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

Summary

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

Agent Breakdown

AI Platforms

How often do different AI platforms reference Anori, Inc.?

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Conversation Analysis

Key Topics

What conversations is Anori, Inc. included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Anori, Inc. to, and when?

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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

Brand Perception

What AI Really Thinks

We asked each AI platform directly about Anori, Inc. to understand how they perceive the brand. These responses back up the Sentiment Score and reveal tone, accuracy, and blind spots across platforms and personas.

3Positive

1Neutral

0Negative

across 4 responses

“What do you know about Anori, Inc.? What do they do and what's their reputation?”

ChatGPT

Neutral

“…there isn’t a single well-known company in the United States officially named “Anori, Inc.” as of March 23, 2026.…”

Claude

Positive

“…I don't have specific information about Anori, Inc. in my current knowledge base. Let me search for current information about them.Based on my search results, here's what I found about Anori, Inc.:…”

Gemini

Positive

“…Anori, Inc. is a company that develops an AI platform aimed at modernizing and streamlining the building and development process.…”

AI Overviews

Positive

“…Anori, Inc. is a newly independent artificial intelligence startup that officially spun out of Alphabet’s X (formerly Google X) on March 19, 2026.…”

Analysis

Key Insights

What AI visibility analysis reveals about this brand

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.

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations 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

Source Intelligence

Citations

Sources that AI assistants cite. Getting featured here improves visibility.

UpCodes

https://cms.up.codes/features/code-library

Referenced in 1 query

Review

enCodePlus

https://www.encodeplus.com/

Referenced in 1 query

Review

CodeZoning

https://codezoning.com/

Referenced in 1 query

Review

ZoningHub

https://zoninghub.com/

Referenced in 1 query

Review

Noetic

https://www.noetic.inc/

Referenced in 1 query

Review

AutoSitu

https://autositu.com/site-plan-review

Referenced in 1 query

Review

Gridics

https://gridics.com/sites/default/files/uploads/feature/225/updated-zonar-business-case-document-8-nov-17pdf.pdf

Referenced in 1 query

Review

Accela

https://en.wikipedia.org/wiki/Accela

Referenced in 1 query

Review

Tyler Technologies

https://www.tylertech.com/Portals/0/OpenContent/Files/1678/ENERGOV-Product-Brochure.pdf

Referenced in 1 query

Review

iWorQ

https://iworq.com/systems/planning-zoning-software/

Referenced in 2 queries

Review

ArcGIS

https://en.wikipedia.org/wiki/ArcGIS

Referenced in 1 query

Review

Juno Maps

https://junomaps.com/smart-site-plan/

Referenced in 2 queries

Review

Content Engineering

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.

Impact: High

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.

Impact: High

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.

Impact: Medium

Is this your business? We can help you improve your AI visibility.

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Data generated by Pendium.ai AI visibility scanning. Last scanned March 23, 2026.

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