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

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Anori, Inc.

Visibility0

Vibe88

Businesses/PropTech / Construction Tech/Anori, Inc.

AI Visibility & Sentiment

Anori, Inc.

Anori is an AI-native intelligence platform designed to streamline the pre-development phase of construction by connecting stakeholders in a single collaborative environment. It uses generative AI to synthesize complex zoning, financial, and environmental data to accelerate projects from concept to buildable vision.

Active Monitoring

anori.com

PropTech / Construction Tech

AI Visibility Score

0/100

Invisible

Sentiment Score

88/100

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 Anori, Inc. today.

Anori, Inc. is currently missing from the AI-driven consideration phase for core industry workflows, failing to appear in critical decision-making queries where competitors like TestFit and Procore dominate. While the brand maintains a successful presence in direct vanity searches, it has yet to translate that recognition into the high-intent discovery channels that drive modern PropTech procurement.

Value Proposition

Anori enables 'Unified Development' by moving constraints to the beginning of the design process, eliminating costly redesign loops and fragmented workflows.

Overview

Mission

To make building and development faster, more affordable, and more efficient by aligning the people, processes, and policies shaping our built world.

Products & Services

AI-Native Intelligence PlatformAutomated Compliance EngineGenerative Site PlanningReal-Time Impact Modeling

Current State

Visibility Landscape

A high-level view of how Anori, Inc. 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	0	0
Core Topics Product/service category queries	0	0	0	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

TestFit

24 mentions

Procore

21 mentions

Architechtures

10 mentions

Deepblocks

9 mentions

Northspyre

7 mentions

Datagrid

7 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

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

Gap

Total absence from high-value 'accelerating pre-development' and 'site planning' search queries.

Gap

Lack of visibility for technical personas, including Architecture Principals and Construction Managers, who rely on AI to evaluate new vendors.

Recommended Actions

Execute an AI-focused content strategy targeting the 'accelerating pre-development' query set.

Competitors like TestFit are securing top-of-funnel influence here; Anori must insert its brand into these technical comparisons to be considered by developers.

Optimize digital footprint for 'best tools for site planning' through structured data and expert-led case studies.

AI models currently favor platforms with deep, consensus-backed technical documentation; establishing this evidence base is crucial for search visibility.

Develop and syndicate whitepapers comparing real-time impact modeling software.

This addresses the specific gap in the construction manager segment and positions Anori as a credible alternative for digital project management.

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

Accelerating Pre Development Workflows(3 queries)

“what are the best tools for automating site planning and zoning compliance to speed up my pre-development phase”

0/4 platforms mentioned

Core

ChatGPT

1.UpCodes

2.enCodePlus

3.CodeZoning

4.ZoningHub

5.Noetic

+4 more

Claude

1.Accela Planning

2.OpenCounter ZoningCheck

3.GovPilot

4.iWorQ Systems

5.TestFit

+1 more

Gemini

1.AutoSitu

2.Polygon AI

3.Logicdrop (Fusion, Lexicon)

4.Accela

5.SLS GovTech

+12 more

AI Overviews

1.ArchiWise

2.Deepblocks

3.Prophetic (ZoneAI)

4.Gridics

5.TestFit

+5 more

“compare top ai-native intelligence platforms for real estate developers and architects”

0/4 platforms mentioned

Core

The Strategic Real Estate Developer · Chief Development Officer

ChatGPT

1.Autodesk Forma

2.Skyline AI

3.JLL

4.Cherre

5.Reonomy

+3 more

Claude

1.TestFit

2.Zenerate

3.Parafin

4.Architechtures

5.HelloData.ai (HelloData)

+5 more

Gemini

1.Build

2.Buildora IQ

3.TestFit

4.Archistar

5.ARCHITEChTURES

+16 more

AI Overviews

1.TestFit

2.Autodesk Revit

3.Sketchup

4.Archistar

5.DeepBlocks

+11 more

“which software gives me the most accurate real-time impact modeling for new residential construction projects”

0/4 platforms mentioned

Core

The Strategic Real Estate Developer · Chief Development Officer

ChatGPT

1.Bentley (Synchro, Bentley iTwin)

2.EnergyPlus

3.DesignBuilder

4.OpenStudio

5.BCVTB

+3 more

Claude

1.Zenerate

2.TestFit

3.ARGUS EstateMaster

4.FeasibilityPro.AI

5.Autodesk Construction Cloud

+1 more

Gemini

1.Athena Impact Estimator for Buildings

2.Preoptima

3.Makersite

4.Autodesk (Autodesk Insight, Revit)

5.Trimble Solutions

+2 more

AI Overviews

1.Building Transparency (tallyLCA)

2.Infrared.city

3.Rhino

4.Grasshopper

5.One Click LCA

+7 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.

UpCodes

cms.up.codes

Web1 ref

enCodePlus

encodeplus.com

Web1 ref

CodeZoning

codezoning.com

Web1 ref

ZoningHub

zoninghub.com

Web1 ref

Noetic

noetic.inc

Web1 ref

AutoSitu

autositu.com

Web1 ref

Gridics

gridics.com

Web1 ref

Accela

en.wikipedia.org

Wiki1 ref

Tyler Technologies

tylertech.com

Web1 ref

iWorQ

iworq.com

Web1 ref

ArcGIS

en.wikipedia.org

Wiki1 ref

Juno Maps

junomaps.com

Web1 ref

Autodesk

autodesk.com

Web1 ref

Planning and Zoning Software | Zoning Made Easy | ZoningHub

zoninghub.com

Web1 ref

3D Zoning & Planning

gridics.com

Web1 ref

Competitive Landscape

Brands and products that AI platforms mention alongside or instead of Anori, Inc..

TestFit24 mentions

Procore21 mentions

Architechtures10 mentions

Deepblocks9 mentions

Northspyre7 mentions

Datagrid7 mentions

Archistar7 mentions

OpenSpace6 mentions

Dealpath6 mentions

AutoSitu5 mentions

Anori, Inc.0 mentions

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 23, 2026.

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