| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Data quality and observability | Data platform | 2% | 24 of 110 | 0% | 1 | under 10 labels · led by Metaplane at 31% | |
| Telemetry pipelines | IT operations and endpoint | 0% | 23 of 124 | 0% | 7 | under 10 labels · led by OpenTelemetry Collector at 37% | |
| Observability platforms | IT operations and endpoint | 0% | 21 of 80 | 0% | 5 | 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% | 57 of 66 | 0% | 1 | under 10 labels · led by New Relic at 46% | goneNot named this edition; 0% in September 2026. |
| Infrastructure monitoring | IT operations and endpoint | 0% | 52 of 79 | 0% | 1 | under 10 labels · led by Datadog at 28% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 0 | 2 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 1 | 0 | 1 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 2 | 0 | 3 |
Verbatim evidence the judge attached to positive labels.
“Zero budget + engineering team: Grafana + Loki + Tempo (LGTM stack) or Netdata.” GLM 4.7 FlashX · Data observability · budget prompt · first choice
“use Tempo or ClickHouse if you need traces but want to keep storage costs under control” Perplexity Sonar · Telemetry pipelines · budget prompt · alternative
“Self-host the open-source stack (Grafana + Prometheus + Loki + Tempo)” DeepSeek V4 Flash · Observability · budget prompt · alternative
“Traces storage: Tempo or a low-cost managed tracing backend” GPT-5.4 mini · Telemetry pipelines · 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 30 of the 37 answers that named Tempo and are not a share of its labels.
Ninety-six of the ninety-six domain citations in answers naming Tempo 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 | 428 | 45 | 2026-09-21 | Orchestration | |
| Webinar or virtual event | 183 | 12 | 2026-08-27 | Orchestration | |
| Glossary or explainer | 87 | 0 | 2025-05-06 | ||
| Comparison | 76 | 0 | 2025-09-23 | ||
| Case study | 47 | 0 | 2026-01-22 | ||
| Conference or event | 23 | 1 | 2026-08-04 | ||
| Report or ebook | 17 | undated | |||
| News or press | 12 | undated | |||
| Podcast or video | 2 | 0 | 2021-10-07 | ||
| Template or tool | 1 | undated |
As the event pages on temporal.io state them, read September 28, 2026.
Every page temporal.io 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 Tempo's own pages state, read October 5, 2026: temporal.io, temporal.io/pricing, trust.temporal.io, temporal.io/solutions/ai, temporal.io/resources/case-studies. 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 Tempo'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 Tempo, 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 Tempo by email, built from the raw record of the edition. It shows: