bridge the 'core' visibility gap by optimizing content for queries related to multidisciplinary knowledge management.

Leverage the positive sentiment found in Gemini's responses to establish a consistent brand value proposition across all LLMs.

Highest-Impact Actions

Develop and syndicate high-authority content specifically targeting 'best of' software queries for architectural QA/QC and documentation automation.

Competitors like Revit and Monograph are currently capturing this high-intent traffic, effectively locking Avoice out of the discovery phase.

Optimize technical documentation and marketing collateral for Gemini's search behavior, focusing on the tool's ability to interpret architectural drawings.

Gemini is currently the only platform showing a willingness to surface Avoice; reinforcing this trend provides the path of least resistance to increased visibility.

Create persona-specific case studies tailored to the Enterprise BIM Manager and Design-First Boutique Principal roles.

Current visibility is skewed toward general efficiency; addressing these specific architectural segments will capture high-value market share currently missing from the data.

Value Proposition

An AI assistant purpose-built for architects that understands drawings, specs, schedules, and codes—transforming complex project documents into clarity, speed, and seamless execution while saving 15 hours per week per user.

Overview

Mission

From workload to workflow—transforming architectural practice by reducing administrative burden and enabling architects to focus on design.

Products & Services

Studio Assistant - AI partner for interpreting drawings, drafting documentation, and researching materialsStudio Workflow - Automated QA/QC, coordination, and RFI preventionStudio Library - Searchable knowledge system for firm standards, specs, and past projectsContract & Tender AnalysisCode compliance and coordination tools

Current State

Visibility Landscape

A high-level view of how Avoice 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	70	97
“What do you know about Avoice? What do they do and what's their reputation?”	#1	#1	Yes	#1
Core3q Product/service category queries	0	0	50	0
“recommend some software for automated architectural QA/QC and RFI prevention”	No	No	No	No
“best knowledge management systems for multidisciplinary design practices to store standards”	No	No	#1	No
“what are the most trusted AI assistants for architects right now”	No	No	No	No
Growth Areas3q Adjacent, aspirational & visionary	0	32	65	0
“best ways to automate administrative work in a small architecture firm”	No	#7	#5	No
“help me find tools that can interpret architectural drawings and help with material research”	No	No	#3	No
“how can i use AI to speed up architectural documentation and drafting tasks”	No	No	No	No

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

Yes

“recommend some software for automated architectural QA/QC and RFI prevention”

“best knowledge management systems for multidisciplinary design practices to store standards”

“what are the most trusted AI assistants for architects right now”

“best ways to automate administrative work in a small architecture firm”

“help me find tools that can interpret architectural drawings and help with material research”

“how can i use AI to speed up architectural documentation and drafting tasks”

Competitive Landscape

Revit

17 mentions

Notion

15 mentions

TestFit

12 mentions

Monograph

11 mentions

Zapier

9 mentions

Bluebeam Revu

9 mentions

Procore

9 mentions

BQE Core

8 mentions

Slack

8 mentions

Asana

7 mentions

Avoice

4 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Successful brand recall in direct 'vibe check' inquiries across ChatGPT, Claude, and AI Overviews.

Strength

Emerging visibility on Gemini for technical queries regarding workflow automation and architectural drawing interpretation.

Strength

Resonance with the Efficiency-Driven Project Architect persona, where the brand achieves a 33% mention rate.

Recommended Actions

Develop and syndicate high-authority content specifically targeting 'best of' software queries for architectural QA/QC and documentation automation.

Competitors like Revit and Monograph are currently capturing this high-intent traffic, effectively locking Avoice out of the discovery phase.

Optimize technical documentation and marketing collateral for Gemini's search behavior, focusing on the tool's ability to interpret architectural drawings.

Gemini is currently the only platform showing a willingness to surface Avoice; reinforcing this trend provides the path of least resistance to increased visibility.

Create persona-specific case studies tailored to the Enterprise BIM Manager and Design-First Boutique Principal roles.

Current visibility is skewed toward general efficiency; addressing these specific architectural segments will capture high-value market share currently missing from the data.

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

Workflow Automation & Document Production(3 queries)

“best ways to automate administrative work in a small architecture firm”

0/4 platforms mentioned

Adjacent

ChatGPT

1.Typeform

2.Tally

3.Zapier

4.Make

5.Asana

+21 more

Claude

1.Bonsai

2.ClickUp

3.Teamwork

4.COR

5.Revit

+1 more

Gemini

1.Monograph

2.Newforma

3.Deltek Ajera

4.Vantagepoint

5.BQE Core

+25 more

AI Overviews

1.Monograph

2.BQE CORE

3.WorkflowMax

4.Motion

“help me find tools that can interpret architectural drawings and help with material research”

0/4 platforms mentioned

Adjacent

The Design-First Boutique Principal · Principal Architect / Founder

ChatGPT

1.Autodesk Construction Cloud

2.Bluebeam Revu

3.Armstrong

4.Daltile

5.Benjamin Moore

+7 more

Claude

1.PromeAI

2.ArchiVinci

3.ArchSynth

4.AmbientCG

5.Material Bank

+3 more

Gemini

1.Bluebeam Revu

2.Autodesk Revit

3.Architizer

4.Material Bank

5.SpecifiedBy

AI Overviews

1.Kreo (Caddie)

2.ReadMyPlans

3.Werk24

4.MeasureSquare AI Takeoff

5.ArcSite

+7 more

“how can i use AI to speed up architectural documentation and drafting tasks”

0/4 platforms mentioned

Adjacent

The Design-First Boutique Principal · Principal Architect / Founder

ChatGPT

1.Microsoft Copilot

2.Smartsheet

3.Airtable

4.Revit

5.Notion

+7 more

Claude

1.Revit

2.SWAPP

3.Veras

4.ClickUp

Gemini

1.Jasper

2.Copy.ai

3.BIMobject

4.VisualARQ

5.Asana

+1 more

AI Overviews

1.SWAPP

2.BricsCAD BIM (PROPAGATE)

3.Autodesk (Autodesk BIM 360, Revit)

4.Aurivus

5.PointCAB

+3 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.

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ooti.co

Avoice

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Brand Voice & Style

Investors

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Frequently asked questions

Avoice

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

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.