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

Haladir

Visibility35

Vibe70

Businesses/Artificial Intelligence/Haladir

AI Visibility & Sentiment

Haladir

Haladir is a Y Combinator-backed AI product lab focused on verifiable domains. They develop reinforcement learning models and AI systems that scale to economically-complex tasks through operations research and formal methods, with a focus on formally verified rewards and constrained optimization.

Active Monitoring

haladir.com

Artificial Intelligence YC25-26

AI Visibility Score

35/100

Low

Sentiment Score

70/100

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

aspirational

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Haladir today.

Haladir currently exists as a high-performance ghost in the AI ecosystem, commanding a dominant 50% mention rate among high-frequency trading leads while remaining entirely invisible to ChatGPT users. While the brand secures elite #1 rankings in Gemini and Google AI Overviews for niche benchmarking and verification queries, it is failing to capture the broader market interest in industrial optimization and reliable AI leadership where competitors like Gurobi and Coq currently reign.

Value Proposition

Enabling AI and reinforcement learning models to tackle economically-complex tasks through the rigorous application of operations research and formal methods, ensuring verifiable and trustworthy outcomes

Overview

Mission

Building operational superintelligence through verifiable AI systems that can scale to economically-complex real-world tasks

Products & Services

AI research and developmentReinforcement learning systems with formally verified rewardsConstrained optimization solutionsConstraintBench benchmarking platformRLFR code generation models

Current State

Visibility Landscape

A high-level view of how Haladir performs across AI platforms, broken down by strategic reach level — from core brand queries to growth opportunities.

	Claude	Gemini	AI Overviews
Reputation Brand recognition & direct queries	36	39	39
Core Topics Product/service category queries	35	53	0
Growth Areas Adjacent, aspirational & visionary	0	0	0

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

Competitive Landscape

Gurobi

13 mentions

Coq

13 mentions

PRISM

11 mentions

Storm

9 mentions

CPLEX

9 mentions

Marabou

8 mentions

Loading visibility matrix...

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Secured top-tier #1 rankings in Google AI Overviews and Gemini for specialized queries regarding AI benchmarking and formal verification.

Strength

High resonance with the High-Frequency Trading Systems Lead persona, achieving a 50% mention rate that suggests strong technical authority in latency-sensitive environments.

Strength

Positive sentiment in AI Overviews and ChatGPT brand checks, indicating that when the brand is known, it is perceived as a premium solution.

Recommended Actions

Address the ChatGPT total invisibility gap through targeted technical PR and documentation updates.

A 0% mention rate on the world's most popular AI platform is a critical failure that prevents Haladir from entering the consideration set for general enterprise users.

Develop and publish specific use cases targeting 'complex constrained optimization' for industrial applications.

Haladir is currently losing 100% of these queries to competitors like Gurobi; demonstrating capability here links formal verification to tangible business value.

Optimize technical whitepapers to target 'Trust & Reliability' keywords to capture 'Reliable AI Lab' queries.

The brand is currently viewed as a tool rather than a destination lab, limiting its perceived authority compared to established formal verification entities.

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

Building Reliable AI Through Verification(2 queries)

“how to train reinforcement learning models with formally verified rewards”

0/4 platforms mentioned

Adjacent

ChatGPT

1.UPPAAL

2.PRISM

3.Storm

4.Stable Baselines3

5.Ray RLlib

+12 more

Claude

1.TLA+

2.Alloy

3.Specificationizer

4.dReal

5.Z3

+10 more

Gemini

1.Spot

2.Tulip

3.TL2Reward

4.RTAMT

5.OpenAI Gym

+7 more

AI Overviews

1.Emergent Mind

2.Science | AAAS

3.PRISM

4.Storm

5.arXiv

+4 more

“best ways to handle formal verification in AI systems for high stakes tasks”

0/3 platforms mentioned

Core

The Academic Formal Verification Researcher · Lead Research Scientist

Claude

1.Isabelle/HOL

2.Coq

3.SpaceEx

4.Flow*

5.Reluplex

+5 more

Gemini

1.DeepPoly

2.CROWN

3.VNN-COMP

4.Marabou

5.Stanford

+8 more

AI Overviews

1.ResearchGate

2.Coq

3.Isabelle

4.PyTorch

5.TensorFlow

+1 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.

Reinforcement Learning with Verified Reward (RLVR)

emergentmind.com

Haladir

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Competitive Landscape

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Artificial Intelligence

Start getting recommended by AI

Frequently asked questions