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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 | 66.67 percentderived |
| public_prompt_insightsDistinct citation URLs | 12 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 2 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 | 4 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 22.22 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 27.78 index_pointsderived |
Every currently published position, as of Aug 5, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #6 | LLM Observability Prompt Brand Leaders | 66.67 | 1 ranks gained | v2-parent-07454729deac42d5 | Explain LLM Observability Prompt Brand Leaders rank → |
| #7 | LLM Observability Engine Disagreement by Prompt | 66.67 | 3 ranks gained | v2-parent-07454729deac42d5 | Explain LLM Observability Engine Disagreement by Prompt rank → |
| #8 | LLM Observability Prompt Citation Opportunities | 0 |
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 | 4 | 0% | — |
| public prompt citation urls | 12 | 0% | — |
| public prompt distinct reviewed brands | 2 | 0% | — |
| public prompt engine disagreement | 66.666667 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% |
23 published observations for What is the best language-model gateway with request tracing, token cost, latency, caching, and provider reliability analytics?, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| 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 | 2brands | measured | Aug 5, 2026 | View source
|
| 2 ranks lost |
| v2-parent-07454729deac42d5 |
| Explain LLM Observability Prompt Citation Opportunities rank → |
| #9 | LLM Observability Prompt Volatility | 27.78 | — | v1-parent-07454729deac42d5 | Explain LLM Observability Prompt Volatility rank → |
|---|
| 66.667 |
| public prompt leading brand owned citation coverage | 66.666667 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 0 | 0% | — |
|---|
{"promptSlug":"llm-gateway-cost-latency-observability","corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","677156b9-1f8d-474b-be3c-326a992d2ca5"],"parentSnapshotId":"bba89e28-a906-49b9-a613-8c27f12d9cdf","providerMatrixVersion":"64232fd32583"}{"promptSlug":"llm-gateway-cost-latency-observability","corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","677156b9-1f8d-474b-be3c-326a992d2ca5"],"parentSnapshotId":"bba89e28-a906-49b9-a613-8c27f12d9cdf","providerMatrixVersion":"64232fd32583"}{"promptSlug":"llm-gateway-cost-latency-observability","corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","677156b9-1f8d-474b-be3c-326a992d2ca5"],"parentSnapshotId":"bba89e28-a906-49b9-a613-8c27f12d9cdf","providerMatrixVersion":"64232fd32583"}{"promptSlug":"llm-gateway-cost-latency-observability","corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","677156b9-1f8d-474b-be3c-326a992d2ca5"],"parentSnapshotId":"bba89e28-a906-49b9-a613-8c27f12d9cdf","providerMatrixVersion":"64232fd32583"}{"promptSlug":"llm-gateway-cost-latency-observability","corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","677156b9-1f8d-474b-be3c-326a992d2ca5"],"parentSnapshotId":"bba89e28-a906-49b9-a613-8c27f12d9cdf","providerMatrixVersion":"64232fd32583"}{"promptSlug":"llm-gateway-cost-latency-observability","corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","677156b9-1f8d-474b-be3c-326a992d2ca5"],"parentSnapshotId":"bba89e28-a906-49b9-a613-8c27f12d9cdf","providerMatrixVersion":"64232fd32583"}{"promptSlug":"llm-gateway-cost-latency-observability","corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","677156b9-1f8d-474b-be3c-326a992d2ca5"],"parentSnapshotId":"bba89e28-a906-49b9-a613-8c27f12d9cdf","providerMatrixVersion":"64232fd32583"}{"promptSlug":"llm-gateway-cost-latency-observability","corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","677156b9-1f8d-474b-be3c-326a992d2ca5"],"parentSnapshotId":"bba89e28-a906-49b9-a613-8c27f12d9cdf","providerMatrixVersion":"64232fd32583"}| Prompt volatility indexpublic-prompt-volatility-index | 27.7778index_points | derived | Aug 5, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 12urls | measured | Aug 5, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 5, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Aug 5, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 5, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | derived | Aug 5, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 5, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 4presence_events | measured | Aug 5, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 22.2222percentage_points | derived | Aug 5, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 44.4444percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 20urls | measured | Jul 27, 2026 | View source
|
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| Distinct citation URLspublic-prompt-citation-urls | 20urls | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | derived | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 6presence_events | measured | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 6presence_events | measured | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 44.4444percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Jul 27, 2026 | View source
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Jul 27, 2026 | View source
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