Observability, APM & Infrastructure Monitoring

Platforms that collect metrics, traces, and logs to monitor application performance, infrastructure health, and end-user experience across cloud-native, AI, and microservices environments. Buyers are platform engineers, SREs, and DevOps leaders accountable for uptime, MTTR, and cloud cost.

The ChatGPT Ad Library has captured 27 sponsored ads from 18 advertisers in Observability, APM & Infrastructure Monitoring inside ChatGPT, led by New Relic, ScaleOps, Databox, Inc.

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In the ChatGPT Ad Library, New Relic, ScaleOps and Databox, Inc lead advertising in Observability, APM & Infrastructure Monitoring. Here's what they're saying inside ChatGPT.

What they're running

27 ads

ZoomInfo Technologies Inc ChatGPT ad — #1 B2B Data. Use it anywhere.
ZoomInfo Technologies Inc

#1 B2B Data. Use it anywhere.

Use the best B2B data how you want, where you want. Pay for what you use.

Triggering prompt

bigpanda vs moogsoft vs servicenow itsm pricing comparison for enterprise incident management

Komodor Inc ChatGPT ad — Cloud-Native FinOps Built For Kubernetes
Komodor Inc

Cloud-Native FinOps Built For Kubernetes

Map spend to teams, services and optimization opportunities your engineers can act on.

Triggering prompt

kubecost alternatives in 2026 - we need kubernetes cost monitoring that also covers observability and telemetry spend, not just compute

New Relic ChatGPT ad — AI Observability Tool
New Relic

AI Observability Tool

Full-stack observability & AI performance data.

Triggering prompt

span.app vs honeycomb which is better for tracing microservices

Drata Inc. ChatGPT ad — Automate Compliance
Drata Inc.

Automate Compliance

Get compliant with Drata, with 30+ frameworks

Triggering prompt

how to negotiate a better observability contract with our current monitoring vendor

Komodor Inc ChatGPT ad — Debug Kubernetes Incidents With Change RCA
Komodor Inc

Debug Kubernetes Incidents With Change RCA

Correlate pods, deploys, alerts and events to isolate Kubernetes root cause faster.

Triggering prompt

how to migrate from datadog apm to opentelemetry collectors with tempo and keep our existing dashboards and alerts working

Crowdstrike ChatGPT ad — Track AI Activity
Crowdstrike

Track AI Activity

Monitor prompts, models, users, and agents.

Triggering prompt

how do i monitor a langchain agent in production and catch prompt drift before users notice quality drops

Databox, Inc ChatGPT ad — #1 Analytics for a reason. AI-powered.
Databox, Inc

#1 Analytics for a reason. AI-powered.

Get answers from data instantly. AI Analyst grounded in your real data.

Triggering prompt

chronosphere vs datadog cost comparison for high cardinality metrics

IDERA Software ChatGPT ad — Compare SQL Monitoring Alternatives
IDERA Software

Compare SQL Monitoring Alternatives

See why DBAs choose SQL Diagnostic Manager for deeper SQL Server diagnostics & transparent pricing.

Triggering prompt

is there a cheaper alternative to dynatrace for apm

Span.app ChatGPT ad — Span: Prompt-2-prod observability and optimization
Span.app

Span: Prompt-2-prod observability and optimization

Turn agent feedback into a prioritized roadmap for codebase, rules, and harness fixes

Triggering prompt

grafana vs datadog for cloud native observability stack

Strike48 ChatGPT ad — Splunk Pricing Out of Hand?
Strike48

Splunk Pricing Out of Hand?

Reduce your hot storage costs and see logs wherever they live.

Triggering prompt

how do i reduce splunk costs with finops practices

ScaleOps ChatGPT ad — Kubernetes on Autopilot
ScaleOps

Kubernetes on Autopilot

Optimize every workload without manual intervention.

Triggering prompt

is scaleops actually worth it for kubernetes autoscaling

Veeam Software ChatGPT ad — Your Trusted Data Resilience Partner
Veeam Software

Your Trusted Data Resilience Partner

We've got your back across cloud, virtual, physical, SaaS and Kubernetes environments.

Triggering prompt

grafana cloud vs dynatrace for production k8s

Skan, Inc. ChatGPT ad — Beyond What Your Logs Show
Skan, Inc.

Beyond What Your Logs Show

Capture the messy reality of work that static logs miss.

Triggering prompt

how to cut log ingestion costs in sumo logic or datadog

ScaleOps ChatGPT ad — Stop Overpaying for Kubernetes
ScaleOps

Stop Overpaying for Kubernetes

Continuously optimize workloads and reduce cloud spend.

Triggering prompt

does komodor really help with kubernetes cost optimization or is it just hype

Oracle ChatGPT ad — Kubernetes Made Simple
Oracle

Kubernetes Made Simple

Oracle OKE runs your clusters for you

Triggering prompt

best kubernetes observability tools for small dev teams

Databox, Inc ChatGPT ad — Client performance analysis in seconds.
Databox, Inc

Client performance analysis in seconds.

Less reporting. More strategy. 24/7 AI Analyst grounded in real data

Triggering prompt

scaleops pricing - is it actually worth it for our production cluster

PostHog ChatGPT ad — Observability in 5 mins
PostHog

Observability in 5 mins

Trace cost, latency, & errors. 100k free/mo

Triggering prompt

cheapest observability platform that still has decent logs metrics and traces

Browserbase ChatGPT ad — Browserbase: fully managed browser infra
Browserbase

Browserbase: fully managed browser infra

Headless browsers that search, fetch and act on protected sites, with replay to debug, one API key.

Triggering prompt

catchpoint vs thousandeyes vs datadog synthetics which is better for global uptime monitoring from 30+ countries

Span.app ChatGPT ad — Span: Prompt-2-prod observability and optimization
Span.app

Span: Prompt-2-prod observability and optimization

Measure how AI-assisted work is performing across teams. Turn trace into focused improvement.

Triggering prompt

best kubernetes monitoring stack in 2026 with opentelemetry and ebpf - is pixie + grafana + prometheus enough or do we still need datadog

ScaleOps ChatGPT ad — Autonomous EKS Optimization
ScaleOps

Autonomous EKS Optimization

Optimize Amazon EKS workloads automatically for lower costs and higher performance.

Triggering prompt

datadog vs dynatrace vs new relic for a 300 person engineering team running mostly kubernetes on aws, which one wins on price and tco

ScaleOps ChatGPT ad — Optimize Amazon EKS Smarter
ScaleOps

Optimize Amazon EKS Smarter

Reduce EKS costs automatically without manual tuning.

Triggering prompt

kubecost vs cloudhealth vs vantage pricing for multi-cluster EKS - which one is worth it at our scale

New Relic ChatGPT ad — AI Observability Tool
New Relic

AI Observability Tool

Full-stack observability & AI performance data.

Triggering prompt

datadog vs dynatrace vs sysdig for kubernetes monitoring on EKS - which is actually best for a platform team of 5

New Relic ChatGPT ad — AI Agent Observability Tool
New Relic

AI Agent Observability Tool

Full-stack observability & AI performance data.

Triggering prompt

how do platform teams actually cut datadog costs on GKE without losing pod and service mesh visibility

Mission Cloud ChatGPT ad — Your AWS bill is hiding something.
Mission Cloud

Your AWS bill is hiding something.

Find unused spend and reclaim wasted cloud costs.

Triggering prompt

is vantage worth it for tracking datadog and splunk spend across multiple aws accounts or should we just stick with cloudability

What triggers them

See all prompts
"bigpanda vs moogsoft vs servicenow itsm pricing comparison for enterprise incident management"
"kubecost alternatives in 2026 - we need kubernetes cost monitoring that also covers observability and telemetry spend, not just compute"
"span.app vs honeycomb which is better for tracing microservices"

Ready to plan your own?

Draft your targeting and context hints, grounded in the real ads and prompts you just saw.

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Observability, APM & Infrastructure Monitoring ads on ChatGPT — FAQ

Who advertises in Observability, APM & Infrastructure Monitoring on ChatGPT?
According to the ChatGPT Ad Library, the leading advertisers running Observability, APM & Infrastructure Monitoring ads inside ChatGPT are New Relic, ScaleOps, Databox, Inc, Span.app, and Komodor Inc. In total the ChatGPT Ad Library has tracked 18 advertisers running ads in this niche.
How many advertisers run Observability, APM & Infrastructure Monitoring ads on ChatGPT?
The ChatGPT Ad Library has captured 18 distinct advertisers and 27 ad creatives running in Observability, APM & Infrastructure Monitoring inside ChatGPT.
What prompts trigger Observability, APM & Infrastructure Monitoring ads in ChatGPT?
According to the ChatGPT Ad Library, sponsored Observability, APM & Infrastructure Monitoring ads show up on prompts like: "best kubernetes observability tools for small dev teams", "best observability platform for monitoring production llm agents in 2026 comparing datadog llm observability vs arize vs langfuse vs helicone", "best observability platforms with predictable usage-based pricing", "best open source observability stack 2026 to replace new relic — can prometheus mimir loki tempo and grafana really cover apm logs metrics and traces without gaps", and "best kubernetes monitoring stack in 2026 with opentelemetry and ebpf - is pixie + grafana + prometheus enough or do we still need datadog".

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