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

3%Pick Rate
95% CI 1%–8%

When developers ask an AI agent for incident mgmt, Grafana OnCall is picked 3% of the time — ranking #3 of 6 measured across Claude, GPT, Gemini.

Picked 3% Named, not picked 29% Never surfaced 68%

Beaten by incident.io (10%), PagerDuty (5%).

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.

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.