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

Sift

Visibility57

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

57/100

Moderate

Sentiment Score

89/100

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

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.

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)

Agent Breakdown

AI Platforms

How often do different AI platforms reference Sift?

Loading explorer...

Conversation Analysis

Key Topics

What conversations is Sift included in — or excluded from?

Loading explorer...

Buyer Personas

Personas

Who does each AI platform recommend Sift to, and when?

Loading explorer...

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

Brand Perception

What AI Really Thinks

We asked each AI platform directly about Sift 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.

0Positive

4Neutral

0Negative

across 4 responses

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

ChatGPT

Neutral

No snippet captured

Claude

Neutral

No snippet captured

Gemini

Neutral

No snippet captured

AI Overviews

Neutral

“…Often referred to as Sift Stack, this company was founded in 2022 by former SpaceX engineers.…”

Analysis

Key Insights

What AI visibility analysis reveals about this brand

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.

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations alongside or instead of Sift

InfluxDB14 mentions

Sift14 mentions

Prometheus13 mentions

Grafana12 mentions

Datadog9 mentions

TimescaleDB8 mentions

OpenTelemetry8 mentions

PostgreSQL8 mentions

Apache Kafka7 mentions

Connektica MES6 mentions

Splunk5 mentions

Source Intelligence

Citations

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

The Case for Unified Observability in Complex Machine Development - Sift

https://www.siftstack.com/mission-critical/observability-white-paper

Referenced in 1 query

Review

Sift Raises $42M Series B to Build AI Infrastructure for Mission-Critical Machines

https://www.prnewswire.com/news-releases/sift-raises-42m-series-b-to-build-ai-infrastructure-for-mission-critical-machines-302724877.html

Referenced in 1 query

Review

Unified Observability for Mission-Critical Hardware Sensor Data

https://www.siftstack.com/

Referenced in 4 queries

Review

Remote Sensing Satellites for Digital Earth | Springer Nature Link

https://link.springer.com/chapter/10.1007/978-981-32-9915-3_3

Referenced in 1 query

Review

OpenTelemetry Native Observability · Dash0

https://www.dash0.com/

Referenced in 1 query

Review

Satellite data | ICEYE

https://www.iceye.com/satellite-data

Referenced in 1 query

Review

A Leap Forward in Satellite Monitoring - SpaceNews

https://spacenews.com/a-leap-forward-in-satellite-monitoring/

Referenced in 1 query

Review

OpenObserve: Open Source Observability Platform | Logs, Metrics & Traces

https://openobserve.ai/

Referenced in 1 query

Review

What Is Observability? | IBM

https://www.ibm.com/think/topics/observability

Referenced in 1 query

Review

SATELLITE SYSTEMS, SATCOM AND SPACE SYSTEMS UPDATE

https://battle-updates.com/update/satellite-systems-satcom-and-space-systems-update-336/

Referenced in 1 query

Review

siftstack.com

https://www.siftstack.com/industry/aerospace

Referenced in 1 query

Review

morningstar.com

https://www.morningstar.com/news/pr-newswire/20260325la19029/c-o-r-r-e-c-t-i-o-n-sift

Referenced in 1 query

Review

Content Engineering

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.

Impact: High

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.

Impact: High

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.

Impact: Medium

Launch a targeted awareness campaign aimed at Senior Systems Reliability Architects regarding Sift’s capabilities in time-series data storage.

This persona is currently underserved in Sift's search results, despite their pivotal role in selecting observability platforms for large-scale hardware systems.

Impact: Medium

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

Book a Free Strategy Session

Data generated by Pendium.ai AI visibility scanning. Last scanned March 25, 2026.