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Loading the latest published snapshot and its supporting evidence.
Loading the latest published snapshot and its supporting evidence.
Estuary Flow in the public 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_benchmarkAnthropic citation share | 38.46 percentderived |
| public_prompt_benchmarkAnthropic mention coverage | 25 percentmeasured |
| public_prompt_benchmarkAnthropic recommendation-prompt presence | 12.5 percentmeasured |
| public_prompt_benchmarkCitation share | 16.13 percentderived |
| public_prompt_benchmarkEngine breadth | 2 enginesmeasured |
| public_prompt_benchmarkGemini citation share | 0 percentderived |
| public_prompt_benchmarkGemini mention coverage | 6.25 percentmeasured |
| public_prompt_benchmarkGemini recommendation-prompt presence | 0 percentmeasured |
| public_prompt_benchmarkMention coverage | 10.42 percentmeasured |
| public_prompt_benchmarkOpenAI citation share | 0 percentderived |
| public_prompt_benchmarkOpenAI mention coverage | 0 percentmeasured |
| public_prompt_benchmarkOpenAI recommendation-prompt presence | 0 percentmeasured |
| public_prompt_benchmarkRecommendation-prompt presence | 4.17 percentmeasured |
| public_prompt_benchmarkReviewed-brand presence share | 5.32 percentderived |
Recommendation rank, answer presence, owned-domain citation share, provider breadth, and provider-specific position from the same frozen daily cohorts. Open any cell for the full denominator and evidence.
| Market | Recommend | Presence | Citation | Breadth | OpenAI | Anthropic | Gemini | Market action |
|---|---|---|---|---|---|---|---|---|
| Data integration | #84.2 | #610.4 | #416.1 | #82 | #80 | #712.5 | #90 | Track market → |
Every currently published position, as of Jul 27, 2026 · 100% confidence · methodology v4-data-integration-platforms-2026-07-27-models-64232fd32583.
| Rank | Leaderboard | Score | Explain |
|---|---|---|---|
| #8 | Data Integration Platform Rank | 4.17 | Explain Data Integration Platform Rank rank → |
| #6 | Data Integration Brand Visibility | 10.42 | Explain Data Integration Brand Visibility rank → |
| #4 | Data Integration Citation Share | 16.13 | Explain Data Integration Citation Share rank → |
| #8 | Data Integration Engine Breadth | 2 | Explain Data Integration Engine Breadth rank → |
Ranks a reviewed Data Integration brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.
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 anthropic brand citation share | 38.461538 | 0% | — |
| public prompt anthropic brand mention coverage | 25 | 0% | — |
| public prompt anthropic brand recommendation presence | 12.5 | 0% | — |
| public prompt brand citation share | 16.129032 | 0% | — |
| public prompt brand engine breadth | 2 | 0% | — |
| public prompt brand mention coverage |
14 published observations for Estuary Flow, 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 |
|---|---|---|---|
| Gemini citation sharepublic-prompt-gemini-brand-citation-share | 0percent | derived | View source
|
| #8 | Data Integration Brands in OpenAI Model API Answers | 0 | Explain Data Integration Brands in OpenAI Model API Answers rank → |
|---|
| #7 | Data Integration Brands in Anthropic Model API Answers | 12.5 | Explain Data Integration Brands in Anthropic Model API Answers rank → |
|---|
| #9 | Data Integration Brands in Gemini Model API Answers | 0 | Explain Data Integration Brands in Gemini Model API Answers rank → |
|---|
| 10.416667 |
| 0% |
| — |
| public prompt brand mention share | 5.319149 | 0% | — |
|---|
| public prompt brand recommendation presence | 4.166667 | 100% | 4.167 |
|---|
| public prompt gemini brand citation share | 0 | 0% | — |
|---|
| public prompt gemini brand mention coverage | 6.25 | 0% | — |
|---|
| public prompt gemini brand recommendation presence | 0 | 0% | — |
|---|
| public prompt openai brand citation share | 0 | 0% | — |
|---|
| public prompt openai brand mention coverage | 0 | 0% | — |
|---|
| public prompt openai brand recommendation presence | 0 | 0% | — |
|---|
no_prior_published_snapshot
No component moved since the prior snapshot.
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Engine breadthpublic-prompt-brand-engine-breadth | 2engines | measured | View source
|
|---|
| OpenAI citation sharepublic-prompt-openai-brand-citation-share | 0percent | derived | View source
|
|---|
| Mention coveragepublic-prompt-brand-mention-coverage | 10.4167percent | measured | View source
|
|---|
| Gemini recommendation-prompt presencepublic-prompt-gemini-brand-recommendation-presence | 0percent | measured | View source
|
|---|
| Citation sharepublic-prompt-brand-citation-share | 16.129percent | derived | View source
|
|---|
| Anthropic mention coveragepublic-prompt-anthropic-brand-mention-coverage | 25percent | measured | View source
|
|---|
| Anthropic recommendation-prompt presencepublic-prompt-anthropic-brand-recommendation-presence | 12.5percent | measured | View source
|
|---|
| OpenAI recommendation-prompt presencepublic-prompt-openai-brand-recommendation-presence | 0percent | measured | View source
|
|---|
| Reviewed-brand presence sharepublic-prompt-brand-mention-share | 5.3191percent | derived | View source
|
|---|
| Gemini mention coveragepublic-prompt-gemini-brand-mention-coverage | 6.25percent | measured | View source
|
|---|
| Recommendation-prompt presencepublic-prompt-brand-recommendation-presence | 4.1667percent | measured | View source
|
|---|
| Anthropic citation sharepublic-prompt-anthropic-brand-citation-share | 38.4615percent | derived | View source
|
|---|
| OpenAI mention coveragepublic-prompt-openai-brand-mention-coverage | 0percent | measured | View source
|
|---|