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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 Research Assistants 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 | 0 percentderived |
| public_prompt_insightsDistinct citation URLs | 1 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 0 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 0 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 0 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 0 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 0 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 0 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 0 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 0 index_pointsderived |
Every currently published position, as of Aug 25, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #13 | AI Research Assistants Prompt Brand Leaders | 0 | 2 ranks gained | v2-parent-6aaaab55f8f6a3e3 | Explain AI Research Assistants Prompt Brand Leaders rank → |
| #13 | AI Research Assistants Engine Disagreement by Prompt | 0 | 2 ranks gained | v2-parent-6aaaab55f8f6a3e3 | Explain AI Research Assistants Engine Disagreement by Prompt rank → |
| #13 | AI Research Assistants Prompt Citation Opportunities | 0 | 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 Aug 25, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 0 | 0% | — |
| public prompt citation urls | 1 | 0% | — |
| public prompt distinct reviewed brands | 0 | 0% | — |
| public prompt engine disagreement | 0 | 0% | — |
| public prompt leading brand consensus | 0 | 100% | 0 |
23 published observations for Which criteria expose library, annotation, citation, report, workspace, source-access, export, and API lock-in in an AI research assistant?, 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 coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Aug 25, 2026 | View source
|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 0brands | measured | Aug 25, 2026 | View source
|
| v2-parent-6aaaab55f8f6a3e3 |
| Explain AI Research Assistants Prompt Citation Opportunities rank → |
| #14 | AI Research Assistants Prompt Volatility | 0 | — | v1-parent-6aaaab55f8f6a3e3 | Explain AI Research Assistants Prompt Volatility rank → |
|---|
| public prompt leading brand owned citation coverage | 0 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 0 | 0% | — |
|---|
{"promptSlug":"ai-research-lock-in","corpusVersion":"ai-research-assistants-2026-07-27","runArtifactIds":["7e3d71e1-3ed6-4219-bfdc-899e992a038a","ae5b7839-cf35-440c-9ec0-aff483f38eb4","8a47a5d1-c49d-4348-9d60-461fba5c74ec"],"parentSnapshotId":"87e6acfa-8e14-4c4e-ba2b-0942f94ccc86","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-research-lock-in","corpusVersion":"ai-research-assistants-2026-07-27","runArtifactIds":["7e3d71e1-3ed6-4219-bfdc-899e992a038a","ae5b7839-cf35-440c-9ec0-aff483f38eb4","8a47a5d1-c49d-4348-9d60-461fba5c74ec"],"parentSnapshotId":"87e6acfa-8e14-4c4e-ba2b-0942f94ccc86","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-research-lock-in","corpusVersion":"ai-research-assistants-2026-07-27","runArtifactIds":["7e3d71e1-3ed6-4219-bfdc-899e992a038a","ae5b7839-cf35-440c-9ec0-aff483f38eb4","8a47a5d1-c49d-4348-9d60-461fba5c74ec"],"parentSnapshotId":"87e6acfa-8e14-4c4e-ba2b-0942f94ccc86","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-research-lock-in","corpusVersion":"ai-research-assistants-2026-07-27","runArtifactIds":["7e3d71e1-3ed6-4219-bfdc-899e992a038a","ae5b7839-cf35-440c-9ec0-aff483f38eb4","8a47a5d1-c49d-4348-9d60-461fba5c74ec"],"parentSnapshotId":"87e6acfa-8e14-4c4e-ba2b-0942f94ccc86","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-research-lock-in","corpusVersion":"ai-research-assistants-2026-07-27","runArtifactIds":["7e3d71e1-3ed6-4219-bfdc-899e992a038a","ae5b7839-cf35-440c-9ec0-aff483f38eb4","8a47a5d1-c49d-4348-9d60-461fba5c74ec"],"parentSnapshotId":"87e6acfa-8e14-4c4e-ba2b-0942f94ccc86","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-research-lock-in","corpusVersion":"ai-research-assistants-2026-07-27","runArtifactIds":["7e3d71e1-3ed6-4219-bfdc-899e992a038a","ae5b7839-cf35-440c-9ec0-aff483f38eb4","8a47a5d1-c49d-4348-9d60-461fba5c74ec"],"parentSnapshotId":"87e6acfa-8e14-4c4e-ba2b-0942f94ccc86","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-research-lock-in","corpusVersion":"ai-research-assistants-2026-07-27","runArtifactIds":["7e3d71e1-3ed6-4219-bfdc-899e992a038a","ae5b7839-cf35-440c-9ec0-aff483f38eb4","8a47a5d1-c49d-4348-9d60-461fba5c74ec"],"parentSnapshotId":"87e6acfa-8e14-4c4e-ba2b-0942f94ccc86","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-research-lock-in","corpusVersion":"ai-research-assistants-2026-07-27","runArtifactIds":["7e3d71e1-3ed6-4219-bfdc-899e992a038a","ae5b7839-cf35-440c-9ec0-aff483f38eb4","8a47a5d1-c49d-4348-9d60-461fba5c74ec"],"parentSnapshotId":"87e6acfa-8e14-4c4e-ba2b-0942f94ccc86","providerMatrixVersion":"64232fd32583"}| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 25, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Aug 25, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 0percent | derived | Aug 25, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 0percent | derived | Aug 25, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 0presence_events | measured | Aug 25, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 1urls | measured | Aug 25, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 0percentage_points | derived | Aug 25, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Aug 25, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 0index_points | derived | Aug 25, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 0brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 8urls | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 0brands | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 0presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 0presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 8urls | measured | Jul 27, 2026 | View source
|
|---|