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LIVE RANKINGS & DATA
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 | As of | Evidence | Confidence |
|---|---|---|---|---|
| public_prompt_insightsCross-engine brand disagreement | 0 percentderived | Jul 27, 2026 | Rank.ai AI Research Assistants Prompt Benchmark ↗Grade A | 100% |
| public_prompt_insightsDistinct citation URLs | 8 urlsmeasured | Jul 27, 2026 | Rank.ai AI Research Assistants Prompt Benchmark ↗Grade A | 100% |
| public_prompt_insightsDistinct reviewed brands surfaced | 0 brandsmeasured | Jul 27, 2026 | Rank.ai AI Research Assistants Prompt Benchmark ↗Grade A | 100% |
| public_prompt_insightsLeading-brand engine consensus | 0 percentderived | Jul 27, 2026 | Rank.ai AI Research Assistants Prompt Benchmark ↗Grade A | 100% |
| public_prompt_insightsLeading-brand owned-citation coverage | 0 percentderived | Jul 27, 2026 | Rank.ai AI Research Assistants Prompt Benchmark ↗Grade A | 100% |
| public_prompt_insightsLeading-brand owned-citation opportunity | 0 percentage_pointsderived | Jul 27, 2026 | Rank.ai AI Research Assistants Prompt Benchmark ↗Grade A | 100% |
| public_prompt_insightsReviewed-brand presence events | 0 presence_eventsmeasured | Jul 27, 2026 | Rank.ai AI Research Assistants Prompt Benchmark ↗Grade A | 100% |
Every currently published position, joined to its snapshot, confidence, and methodology version.
| Rank | Leaderboard | Score | Movement | Confidence | As of | Method | Open explanation |
|---|---|---|---|---|---|---|---|
| #15 | AI Research Assistants Prompt Brand Leadersai-research-assistants-prompt-brand-leaders | 0 | — | 100% | Jul 27, 2026 | v1-parent-6aaaab55f8f6a3e3 | Explain → |
| #15 | AI Research Assistants Engine Disagreement by Promptai-research-assistants-prompt-engine-disagreement | 0 | — | 100% | Jul 27, 2026 | v1-parent-6aaaab55f8f6a3e3 | Explain → |
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
Some explanation inputs are unavailable Missing: comparablePriorRanking.
| Component | Value | Weight | Contribution | Evidence | Status |
|---|---|---|---|---|---|
| public prompt brand presence events | 0 | 0% | — | 1 | available |
| public prompt citation urls | 8 | 0% | — | 1 | available |
| public prompt distinct reviewed brands |
12 published observations for Which criteria expose library, annotation, citation, report, workspace, source-access, export, and API lock-in in an AI research assistant?. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Confidence | Evidence |
|---|---|---|---|---|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 0brands | measured | Jul 27, 2026 | 100% | View source
|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Jul 27, 2026 | 100% | View source
|
| #15 |
| AI Research Assistants Prompt Citation Opportunitiesai-research-assistants-prompt-citation-opportunity |
|---|
| 0 |
| — |
| 100% |
| Jul 27, 2026 |
| v2-parent-6aaaab55f8f6a3e3 |
| Explain → |
| 0 |
| 0% |
| — |
| 1 |
| available |
| public prompt engine disagreement | 0 | 0% | — | 1 | available |
|---|
| public prompt leading brand consensus | 0 | 100% | 0 | 1 | available |
|---|
| public prompt leading brand owned citation coverage | 0 | 0% | — | 1 | available |
|---|
| public prompt leading brand owned citation gap | 0 | 0% | — | 1 | available |
|---|
no_prior_published_snapshot
No comparable component drivers were published.
{"promptSlug":"ai-research-lock-in","corpusVersion":"ai-research-assistants-2026-07-27","runArtifactIds":["ada8edc8-caa4-4ff2-ba3e-c401ecd270c3","42010889-3e82-4c0e-8061-13a644240ac6","6fa382f9-8102-4982-ab2e-04162f3c94f1"],"parentSnapshotId":"90b48a78-a237-4e5b-a147-59c7e398ad1c","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-research-lock-in","corpusVersion":"ai-research-assistants-2026-07-27","runArtifactIds":["ada8edc8-caa4-4ff2-ba3e-c401ecd270c3","42010889-3e82-4c0e-8061-13a644240ac6","6fa382f9-8102-4982-ab2e-04162f3c94f1"],"parentSnapshotId":"90b48a78-a237-4e5b-a147-59c7e398ad1c","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-research-lock-in","corpusVersion":"ai-research-assistants-2026-07-27","runArtifactIds":["ada8edc8-caa4-4ff2-ba3e-c401ecd270c3","42010889-3e82-4c0e-8061-13a644240ac6","6fa382f9-8102-4982-ab2e-04162f3c94f1"],"parentSnapshotId":"90b48a78-a237-4e5b-a147-59c7e398ad1c","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-research-lock-in","corpusVersion":"ai-research-assistants-2026-07-27","runArtifactIds":["ada8edc8-caa4-4ff2-ba3e-c401ecd270c3","42010889-3e82-4c0e-8061-13a644240ac6","6fa382f9-8102-4982-ab2e-04162f3c94f1"],"parentSnapshotId":"90b48a78-a237-4e5b-a147-59c7e398ad1c","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-research-lock-in","corpusVersion":"ai-research-assistants-2026-07-27","runArtifactIds":["ada8edc8-caa4-4ff2-ba3e-c401ecd270c3","42010889-3e82-4c0e-8061-13a644240ac6","6fa382f9-8102-4982-ab2e-04162f3c94f1"],"parentSnapshotId":"90b48a78-a237-4e5b-a147-59c7e398ad1c","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-research-lock-in","corpusVersion":"ai-research-assistants-2026-07-27","runArtifactIds":["ada8edc8-caa4-4ff2-ba3e-c401ecd270c3","42010889-3e82-4c0e-8061-13a644240ac6","6fa382f9-8102-4982-ab2e-04162f3c94f1"],"parentSnapshotId":"90b48a78-a237-4e5b-a147-59c7e398ad1c","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-research-lock-in","corpusVersion":"ai-research-assistants-2026-07-27","runArtifactIds":["ada8edc8-caa4-4ff2-ba3e-c401ecd270c3","42010889-3e82-4c0e-8061-13a644240ac6","6fa382f9-8102-4982-ab2e-04162f3c94f1"],"parentSnapshotId":"90b48a78-a237-4e5b-a147-59c7e398ad1c","providerMatrixVersion":"64232fd32583"}{"promptSlug":"ai-research-lock-in","corpusVersion":"ai-research-assistants-2026-07-27","runArtifactIds":["ada8edc8-caa4-4ff2-ba3e-c401ecd270c3","42010889-3e82-4c0e-8061-13a644240ac6","6fa382f9-8102-4982-ab2e-04162f3c94f1"],"parentSnapshotId":"90b48a78-a237-4e5b-a147-59c7e398ad1c","providerMatrixVersion":"64232fd32583"}| Distinct citation URLspublic-prompt-citation-urls | 8urls | measured | Jul 27, 2026 | 100% | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 0brands | measured | Jul 27, 2026 | 100% | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 0presence_events | measured | Jul 27, 2026 | 100% | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 0percent | derived | Jul 27, 2026 | 100% | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 0percent | derived | Jul 27, 2026 | 100% | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 0percent | derived | Jul 27, 2026 | 100% | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Jul 27, 2026 | 100% | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 0percent | derived | Jul 27, 2026 | 100% | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 0presence_events | measured | Jul 27, 2026 | 100% | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 8urls | measured | Jul 27, 2026 | 100% | View source
|
|---|