BUYER PROMPT / PUBLISHED EVIDENCE
Which data platforms work best with open table formats and object storage while preserving interoperability, catalog governance, and query performance?
An exact prompt-level view of which reviewed brands surfaced and which public URLs the configured AI models cited. No answer text or tenant data is published.
- Intent
- recommendation
- Model providers
- 3
- Categories
- 1
- Last observed
- Jul 27, 2026, 12:00 AM UTC
COMPETITIVE OUTCOME
Brands surfaced
Ordered by provider breadth, then total mentions and owned-domain citations. A mention is not an endorsement or a position claim.
| # | Brand | Category | Providers | Mentions | Owned citations | Provider evidence |
|---|---|---|---|---|---|---|
| 01 | Databricksdatabricks.com ↗ | Data | 3 | 7 | 1 | Openai · Anthropic · Gemini |
| 02 | Dremiodremio.com ↗ | Data | 3 | 5 | 2 | Openai · Anthropic · Gemini |
| 03 | Starburststarburst.io ↗ | Data | 3 | 2 | 3 | Openai · Anthropic · Gemini |
| 04 | Snowflakesnowflake.com ↗ | Data | 1 | 3 | 1 | Anthropic |
| 05 | Google BigQuerycloud.google.com ↗ | Data | 1 | 2 | 0 | Anthropic |
| 06 | Amazon Redshiftaws.amazon.com ↗ | Data | 1 | 0 | 1 | Gemini |
| 07 | Clouderacloudera.com ↗ | Data | 1 | 0 | 1 | Anthropic |
| 08 | MotherDuckmotherduck.com ↗ | Data | 1 | 0 | 1 | Anthropic |
MODEL COMPARISON
Answer matrix
One row per configured provider and category snapshot. Hashes prove answer identity without publishing stored answer text.
| Provider | Model version | Category | Brands surfaced | Citations | Unique domains | Answer hash |
|---|---|---|---|---|---|---|
| Openai | openai/gpt-4o-mini | Data | Databricks · Starburst · Dremio | 5 | 5 | 4935b6ab…82d11 |
| Anthropic | anthropic/claude-haiku-4-5 | Data | Snowflake · Databricks · Google BigQuery · Starburst · Dremio · Cloudera · MotherDuck | 7 | 7 | b066b0b5…9ff52 |
| Gemini | google/gemini-2.5-flash | Data | Databricks · Amazon Redshift · Starburst · Dremio | 9 | 9 | 8dc935da…3ab3c |
URL-DERIVED CITATIONS
Sources cited
Hostnames are derived from the returned public URLs. Best position is the smallest citation position observed.