| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Observability platforms | IT operations and endpoint | 5% | 5 of 80 | 0% | 16 | accepted challenger | ▲+3Since September 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Application performance monitoring | IT operations and endpoint | 4% | 7 of 66 | 0% | 4 | under 10 labels · led by New Relic at 46% | ▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Log management | IT operations and endpoint | 2% | 8 of 73 | 0% | 16 | accepted challenger | ▼−6Since September 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| AIOps platforms | IT operations and endpoint | 2% | 13 of 93 | 0% | 8 | under 10 labels · led by New Relic at 17% | |
| Data quality and observability | Data platform | 2% | 18 of 110 | 0% | 3 | under 10 labels · led by Metaplane at 31% | |
| Telemetry pipelines | IT operations and endpoint | 0% | 26 of 124 | 0% | 5 | under 10 labels · led by OpenTelemetry Collector at 37% | |
| Infrastructure monitoring | IT operations and endpoint | 0% | 33 of 79 | 0% | 1 | under 10 labels · led by Datadog at 28% | newNew since September 2026: not ranked then, 0% now. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Logs | 8% | 2% | ▼−6Since September 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 5 → 8 of 73 |
| Observability | 2% | 5% | ▲+3Since September 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 7 → 5 of 80 |
| APM | 2% | 4% | ▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 8 → 7 of 66 |
| Data observability | 0% | 2% | newNew since September 2026: not ranked then, 2% now. | New this edition | Rank 18 of 110, unchanged |
| AIOps | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 13 of 93, unchanged |
| Telemetry pipelines | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 26 of 124, unchanged |
| Infra monitoring | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 33 of 79, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 3 | 2 | 0 | 6 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 9 | 1 | 0 | 10 |
| Perplexity Sonar | 0 | 2 | 2 | 0 | 4 |
| Grok 4.20 | 0 | 4 | 3 | 0 | 7 |
| Mistral Small | 3 | 3 | 0 | 0 | 6 |
| DeepSeek V4 Flash | 0 | 1 | 2 | 0 | 3 |
| Llama 4 Maverick | 2 | 1 | 1 | 0 | 4 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 1 | 2 | 1 | 0 | 4 |
| GLM 4.7 FlashX | 0 | 2 | 1 | 0 | 3 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 1 | 3 | 1 | 0 | 5 |
Verbatim evidence the judge attached to positive labels.
“OpenObserve: best overall observability platform, with unified telemetry, no per-host fees, and SQL and PromQL querying” Llama 4 Maverick · Observability · scale prompt · first choice
“If you can self-host and want zero license cost, Aurora Open Source or OpenObserve are the strongest fits.” Muse Glimmer 30B · AIOps · budget prompt · first choice
“OpenObserve: Highly recommended for tight budgets, offering robust APM features at low cost.” Mistral Small · APM · budget prompt · first choice
“start with open-source platforms like Grafana, OpenObserve, or Zabbix for maximum cost savings” Mistral Small · Observability · budget prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 157 of the 157 answers that named OpenObserve and are not a share of its labels.
381 of the 528 domain citations in answers naming OpenObserve came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 269 | 46 | 2026-09-21 | Logs, APM | |
| Comparison | 66 | 10 | 2026-09-23 | Logs, APM | |
| Webinar or virtual event | 45 | 5 | 2026-11-27 | Infra monitoring | |
| Glossary or explainer | 27 | 22 | 2026-08-11 | APM, Logs | |
| Template or tool | 13 | 13 | 2026-07-07 | ||
| Case study | 10 | 2 | 2026-08-31 | ||
| Conference or event | 10 | 4 | 2026-12-02 | ||
| Report or ebook | 1 | 1 | 2026-08-03 |
As the event pages on openobserve.ai state them, read September 28, 2026.
Every page openobserve.ai exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What OpenObserve's own pages state, read September 28, 2026: openobserve.ai, openobserve.ai/pricing, openobserve.ai/docs/integration/security, openobserve.ai/platform, openobserve.ai/customer-stories. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when OpenObserve's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as OpenObserve, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for OpenObserve by email, built from the raw record of the edition. It shows: