| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Observability platforms | IT operations and endpoint | 0% | 19 of 80 | 0% | 6 | under 10 labels · led by Grafana at 27% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Application performance monitoring | IT operations and endpoint | 0% | 20 of 66 | 0% | 5 | under 10 labels · led by New Relic at 46% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Telemetry pipelines | IT operations and endpoint | 0% | 25 of 124 | 0% | 5 | under 10 labels · led by OpenTelemetry Collector at 37% | |
| Data quality and observability | Data platform | 0% | 60 of 110 | 0% | 1 | under 10 labels · led by Metaplane at 31% | |
| Error and crash monitoring | Developer platform | 0% | 22 of 42 | 0% | 1 | under 10 labels · led by Sentry at 76% | newNew since September 2026: not ranked then, 0% now. |
| Log management | IT operations and endpoint | 0% | 55 of 73 | 0% | 1 | under 10 labels · led by Datadog Log Management at 28% | newNew since September 2026: not ranked then, 0% now. |
| Network monitoring and management | Network and edge | 0% | 49 of 78 | 0% | 1 | under 10 labels · led by Auvik at 26% | |
| Website and synthetic monitoring | IT operations and endpoint | 0% | 42 of 67 | 0% | 1 | under 10 labels · led by UptimeRobot at 24% |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Observability | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 12 → 19 of 80 |
| APM | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 31 → 20 of 66 |
| Telemetry pipelines | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 25 of 124, unchanged |
| Data observability | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 60 of 110, unchanged |
| Error monitoring | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 22 of 42, unchanged |
| Logs | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 55 of 73, unchanged |
| Network monitoring | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 49 of 78, unchanged |
| Uptime monitoring | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 42 of 67, 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 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 4 | 0 | 0 | 4 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 0 | 2 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 3 | 1 | 0 | 4 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 3 | 0 | 0 | 3 |
Verbatim evidence the judge attached to positive labels.
“Alternatives like SigNoz, Uptrace, or OpenObserve are also excellent single-binary OTel-native options” Grok 4.20 · Telemetry pipelines · budget prompt · alternative
“If you're already using OpenTelemetry, Uptrace provides a cost-efficient path without vendor lock-in.” Muse Glimmer 30B · Observability · budget prompt · alternative
“Using vendors like Lightstep, SigNoz, or Uptrace who are built natively on OpenTelemetry standards” Qwen 3.7 Flash · Observability · negative prompt · alternative
“For the best managed price-to-value ratio, SigNoz or Uptrace are excellent low-cost alternatives” DeepSeek V4 Flash · Observability · budget prompt · alternative
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 58 of the 59 answers that named Uptrace and are not a share of its labels.
175 of the 226 domain citations in answers naming Uptrace 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 |
|---|---|---|---|---|---|
| Report or ebook | 133 | 0 | 2026-06-26 | ||
| Blog | 67 | 0 | 2026-05-06 | APM, Logs | |
| Comparison | 40 | 0 | 2026-03-30 | ||
| Template or tool | 19 | 0 | 2026-05-13 | APM | |
| Glossary or explainer | 17 | 0 | 2026-03-30 | Infra monitoring |
Every page uptrace.dev 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. 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 Uptrace's own pages state, read September 28, 2026: uptrace.dev, uptrace.dev/pricing, uptrace.dev/product/mcp. 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 Uptrace'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 Uptrace, 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 Uptrace by email, built from the raw record of the edition. It shows: