Loading company intelligence…
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 Data Integration 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 | 19 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 4 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 100 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 33.33 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 66.67 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 6 presence_eventsmeasured |
Every currently published position, as of Jul 27, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Method | Explain |
|---|---|---|---|---|
| #1 | Data Integration Prompt Brand Leaders | 100 | v1-parent-b4a6a950f640995f | Explain Data Integration Prompt Brand Leaders rank → |
| #7 | Data Integration Engine Disagreement by Prompt | 66.67 | v1-parent-b4a6a950f640995f | Explain Data Integration Engine Disagreement by Prompt rank → |
| #3 | Data Integration Prompt Citation Opportunities | 66.67 | v2-parent-b4a6a950f640995f | Explain Data Integration Prompt Citation Opportunities rank → |
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.
100% confidence · 100% component coverage · as of Jul 27, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 6 | 0% | — |
| public prompt citation urls | 19 | 0% | — |
| public prompt distinct reviewed brands | 4 | 0% | — |
| public prompt engine disagreement | 66.666667 | 0% | — |
12 published observations for What data integration tool should a startup evaluate for fast setup, predictable cost, common connectors, and low maintenance?, all at 100% confidence, as of Jul 27, 2026. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | Evidence |
|---|---|---|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | View source
|
| Distinct citation URLspublic-prompt-citation-urls | 19urls | measured | View source
|
| public prompt leading brand consensus |
|---|
| 100 |
| 100% |
| 100 |
| public prompt leading brand owned citation coverage | 33.333333 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 66.666667 | 0% | — |
|---|
no_prior_published_snapshot
No component moved since the prior snapshot.
{"promptSlug":"data-integration-startup","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["b3992120-e322-4df0-9e35-6a8c87d87907","14b8b139-718b-465c-a52b-9b9b5b85d7ce","3c28fd15-1f44-4240-8a49-c0f879a56738"],"parentSnapshotId":"70651c03-09d6-4ab0-b280-5aba40952179","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-startup","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["b3992120-e322-4df0-9e35-6a8c87d87907","14b8b139-718b-465c-a52b-9b9b5b85d7ce","3c28fd15-1f44-4240-8a49-c0f879a56738"],"parentSnapshotId":"70651c03-09d6-4ab0-b280-5aba40952179","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-startup","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["b3992120-e322-4df0-9e35-6a8c87d87907","14b8b139-718b-465c-a52b-9b9b5b85d7ce","3c28fd15-1f44-4240-8a49-c0f879a56738"],"parentSnapshotId":"70651c03-09d6-4ab0-b280-5aba40952179","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-startup","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["b3992120-e322-4df0-9e35-6a8c87d87907","14b8b139-718b-465c-a52b-9b9b5b85d7ce","3c28fd15-1f44-4240-8a49-c0f879a56738"],"parentSnapshotId":"70651c03-09d6-4ab0-b280-5aba40952179","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-startup","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["b3992120-e322-4df0-9e35-6a8c87d87907","14b8b139-718b-465c-a52b-9b9b5b85d7ce","3c28fd15-1f44-4240-8a49-c0f879a56738"],"parentSnapshotId":"70651c03-09d6-4ab0-b280-5aba40952179","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-startup","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["b3992120-e322-4df0-9e35-6a8c87d87907","14b8b139-718b-465c-a52b-9b9b5b85d7ce","3c28fd15-1f44-4240-8a49-c0f879a56738"],"parentSnapshotId":"70651c03-09d6-4ab0-b280-5aba40952179","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-startup","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["b3992120-e322-4df0-9e35-6a8c87d87907","14b8b139-718b-465c-a52b-9b9b5b85d7ce","3c28fd15-1f44-4240-8a49-c0f879a56738"],"parentSnapshotId":"70651c03-09d6-4ab0-b280-5aba40952179","providerMatrixVersion":"64232fd32583"}{"promptSlug":"data-integration-startup","corpusVersion":"data-integration-platforms-2026-07-27","runArtifactIds":["b3992120-e322-4df0-9e35-6a8c87d87907","14b8b139-718b-465c-a52b-9b9b5b85d7ce","3c28fd15-1f44-4240-8a49-c0f879a56738"],"parentSnapshotId":"70651c03-09d6-4ab0-b280-5aba40952179","providerMatrixVersion":"64232fd32583"}| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 6presence_events | measured | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 4brands | measured | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 4brands | measured | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 6presence_events | measured | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 19urls | measured | View source
|
|---|