Buyer prompt · published evidence
What data platform should a startup or small analytics team choose for fast setup, simple operations, familiar SQL, and controlled early-stage cost?
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
- Aug 12, 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 | Google BigQuerycloud.google.com ↗ | Data | 2 | 3 | 0 | Openai · Gemini |
| 02 | Starburststarburst.io ↗ | Data | 1 | 2 | 0 | Openai |
| 03 | MotherDuckmotherduck.com ↗ | Data | 1 | 1 | 1 | Openai |
| 04 | Amazon Redshiftaws.amazon.com ↗ | Data | 1 | 1 | 0 | Gemini |
| 05 | Databricksdatabricks.com ↗ | Data | 1 | 1 | 0 | Gemini |
| 06 | Fireboltfirebolt.io ↗ | Data | 1 | 1 | 0 | Openai |
| 07 | Snowflakesnowflake.com ↗ | Data | 1 | 1 | 0 | Gemini |
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 | Google BigQuery · Starburst · Firebolt · MotherDuck | 3 | 3 | 99d13a5e…d7c16 |
| Anthropic | anthropic/claude-haiku-4-5 | Data | None observed | 0 | 0 | 3d93db73…d568d |
| Gemini | google/gemini-2.5-flash | Data | Snowflake · Databricks · Google BigQuery · Amazon Redshift | 7 | 7 | 7787c817…a9430 |
URL-derived citations
Sources cited
Hostnames are derived from the returned public URLs. Best position is the smallest citation position observed.