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 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 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.

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 reach level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation Brand recognition & direct queries	0	0	39	0
Core Topics Product/service category queries	0	17	34	0
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

Revit

17 mentions

Notion

15 mentions

TestFit

12 mentions

Monograph

11 mentions

Zapier

9 mentions

Bluebeam Revu

9 mentions

Loading visibility matrix...

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.

Free yourself from repetitive tasks with automation

ooti.co

Web1 ref

Automation Architect: What Is It And Does Your Team Need One?

advsyscon.com

Web1 ref

Automat for Architecture and Design Automation | Automat

runautomat.com

Web1 ref

Workflow Automation Software Architecture That Actually Works for A&E Firms - Monograph

monograph.com

Web1 ref

How to Automate Your Architecture Firm's Workflow - COR

projectcor.com

Web1 ref

18 Best Automation software for Architecture Firms | Insider Apps

insiderapps.com

Web1 ref

How to Start an Architecture Firm: Success Steps 2026

hellobonsai.com

Web1 ref

10 Must Use AI Tools for Architecture Firms in 2025

archilabs.ai

Web1 ref

Automate Administrative Tasks and Streamline Your Workflow

myaifrontdesk.com

Web1 ref

8 Admin Tasks Consulting Firms Should Automate This Quarter

systemsix.com

Social1 ref

Project Management Software For Architects

monday.com

Web1 ref

monograph.com

Web1 ref

Best Software For Small Architecture Firm

monograph.com

Web1 ref

Architecture Software Tools For Busy Architecture Firms

factorapp.com

Web1 ref

Pm Software Architects

paymoapp.com

Web1 ref

Competitive Landscape

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

Revit17 mentions

Notion15 mentions

TestFit12 mentions

Monograph11 mentions

Zapier9 mentions

Bluebeam Revu9 mentions

Procore9 mentions

BQE Core8 mentions

Slack8 mentions

Asana7 mentions

Avoice4 mentions

Brand Identity

Brand Voice & Style

How AI perceives Avoice's communication style and personality

Avoice communicates with confident expertise tailored specifically to architects, using industry-specific language that demonstrates deep understanding of architectural workflows. The tone is professional yet approachable, balancing technical credibility with clear, benefit-focused messaging. The brand emphasizes transformation and efficiency without being overly salesy, letting concrete metrics (15 hours saved, $25k productivity gains) speak to value. There's an underlying sense of partnership—positioning Avoice as a collaborator that understands the daily challenges architects face.

Core Tone Traits

Industry-Expert

Uses architecture-specific terminology and demonstrates deep understanding of AEC workflows

Results-Oriented

Leads with concrete metrics and tangible outcomes rather than abstract promises

Professional yet Approachable

Maintains credibility while remaining accessible and conversational

Empowering

Positions architects as the heroes, with AI as the tool that amplifies their capabilities

Backing

Investors

Y Combinator

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 March 27, 2026.