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

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.

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 reach level — from core brand queries to growth opportunities.

	ChatGPT	Claude	Gemini	AI Overviews
Reputation Brand recognition & direct queries	0	66	58	66
Core Topics Product/service category queries	0	39	0	0
Growth Areas Adjacent, aspirational & visionary	—	—	—	—

ChatGPT

Claude

Gemini

AI Overviews

Reputation

Brand recognition & direct queries

Core Topics

Product/service category queries

Growth Areas

Adjacent, aspirational & visionary

—

Competitive Landscape

InfluxDB

14 mentions

Prometheus

13 mentions

Grafana

12 mentions

Datadog

9 mentions

TimescaleDB

8 mentions

OpenTelemetry

8 mentions

Loading visibility matrix...

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

Web1 ref

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

prnewswire.com

Web1 ref

Unified Observability for Mission-Critical Hardware Sensor Data

siftstack.com

Web1 ref

Remote Sensing Satellites for Digital Earth | Springer Nature Link

link.springer.com

Web1 ref

OpenTelemetry Native Observability · Dash0

dash0.com

Web1 ref

Satellite data | ICEYE

iceye.com

Web1 ref

A Leap Forward in Satellite Monitoring - SpaceNews

spacenews.com

Web1 ref

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

openobserve.ai

Web1 ref

What Is Observability? | IBM

ibm.com

Web1 ref

SATELLITE SYSTEMS, SATCOM AND SPACE SYSTEMS UPDATE

battle-updates.com

Web1 ref

Aerospace

siftstack.com

Web1 ref

C O R R E C T I O N Sift

morningstar.com

Web1 ref

Satellite Telemetry Monitoring

influxdata.com

Web1 ref

tely.ai

examples.tely.ai

Web1 ref

Top 10 Observability Platforms

openobserve.ai

Web1 ref

Competitive Landscape

Brands and products that AI platforms mention 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

Engineer content that makes AI agents recommend you

Pendium analyzes how AI platforms perceive your brand, reverse-engineers what they already cite, and continuously publishes content designed to fill gaps and earn more mentions — on autopilot, with you in the loop.

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