Data as of Aug 25, 2026 · Based on 2,015 AI responses · See how Parse measures this
Enterprise Cloud Data Platform Tools
Parse
https://parse.gl
Snowflake has established itself as the leading enterprise cloud data platform in AI responses, rising to the #1 spot since late 2025. While it frequently contends with Google BigQuery for general-purpose warehousing, AI frames its primary strategic competition as a head-to-head battle with for the 'data lakehouse' architecture.
| # | Brand | What AI says | Mention rate |
|---|---|---|---|
| 1 | 72% | ||
| 2 | Excels at SQL analytics, ease of use, and now offers a native AI 'cortex'. | 67% | |
| 3 | 55% | ||
| 4 | 43% | ||
| 5 | The original lakehouse platform, consistently recommended for advanced AI/ML and engineering workloads. | 35% | |
| 6 | Consistently cited as a top modern platform for data visualization and BI. | 20% | |
| 7 | 18% | ||
| 8 | 15% | ||
| 9 | 15% | ||
| 10 | 13% | ||
| 11 | 12% | ||
| 12 | 12% | ||
| 13 | 11% | ||
| 14 | An enterprise-grade data catalog praised for its strong governance and compliance features. | 10% | |
| 15 | 10% | ||
| 16 | 8% | ||
| 17 | 8% | ||
| 18 | A rising data catalog tool for governing hybrid lakehouse and warehouse environments. | 8% | |
| 19 | 7% | ||
| 20 | 6% | ||
| 21 | 6% | ||
| 22 | 5% | ||
| 23 | 5% | ||
| 24 | 5% | ||
| 25 | 5% |
Who wins on each AI
The same market, seen by two models.
Sources AI cited
reddit.com is the page AI reaches for most here, cited in 29% of analyzed answers.
Became the dominant recommendation for a native 'AI cortex' since Nov 2025.
“A user-friendly cloud data warehouse excelling at SQL and BI workloads.” → “A data platform with a native 'Cortex' for running generative AI on warehouse data.”
Mentioned as a top platform initially but saw declining share into 2026.
Emerged as a top third-party catalog for multi-vendor environments after Nov 2025.
| Brand | ChatGPT Search | Google AI Mode | Comparison |
|---|---|---|---|
| 77% | 80% | ||
| 69% | 63% | ||
| 47% | 36% | ||
| 29% | 22% | ||
| 30% | 20% |
The two models disagree most about Microsoft Power BI (ChatGPT #9, Google #22) and Collibra (ChatGPT #23, Google #13).
Snowflake has established itself as the leading enterprise cloud data platform in AI responses, rising to the #1 spot since late 2025. While it frequently contends with Google BigQuery for general-purpose warehousing, AI frames its primary strategic competition as a head-to-head battle with Databricks for the 'data lakehouse' architecture.
Across 2,015 AI responses, Alphabet is mentioned most, named in 72% of them, followed by Snowflake (67%) and Amazon (55%).
Parse measures each brand's mention rate — the share of answers naming it — across 2,015 AI responses to this market's buyer questions. Answers are collected daily and the ranking is published weekly.
Brands enter the ranking when AI answers mention them. Parse collects answers daily and publishes the re-measured set weekly, so new brands appear as AI starts recommending them.
AI responses consistently frame this choice as a trade-off analysis between Snowflake, Google BigQuery, and
Amazon Redshift. Key evaluation criteria include workload type, cost model, ecosystem integration, and team skills, with no single platform recommended as universally best.
Brands mentioned
How does a data scientist choose between different cloud data warehouse solutions for a new project?
AI responses consistently frame this choice as a trade-off analysis between Snowflake, Google BigQuery, and
Amazon Redshift. Key evaluation criteria include workload type, cost model, ecosystem integration, and team skills, with no single platform recommended as universally best.
AI answers provide a structured decision framework focusing on business requirements, TCO, scalability, and ecosystem fit. Snowflake, , Google BigQuery, and are consistently presented as the primary options to evaluate based on these architectural criteria.
Brands mentioned
How should a Solutions Architect decide on a cloud data warehouse for a new enterprise project?
AI answers provide a structured decision framework focusing on business requirements, TCO, scalability, and ecosystem fit. Snowflake,
Databricks, Google BigQuery, and
Amazon Redshift are consistently presented as the primary options to evaluate based on these architectural criteria.
The market map
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