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Loading the latest published snapshot and its supporting evidence.
Loading the latest published snapshot and its supporting evidence.
Public recommendation prompt in the Rank.ai LLM Observability benchmark.
A current roll-up of published ranks, normalized facts, primary evidence, and entity relationships. No missing value is inferred.
| Metric | Value |
|---|---|
| public_prompt_insightsCross-engine brand disagreement | 73.33 percentderived |
| public_prompt_insightsDistinct citation URLs | 16 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 10 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 0 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 18 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 10.9 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 122.12 index_pointsderived |
Every currently published position, as of Aug 5, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #5 | LLM Observability Prompt Brand Leaders | 66.67 | 2 ranks lost | v2-parent-07454729deac42d5 | Explain LLM Observability Prompt Brand Leaders rank → |
| #6 | LLM Observability Engine Disagreement by Prompt | 73.33 | — | v2-parent-07454729deac42d5 | Explain LLM Observability Engine Disagreement by Prompt rank → |
| #7 | LLM Observability Prompt Citation Opportunities | 0 | 4 |
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
100% confidence · 100% component coverage · as of Aug 5, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 18 | 0% | — |
| public prompt citation urls | 16 | 0% | — |
| public prompt distinct reviewed brands | 10 | 0% | — |
| public prompt engine disagreement | 73.333333 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% | 66.667 |
23 published observations for What are the best observability platforms for a production application powered by large language models?, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 5, 2026 | View source
|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 73.3333percent | derived | Aug 5, 2026 | View source
|
| v2-parent-07454729deac42d5 |
| Explain LLM Observability Prompt Citation Opportunities rank → |
| #6 | LLM Observability Prompt Volatility | 122.12 | — | v1-parent-07454729deac42d5 | Explain LLM Observability Prompt Volatility rank → |
|---|
| public prompt leading brand owned citation coverage |
|---|
| 66.666667 |
| 0% |
| — |
| public prompt leading brand owned citation gap | 0 | 0% | — |
|---|
{"promptSlug":"best-production-llm-observability-platform","corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","d0a41f41-65bc-4dc5-be55-4fa6297be23f"],"parentSnapshotId":"bba89e28-a906-49b9-a613-8c27f12d9cdf","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-production-llm-observability-platform","corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","d0a41f41-65bc-4dc5-be55-4fa6297be23f"],"parentSnapshotId":"bba89e28-a906-49b9-a613-8c27f12d9cdf","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-production-llm-observability-platform","corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","d0a41f41-65bc-4dc5-be55-4fa6297be23f"],"parentSnapshotId":"bba89e28-a906-49b9-a613-8c27f12d9cdf","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-production-llm-observability-platform","corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","d0a41f41-65bc-4dc5-be55-4fa6297be23f"],"parentSnapshotId":"bba89e28-a906-49b9-a613-8c27f12d9cdf","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-production-llm-observability-platform","corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","d0a41f41-65bc-4dc5-be55-4fa6297be23f"],"parentSnapshotId":"bba89e28-a906-49b9-a613-8c27f12d9cdf","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-production-llm-observability-platform","corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","d0a41f41-65bc-4dc5-be55-4fa6297be23f"],"parentSnapshotId":"bba89e28-a906-49b9-a613-8c27f12d9cdf","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-production-llm-observability-platform","corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","d0a41f41-65bc-4dc5-be55-4fa6297be23f"],"parentSnapshotId":"bba89e28-a906-49b9-a613-8c27f12d9cdf","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-production-llm-observability-platform","corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","d0a41f41-65bc-4dc5-be55-4fa6297be23f"],"parentSnapshotId":"bba89e28-a906-49b9-a613-8c27f12d9cdf","providerMatrixVersion":"64232fd32583"}| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 5, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Aug 5, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 10brands | measured | Aug 5, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 122.1164index_points | derived | Aug 5, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 18presence_events | measured | Aug 5, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | derived | Aug 5, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 10.8995percentage_points | derived | Aug 5, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 16urls | measured | Aug 5, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 5, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 15presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 62.4339percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 9brands | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 62.4339percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 15presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 20urls | measured | Jul 27, 2026 | View source
|
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| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
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| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 9brands | measured | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 20urls | measured | Jul 27, 2026 | View source
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|---|