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Loading the latest published snapshot and its supporting evidence.
Loading the latest published snapshot and its supporting evidence.
Public commercial prompt in the Rank.ai AI Visibility · Australia 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 | 9 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 1 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 0 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 66.67 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 2 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 | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 127.78 index_pointsderived |
Every currently published position, as of Sep 5, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #5 | AI Visibility · Australia Prompt Brand Leaders | 66.67 | — | v2-parent-1d89662b35df8ca0 | Explain AI Visibility · Australia Prompt Brand Leaders rank → |
| #6 | AI Visibility · Australia Engine Disagreement by Prompt | 66.67 | 5 ranks gained | v2-parent-1d89662b35df8ca0 | Explain AI Visibility · Australia Engine Disagreement by Prompt rank → |
| #2 |
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 Sep 5, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 2 | 0% | — |
| public prompt citation urls | 9 | 0% | — |
| public prompt distinct reviewed brands | 1 | 0% | — |
| public prompt engine disagreement | 66.666667 | 0% |
29 published observations for Assume the buyer is evaluating vendors for the Australian market and answer within that explicit regional context. Compare specialist answer-engine optimization tools with SEO suites that add AI visibility tracking., 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 | Sep 5, 2026 | View source
|
| Prompt volatility indexpublic-prompt-volatility-index | 127.7778index_points | derived | Sep 5, 2026 | View source
|
| 66.67 |
| — |
| v2-parent-1d89662b35df8ca0 |
| Explain AI Visibility · Australia Prompt Citation Opportunities rank → |
| #6 | AI Visibility · Australia Prompt Volatility | 127.78 | 6 ranks gained | v1-parent-1d89662b35df8ca0 | Explain AI Visibility · Australia Prompt Volatility rank → |
|---|
| — |
| public prompt leading brand consensus | 66.666667 | 100% | 66.667 |
|---|
| public prompt leading brand owned citation coverage | 0 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 66.666667 | 0% | — |
|---|
No component moved since the prior snapshot.
{"promptSlug":"specialist-aeo-vs-seo-suite","corpusVersion":"ai-search-visibility-region-australia-2026-07-27","runArtifactIds":["9426610d-4a68-4a52-9975-3aa747a0e4ca","e969574e-de93-46c6-9041-027881b11347","75a3a625-3101-4c42-9eb3-733ccdd1adb5"],"parentSnapshotId":"1af26d58-9474-41b3-9046-4bdd91a369cd","providerMatrixVersion":"64232fd32583"}{"promptSlug":"specialist-aeo-vs-seo-suite","corpusVersion":"ai-search-visibility-region-australia-2026-07-27","runArtifactIds":["9426610d-4a68-4a52-9975-3aa747a0e4ca","e969574e-de93-46c6-9041-027881b11347","75a3a625-3101-4c42-9eb3-733ccdd1adb5"],"parentSnapshotId":"1af26d58-9474-41b3-9046-4bdd91a369cd","providerMatrixVersion":"64232fd32583"}{"promptSlug":"specialist-aeo-vs-seo-suite","corpusVersion":"ai-search-visibility-region-australia-2026-07-27","runArtifactIds":["9426610d-4a68-4a52-9975-3aa747a0e4ca","e969574e-de93-46c6-9041-027881b11347","75a3a625-3101-4c42-9eb3-733ccdd1adb5"],"parentSnapshotId":"1af26d58-9474-41b3-9046-4bdd91a369cd","providerMatrixVersion":"64232fd32583"}{"promptSlug":"specialist-aeo-vs-seo-suite","corpusVersion":"ai-search-visibility-region-australia-2026-07-27","runArtifactIds":["9426610d-4a68-4a52-9975-3aa747a0e4ca","e969574e-de93-46c6-9041-027881b11347","75a3a625-3101-4c42-9eb3-733ccdd1adb5"],"parentSnapshotId":"1af26d58-9474-41b3-9046-4bdd91a369cd","providerMatrixVersion":"64232fd32583"}{"promptSlug":"specialist-aeo-vs-seo-suite","corpusVersion":"ai-search-visibility-region-australia-2026-07-27","runArtifactIds":["9426610d-4a68-4a52-9975-3aa747a0e4ca","e969574e-de93-46c6-9041-027881b11347","75a3a625-3101-4c42-9eb3-733ccdd1adb5"],"parentSnapshotId":"1af26d58-9474-41b3-9046-4bdd91a369cd","providerMatrixVersion":"64232fd32583"}{"promptSlug":"specialist-aeo-vs-seo-suite","corpusVersion":"ai-search-visibility-region-australia-2026-07-27","runArtifactIds":["9426610d-4a68-4a52-9975-3aa747a0e4ca","e969574e-de93-46c6-9041-027881b11347","75a3a625-3101-4c42-9eb3-733ccdd1adb5"],"parentSnapshotId":"1af26d58-9474-41b3-9046-4bdd91a369cd","providerMatrixVersion":"64232fd32583"}{"promptSlug":"specialist-aeo-vs-seo-suite","corpusVersion":"ai-search-visibility-region-australia-2026-07-27","runArtifactIds":["9426610d-4a68-4a52-9975-3aa747a0e4ca","e969574e-de93-46c6-9041-027881b11347","75a3a625-3101-4c42-9eb3-733ccdd1adb5"],"parentSnapshotId":"1af26d58-9474-41b3-9046-4bdd91a369cd","providerMatrixVersion":"64232fd32583"}{"promptSlug":"specialist-aeo-vs-seo-suite","currentSnapshotId":"a210bfe4-cd11-4934-b16d-3c776fa7cf5b","previousSnapshotId":"e8da7528-4a90-4dbc-9934-a98fba5fdc91"}| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 1brands | measured | Sep 5, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 2presence_events | measured | Sep 5, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 22.2222percentage_points | derived | Sep 5, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Sep 5, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 9urls | measured | Sep 5, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Sep 5, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Sep 5, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Sep 5, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Sep 5, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 44.4444percent | derived | Jul 28, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 18urls | measured | Jul 28, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 0percentage_points | derived | Jul 28, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 0index_points | derived | Jul 28, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Jul 28, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Jul 28, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 6presence_events | measured | Jul 28, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Jul 28, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 28, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Jul 28, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Jul 28, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 18urls | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 6presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Jul 27, 2026 | View source
|
|---|
| 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
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | 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
|
|---|