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.

Roadmap Pricing

Get a demo

Sift

Visibility51

Vibe89

Businesses/Enterprise Software/Sift

AI Visibility & Sentiment

Sift

Sift is a unified observability platform designed for high-frequency hardware sensor data used in complex systems like rockets, satellites, and autonomous vehicles. It replaces inefficient in-house scripts by providing a production-ready infrastructure to ingest, store, visualize, and automate telemetry analysis.

Active Monitoring

siftstack.com

Enterprise Software

AI Visibility Score

51/100

Moderate

Sentiment Score

89/100

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

AI Perception

Key Takeaways

How AI platforms collectively perceive and describe Sift today.

Sift dominates the high-frequency hardware observability conversation on Claude and Gemini, frequently securing the top-ranked position for technical engineering queries. However, a significant visibility vacuum exists within core manufacturing execution and enterprise production analytics categories, leaving high-value industrial use cases entirely to competitors.

Working in your favor

Top-tier ranking on Claude and Gemini for high-frequency hardware observability and telemetry queries.

Strong resonance with technical personas, specifically Robotics Startup Engineering Leads.

High authority in niche technical search, often outperforming major competitors for specialized hardware automation requests.

Gaps to close

Complete absence from manufacturing execution systems (MES) and genealogy-related search results.

Failure to capture intent for enterprise-grade hardware production analytics and defense-grade engineering tooling.

Underperformance in ChatGPT visibility, creating a blind spot in the most widely used AI search environment.

Opportunities

Reposition Sift as the premier platform for 'defense-grade' and 'manufacturing-focused' observability to capture currently ignored high-intent queries.

Expand content authority beyond hardware telemetry into the broader automated review and data-driven manufacturing ecosystem.

Develop specific content strategies for ChatGPT to match the successful search patterns established on Claude and Gemini.

Highest-Impact Actions

Develop and publish targeted technical whitepapers and documentation for 'manufacturing genealogy' and 'production analytics'.

Sift is currently invisible in these critical core categories; establishing search authority here will capture high-value enterprise intent that is currently flowing to competitors.

Implement a specialized SEO and LLM-optimization strategy for ChatGPT specifically targeting enterprise decision-makers.

The brand's 0% mention rate on ChatGPT represents a massive missed opportunity to capture the largest segment of the AI search market.

Create bridge content linking 'high-frequency hardware observability' to 'defense-grade' application scenarios.

By leveraging existing strength in hardware telemetry, Sift can pivot into the defense and enterprise engineering sectors where it is currently struggling to gain traction.

Value Proposition

A hardware-first observability architecture designed specifically for the extreme data rates and complexity of physical machines, enabling faster development cycles and automated root cause analysis compared to traditional software-focused monitoring tools.

Overview

Mission

Advance science and technology by providing engineers advanced tools and infrastructure that help build our exciting future.

Products & Services

Sift Infrastructure LayerSift Application LayerSift Review PipelinesData-Driven Manufacturing (Genealogy)

Current State

Visibility Landscape

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

	ChatGPT	Claude	Gemini	AI Overviews
Reputation1q Sentiment when asked about the brand directly	50	50	50	50
“What do you know about Sift? What do they do and what's their reputation?”	Neutral	Neutral	Neutral	Neutral
Core4q Product/service category queries	0	80	62	74
“what are the best observability platforms for high-frequency sensor data from rockets and satellites”	—	#1	#1	#1
“how do i evaluate observability providers for defense-grade hardware systems”	No	#1	No	No
“recommend software that can replace custom python scripts for analyzing telemetry in autonomous vehicle testing”	No	#1	#1	#1
“best tools for visualizing and storing time-series data from robotics hardware at scale”	—	No	No	—
Growth Areas3q Adjacent, aspirational & visionary	0	50	0	0
“what manufacturing execution systems offer the best genealogy tracking for aerospace assembly”	No	No	No	No
“what tools help build automated review pipelines for hardware manufacturing telemetry”	—	#1	No	No
“best enterprise software for hardware production analytics that goes beyond standard erp”	No	No	No	No

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

Neutral

“what are the best observability platforms for high-frequency sensor data from rockets and satellites”

—

“how do i evaluate observability providers for defense-grade hardware systems”

“recommend software that can replace custom python scripts for analyzing telemetry in autonomous vehicle testing”

“best tools for visualizing and storing time-series data from robotics hardware at scale”

—

“what manufacturing execution systems offer the best genealogy tracking for aerospace assembly”

“what tools help build automated review pipelines for hardware manufacturing telemetry”

—

“best enterprise software for hardware production analytics that goes beyond standard erp”

Competitive Landscape

InfluxDB

14 mentions

Sift

14 mentions

Prometheus

13 mentions

Grafana

12 mentions

Datadog

9 mentions

TimescaleDB

8 mentions

OpenTelemetry

8 mentions

PostgreSQL

8 mentions

Apache Kafka

7 mentions

Connektica MES

6 mentions

Splunk

5 mentions

Analysis

Insights & Recommended Actions

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

Key Findings

Strength

Top-tier ranking on Claude and Gemini for high-frequency hardware observability and telemetry queries.

Strength

Strong resonance with technical personas, specifically Robotics Startup Engineering Leads.

Strength

High authority in niche technical search, often outperforming major competitors for specialized hardware automation requests.

Recommended Actions

Develop and publish targeted technical whitepapers and documentation for 'manufacturing genealogy' and 'production analytics'.

Sift is currently invisible in these critical core categories; establishing search authority here will capture high-value enterprise intent that is currently flowing to competitors.

Implement a specialized SEO and LLM-optimization strategy for ChatGPT specifically targeting enterprise decision-makers.

The brand's 0% mention rate on ChatGPT represents a massive missed opportunity to capture the largest segment of the AI search market.

Create bridge content linking 'high-frequency hardware observability' to 'defense-grade' application scenarios.

By leveraging existing strength in hardware telemetry, Sift can pivot into the defense and enterprise engineering sectors where it is currently struggling to gain traction.

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

High Frequency Hardware Observability And Telemetry(3 queries)

“what are the best observability platforms for high-frequency sensor data from rockets and satellites”

3/3 platforms mentioned

Core

Claude

1.Sift

2.SpaceX

3.K2 Space

4.Impulse

5.Astrolab

+3 more

Gemini

1.Sift

2.InfluxDB

3.Eutelsat

4.OneWeb

5.LeoLabs

+7 more

AI Overviews

1.Sift

2.MarpleDB

3.InfluxDB

4.QuestDB

5.kdb+

+4 more

“recommend software that can replace custom python scripts for analyzing telemetry in autonomous vehicle testing”

2/4 platforms mentioned

Core

The Senior Systems Reliability Architect · Systems Reliability Architect

ChatGPT

1.TimescaleDB

2.PostgreSQL

3.Grafana

4.Superset

5.InfluxDB

+9 more

Claude

1.Apache Kafka

2.Apache Flink

3.Apache Druid

4.Rivian

5.Volkswagen

+5 more

Gemini

1.Sift

2.Kinetica

3.TiDB

4.Reveal BI

5.Sisense

+3 more

AI Overviews

1.Foxglove Studio

2.Sift

3.PlotJuggler

4.Applied Intuition

5.Datadog

“best tools for visualizing and storing time-series data from robotics hardware at scale”

0/2 platforms mentioned

Core

The Senior Systems Reliability Architect · Systems Reliability Architect

Claude

1.InfluxDB

2.TimescaleDB

3.PostgreSQL

4.Prometheus

5.Foxglove

+7 more

Gemini

1.TimescaleDB

2.PostgreSQL

3.InfluxDB

4.Prometheus

5.ClickHouse

+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.

The Case for Unified Observability in Complex Machine Development - Sift

siftstack.com

Sift

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Engineer content that makes AI agents recommend you

Explore Enterprise Software

Start gettingrecommended by AI.

Frequently asked questions

Sift

Key Takeaways

Visibility Landscape

Insights & Recommended Actions

Sample Conversations

Citations

Engineer content that makes AI agents recommend you

Explore Enterprise Software

Start gettingrecommended by AI.

Frequently asked questions

Start getting
recommended by AI.

Start getting
recommended by AI.