Report card

Do AI agents pick Grafana OnCall?

How often agents choose Grafana OnCall when a developer needs incident management — measured across Claude, GPT, Gemini.

Grafana OnCall

2%Pick Rate
95% CI 1%–5%

When developers ask an AI agent for incident mgmt, Grafana OnCall is picked 2% of the time — ranking #5 of 6 measured across Claude, GPT, Gemini.

Picked 2% Named, not picked 38% Never surfaced 60%

Beaten by PagerDuty (36%), incident.io (10%), Opsgenie (3%), Rootly (3%).

Awareness

0 docs in FineWeb (10BT sample) · 1 URLs in Common Crawl

In the raw web crawl, but thin in the filtered corpus models actually train on — an awareness gap at the source.

Agent readiness

Level 1 · Basic Web Presence · 3/16 agent standards

Grafana OnCall is missing Link headers, DNS-AID records, Markdown for agents, Content Signals. Readiness is what a site publishes for agents, not whether agents pick it — across our corpus the two barely correlate. Scored by Cloudflare's Agent Readiness score.

The per-model and per-surface breakdown for Grafana OnCall — where it wins, where it loses, and to whom — plus an alert when the Pick Rate moves.

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Links and summary verified from public sources.