Thunderdome B2B SaaS AI Visibility Index

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September 2026 snapshot · 72 AI answers Locked up

Incident Management & On-Call: AI Visibility Ranking

Platforms for alerting, on-call rotations, incident response, and postmortems. Right now, PagerDuty is the brand AI assistants recommend most, with a Visibility Score of 83 and the #1 spot in 65% of answers. Head-to-head: PagerDuty vs Opsgenie →

These rankings are measured from what the three models know from training, not a live web search. When the models DO search the web, see which sources they cite. Methodology.

Opsgenie is everywhere but never the answer.

PagerDuty is the clear anchor, appearing in 92% of answers and winning first pick 65% of the time, no other brand comes close to that combination. Opsgenie sits in an odd spot: mentioned in 81% of answers but chosen first only 1% of the time, meaning the models treat it as a credible option they never actually recommend. Incident.io is the only brand that converts meaningful mention share into first-pick share, suggesting it has a real positioning wedge rather than just category familiarity.

AI-generated analysis of the September 2026 measurements.

# Brand Visibility Score Trend (3 mo) Mention rate Avg. position #1 pick rate Models
1 PagerDuty
83
±3.1
Jul 2026: 82.9 · Aug 2026: 81.2 · Sep 2026: 82.8 flat 92% 2.0 65% ChatGPT #1 Claude #1 Gemini #1
2 Opsgenie
65
±6.4
Jul 2026: 57.5 · Aug 2026: 62.1 · Sep 2026: 64.6 flat 81% 3.0 1% ChatGPT #2 Claude #2 Gemini #3
3 Incident.io
54
±5.3
Jul 2026: 58.5 · Aug 2026: 53.5 · Sep 2026: 54.2 flat 72% 3.5 17% ChatGPT #3 Claude #4 Gemini #2
4 FireHydrant
38
±3.7
Jul 2026: 36.4 · Aug 2026: 32.5 · Sep 2026: 38.1 ▲ 6 57% 4.3 0% ChatGPT #4 Claude #5 Gemini #6
5 Grafana OnCall
31
±5.1
Jul 2026: 30 · Aug 2026: 31.5 · Sep 2026: 30.7 flat 44% 4.1 3% ChatGPT #8 Claude #3 Gemini #5
6 Rootly
29
±4.9
Jul 2026: 32.8 · Aug 2026: 29.9 · Sep 2026: 29.4 flat 50% 5.1 3% ChatGPT #5 Claude #6 Gemini #7
7 Better Stack
20
±4.7
Jul 2026: 22.5 · Aug 2026: 23.3 · Sep 2026: 19.9 flat 28% 3.9 10% ChatGPT #10 Claude #8 Gemini #4
8 ServiceNow
12
±3.1
Jul 2026: 12.5 · Aug 2026: 13.9 · Sep 2026: 12.4 flat 18% 4.2 0% ChatGPT #9 Claude #10 Gemini #8
9 Splunk On-Call
11
±4.5
Jul 2026: 4.9 · Aug 2026: 2.2 · Sep 2026: 11.4 ▲ 9 15% 3.5 0% ChatGPT #6 Claude #11 Gemini
10 xMatters
11
±4
Jul 2026: 5.4 · Aug 2026: 7.1 · Sep 2026: 10.7 flat 17% 4.6 0% ChatGPT #7 Claude #13 Gemini
11 Squadcast
9
±3.7
Jul 2026: 7.1 · Aug 2026: 9.9 · Sep 2026: 8.8 flat 15% 5.3 0% ChatGPT #11 Claude #12 Gemini #10
12 VictorOps
8
±2.2
Jul 2026: 8.6 · Aug 2026: 7.1 · Sep 2026: 8.1 flat 11% 3.8 0% ChatGPT Claude #7 Gemini
13 Datadog
7
±3.4
Jul 2026: 3.8 · Aug 2026: 7.6 · Sep 2026: 6.5 flat 14% 6.3 0% ChatGPT #13 Claude #14 Gemini #9
14 Grafana
6
±4.5
Jul 2026: 8.2 · Aug 2026: 3.8 · Sep 2026: 6.3 flat 13% 6.0 1% ChatGPT #14 Claude #9 Gemini #11
15 Jira Service Management
4
±3.5
Jul 2026: 0.8 · Aug 2026: 2.8 · Sep 2026: 4.2 flat 8% 6.0 0% ChatGPT #12 Claude #15 Gemini

The ± under each score is the reliability band: how much the number would move if we re-ran the identical measurement. It is tight because each prompt is sampled multiple times. It is not the same as how much the ranking depends on which prompts we ask — a separate, wider figure shown on hover.

Just below the cutoff: Better Uptime (4.2), Spike.sh (3.8), Alertmanager (3.2), Splunk (2.9), GoAlert (2.6). 56 brands were scored in this category; the leaderboard shows the top 15.

Visibility Score: position-weighted presence across all measured answers, 0 to 100. A score of 100 means the brand was the first recommendation in every answer. Every point in a trend line is a live monthly measurement; there is no modeled or backfilled history. Full methodology.

Openness 17/100: the share of this category's recommendation weight not held by the leader.

Compare brands in Incident Management & On-Call head-to-head →  ·  Explore the prompt tree →

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Do the models agree?

Per-model Visibility Scores for the top 10. A long gray bar means the three assistants disagree about the brand. Hover a row for exact values.

ChatGPT Claude Gemini
0 25 50 75 100 Visibility Score · 0 = never mentioned, 100 = always the first recommendation PagerDuty Opsgenie Incident.io FireHydrant Grafana OnCall Rootly Better Stack ServiceNow Splunk On-Call xMatters

Where they land in the answer

When a brand is mentioned, where does it appear? Box shows the middle 50% of positions, the thick line is the median, whiskers are the extremes. Hover a row for the detail.

1 2 3 4 5 6 7 8 9 10 11 12 Position in the answer · 1 = the first product recommended PagerDuty Opsgenie Incident.io FireHydrant Grafana OnCall Rootly Better Stack ServiceNow Splunk On-Call xMatters

What each model recommends first

ChatGPT

gpt-5.4

1 PagerDuty
79
2 Opsgenie
70
3 Incident.io
58
4 FireHydrant
55
5 Rootly
38

Claude

claude-sonnet-4-6

1 PagerDuty
88
2 Opsgenie
69
3 Grafana OnCall
40
4 Incident.io
39
5 FireHydrant
33

Gemini

gemini-3-flash-preview

1 PagerDuty
81
2 Incident.io
65
3 Opsgenie
55
4 Better Stack
33
5 Grafana OnCall
32

The questions we asked

Each model answered every prompt 3 times in September 2026. Prompts are brand-neutral so no vendor gets seeded into the question.

  1. Best overall
    What's the best incident management platform for an engineering team? See who wins it →
  2. Use-case fit
    We need on-call rotations and alert escalation for a team of 20 engineers. What should we use? See who wins it →
  3. Top tools in 2026
    What are the top incident management and on-call tools in 2026? See who wins it →
  4. Startup & small team
    Which on-call and alerting tool is best for a startup? See who wins it →
  5. Enterprise pick
    Which incident management platform should a large enterprise standardize on, considering security, compliance, and scale? See who wins it →
  6. Feature-led ask
    I want incident response in chat with status pages and postmortem tracking. What do you recommend? See who wins it →
  7. If you could pick one
    If you could only pick one incident management tool, which one and why? See who wins it →
  8. Budget & alternatives
    What's a good affordable alternative to the big incident management platforms? See who wins it →