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

Visibility29

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

29/100

Low

Sentiment Score

70/100

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

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.

Working in your favor

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

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

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

Gaps to close

Total absence from ChatGPT (0% mention rate), the most widely used conversational AI platform, creating a massive discovery barrier for prospective clients.

Zero visibility in the 'Solving Complex Industrial Optimization' and 'Trust & Reliability' query clusters, allowing legacy players like Gurobi and CPLEX to monopolize the enterprise narrative.

Underperformance with the Academic Formal Verification Researcher persona (11% mention rate), a critical demographic for establishing long-term technical credibility.

Opportunities

Capitalize on the existing high average position (3.0) in Gemini to expand from niche benchmarking into broader AI reliability and safety discourse.

Displace legacy optimization tools like PRISM and Storm by mapping Haladir's formal verification capabilities to industrial ROI and complex resource allocation use cases.

Leverage the brand's 100% positive sentiment in vibe checks to fuel technical documentation and case studies that LLMs can ingest to fill the ChatGPT visibility gap.

Highest-Impact 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.

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 priority level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Brand recognition & direct queries	97	97	70	0
“What do you know about Haladir? What do they do and what's their reputation?”	#1	#1	Yes	No
Core3q Product/service category queries	0	47	50	50
“help me solve a complex constrained optimization problem for my supply chain using AI”	No	No	No	No
“best benchmarks for evaluating AI on constrained optimization, what should i use besides generic ones”	No	#2	No	#1
“best ways to handle formal verification in AI systems for high stakes tasks”	—	No	#1	No
Growth Areas2q Adjacent, aspirational & visionary	0	47	62	0
“how to train reinforcement learning models with formally verified rewards”	No	#6	#1	No
“most reliable AI labs for formally verified systems and trustworthy outcomes”	No	No	No	No

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

Yes

“help me solve a complex constrained optimization problem for my supply chain using AI”

“best benchmarks for evaluating AI on constrained optimization, what should i use besides generic ones”

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

—

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

“most reliable AI labs for formally verified systems and trustworthy outcomes”

Competitive Landscape

Gurobi

13 mentions

Coq

13 mentions

PRISM

11 mentions

Storm

9 mentions

CPLEX

9 mentions

Marabou

8 mentions

Isabelle

8 mentions

TLA+

7 mentions

PyTorch

7 mentions

Haladir

7 mentions

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

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Artificial Intelligence

Start gettingrecommended by AI.

Frequently asked questions

Haladir

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Content Ideas

Sample Conversations

Citations

Brand Voice & Style

Investors

Engineer content that makes AI agents recommend you

Explore Artificial Intelligence

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.