# Incident management and on-call for small business buyers: what AI models recommend, October 2026

Gane Index, October 2026 Edition. Asked as "incident management platform" and as "on-call scheduling and alerting tool", six framings each, to fourteen models with search on, on behalf of a small B2B company. Page: https://www.gane.ai/index/it/operations/incident-management-and-on-call/2026-10/smb

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/it/operations/incident-management-and-on-call/smb/index.md

**Standing:** incident.io leads with 35% of first choices; verdict contested. 55 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [incident.io](https://www.gane.ai/index/it/vendors/incident-io/index.md) | 35% | 5% | 61 |
| 2 | [Better Stack](https://www.gane.ai/index/it/vendors/better-stack/index.md) | 16% | 0% | 34 |
| 3 | [PagerDuty](https://www.gane.ai/index/it/vendors/pagerduty/index.md) | 11% | 51% | 68 |
| 4 | [Squadcast](https://www.gane.ai/index/it/vendors/squadcast/index.md) | 7% | 7% | 29 |
| 5 | [Rootly](https://www.gane.ai/index/it/vendors/rootly/index.md) | 7% | 12% | 32 |
| 6 | [Opsgenie](https://www.gane.ai/index/it/vendors/opsgenie/index.md) | 7% | 63% | 46 |
| 9 | [Spike.sh](https://www.gane.ai/index/it/vendors/spike-sh/index.md) | 2% | 0% | 10 |
| 10 | [Freshservice](https://www.gane.ai/index/it/vendors/freshservice/index.md) | 2% | 14% | 14 |
| 11 | [FireHydrant](https://www.gane.ai/index/it/vendors/firehydrant/index.md) | 2% | 15% | 13 |
| 14 | [Grafana IRM](https://www.gane.ai/index/it/vendors/grafana-irm/index.md) | 0% | 15% | 13 |
| 16 | [Jira Service Management](https://www.gane.ai/index/it/vendors/jira-service-management/index.md) | 0% | 32% | 28 |
| 52 | [Splunk On-Call](https://www.gane.ai/index/it/vendors/splunk-on-call/index.md) | 0% | 45% | 11 |

Rank is by share of first choices among all 63 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: no first choice; alternatives Better Stack, Freshservice, PagerDuty, Squadcast
- GPT-5.4 mini: PagerDuty; alternatives FireHydrant, Jira Service Management, Rootly
- Gemini 3.5 Flash: Better Stack, incident.io; alternatives Grafana IRM, Rootly
- Perplexity Sonar: incident.io; alternatives Freshservice, Spiceworks, Zoho Desk
- Grok 4.20: incident.io; alternatives Freshservice, Hyperping, Jira Service Management, PagerDuty
- Mistral Small: Freshservice, Rootly
- DeepSeek V4 Flash: incident.io; alternatives AlertOps, Better Stack, Zenduty
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Better Stack, Rootly; alternatives Hyperping, incident.io
- Kimi K2: incident.io; alternatives Better Stack, Spike.sh, Zenduty
- GLM 4.7 FlashX: Squadcast, incident.io; alternatives Jira Service Management, Rootly
- MiniMax M2.5: Rootly, incident.io
- GPT-6 Luna: Better Stack; alternatives PagerDuty, incident.io
- Muse Glimmer 30B: incident.io; alternatives Better Stack, FireHydrant, Squadcast

## Sources the answers cite

77 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- rootly.com: 50 answers, 73 citations
- incident.io: 47 answers, 133 citations
- complyjet.com: 29 answers, 29 citations
- monday.com: 29 answers, 29 citations
- motadata.com: 28 answers, 29 citations
- g2.com: 26 answers, 50 citations
- hyperping.com: 26 answers, 29 citations
- expertinsights.com: 26 answers, 26 citations

Pages named in the most answers:

- https://complyjet.com/blog/best-incident-management-software (29 answers)
- https://monday.com/blog/service/incident-management-software (29 answers)
- https://motadata.com/blog/incident-management-tools (27 answers)
- https://expertinsights.com/it-management/the-top-incident-management-software (26 answers)
- https://incident.io/blog/incident-management-tools-for-startups (22 answers)
- https://rootly.com/sre/choose-the-right-incident-platform-12-solutions-compared (21 answers)
- https://liveagent.com/blog/best-incident-management-software (18 answers)
- https://rootly.com/blog/15-best-incident-response-software-platforms-for-modern-engineering-teams-2026 (18 answers)
- https://cybernews.com/it-management/best-incident-management-software (16 answers)
- https://guideflow.com/blog/incident-management-software (14 answers)

## Warned against

- ServiceNow ITSM: 14 of 14 labels negative. "Why Small Businesses Should Avoid It: ServiceNow is the industry standard for large corporations, but it represents a massive bottleneck for a small team." (Gemini 3.5 Flash, negative prompt)
- PagerDuty: 35 of 68 labels negative. "Avoid These Traps as a Small Company... it is often overly complex and carries high platform fees and contract lock-ins" (Gemini 3.5 Flash, direct prompt)
- Opsgenie: 29 of 46 labels negative. "Why Small Businesses Should Avoid It: Building an incident management process on a platform that will be shut down is a waste of time and resources." (Gemini 3.5 Flash, negative prompt)
- Jira Service Management: 9 of 28 labels negative. "Full-featured ITSM suites like ServiceNow and Jira Service Management are often overkill for small businesses" (MiniMax M2.5, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: incident.io at 34%.

- Rootly: 0% to 9%, +9. Inside the floor by 2 points · rank 13 → 4 of 59.
- Opsgenie: 0% to 9%, +9. Inside the floor by 2 points · rank 60 → 5 of 59.
- PagerDuty: 6% to 13%, +7. Inside the floor by 4 points · rank 5 → 3 of 59.
- Squadcast: 13% to 6%, −7. Inside the floor by 4 points · rank 3 → 6 of 59.
- Hyperping: 9% to 2%, −7. Inside the floor by 4 points · rank 4 → 10 of 59.
- Better Stack: 21% to 15%, −6. Inside the floor by 5 points · rank 2 of 59, unchanged.
- incident.io: 30% to 34%, +4. Inside the floor by 7 points · rank 1 of 59, unchanged.
- Spike.sh: 4% to 2%, −2. Inside the floor by 9 points · rank 6 → 7 of 59.
- Freshservice: 0% to 2%, +2. Inside the floor by 9 points · rank 15 → 8 of 59.
- FireHydrant: 0% to 2%, +2. Inside the floor by 9 points · rank 14 → 11 of 59.
- TaskCall: 4% to 2%, −2. Inside the floor by 9 points · rank 7 → 13 of 59.
- Grafana IRM: 2% to 0%, −2. Inside the floor by 9 points · rank 9 → 14 of 59.

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, October 2026 Edition, www.gane.ai/index/it.