Buyer prompt · published evidence
How should a buyer compare data-platform total cost across storage, compute, data movement, concurrency, idle capacity, support, and administration?
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
- commercial
- 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 | Dremiodremio.com ↗ | Data | 2 | 0 | 2 | Openai · Gemini |
| 02 | MotherDuckmotherduck.com ↗ | Data | 2 | 0 | 2 | Openai · Gemini |
| 03 | Google BigQuerycloud.google.com ↗ | Data | 1 | 0 | 1 | Openai |
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 · Dremio · MotherDuck | 7 | 7 | 89a6fe49…26c19 |
| Anthropic | anthropic/claude-haiku-4-5 | Data | None observed | 0 | 0 | 65a59e76…72d9a |
| Gemini | google/gemini-2.5-flash | Data | Dremio · MotherDuck | 5 | 5 | 10e6463f…49a8a |
URL-derived citations
Sources cited
Hostnames are derived from the returned public URLs. Best position is the smallest citation position observed.
| Domain | Cited page | Best position | Providers | Observations | Categories |
|---|---|---|---|---|---|
| dremio.com | https://dremio.com/blog/data-warehouse-cost/ ↗ | 1 | Openai · Gemini | 2 | Data |
| lumenalta.com | https://lumenalta.com/insights/the-total-cost-of-ownership-of-an-enterprise-data-platform ↗ | 1 | Gemini | 1 | Data |
| seemoredata.io | https://seemoredata.io/blog/data-warehouse-costs/ ↗ | 2 | Openai | 1 | Data |
| solved.scality.com | https://solved.scality.com/total-cost-ownership-data-storage/ ↗ | 2 | Gemini | 1 | Data |
| motherduck.com | https://motherduck.com/learn/data-warehouse-tco/ ↗ | 3 | Openai · Gemini | 2 | Data |
| economize.cloud | https://economize.cloud/blog/understanding-data-warehouse-costs/ ↗ | 4 | Openai | 1 | Data |
| cloud.google.com | https://cloud.google.com/bigquery/pricing ↗ | 5 | Openai | 1 | Data |
| dateonic.com | https://dateonic.com/databricks-vs-snowflake-a-ctos-guide-to-total-cost-of-ownership-tco/ ↗ | 5 | Gemini | 1 | Data |
| rivery.io | https://rivery.io/data-learning-center/data-warehouse-costs/ ↗ | 6 | Openai | 1 | Data |
| ovaledge.com | https://ovaledge.com/blog/cloud-data-warehouse-solutions ↗ | 7 | Openai | 1 | Data |