Public Data Platforms brand benchmark

• Slug

  best-enterprise-analytics-warehouse

  Text

  Which cloud data platforms are best for a global enterprise that needs high-concurrency analytics, workload isolation, governance, and predictable performance?

  Intent

  recommendation

• Slug

  best-lakehouse-ai-ml

  Text

  Recommend a data lakehouse for analytics, machine learning, generative AI, open data formats, notebooks, and production model workflows.

  Intent

  recommendation

• Slug

  best-serverless-data-warehouse

  Text

  Which serverless data warehouse is best for bursty workloads, minimal administration, elastic scaling, and usage-based pricing?

  Intent

  recommendation

• Slug

  best-real-time-streaming-platform

  Text

  Recommend a platform for real-time event streaming, stream processing, low-latency analytics, data contracts, and operational reliability.

  Intent

  recommendation

• Slug

  open-table-formats-data-lake

  Text

  Which data platforms work best with open table formats and object storage while preserving interoperability, catalog governance, and query performance?

  Intent

  recommendation

• Slug

  operational-ai-apps-vector-search

  Text

  Recommend a data platform for operational AI applications that need fresh application data, vector search, transactions, and low-latency serving.

  Intent

  recommendation

• Slug

  multi-cloud-data-governance

  Text

  Which data platform is strongest for multi-cloud governance, fine-grained access control, lineage, data sharing, privacy, and regulatory compliance?

  Intent

  recommendation

• Slug

  startup-small-team-data-platform

  Text

  What data platform should a startup or small analytics team choose for fast setup, simple operations, familiar SQL, and controlled early-stage cost?

  Intent

  recommendation

• Slug

  data-platform-buying-criteria

  Text

  Compare modern data platforms on performance, concurrency, openness, governance, developer experience, AI readiness, reliability, and ecosystem depth.

  Intent

  commercial

• Slug

  data-platform-pricing-total-cost

  Text

  How should a buyer compare data-platform total cost across storage, compute, data movement, concurrency, idle capacity, support, and administration?

  Intent

  commercial

• Slug

  data-platform-proof-of-concept-scorecard

  Text

  Create a proof-of-concept scorecard for data platforms using ingestion, transformation, mixed queries, governance, recovery, and cost-control tests.

  Intent

  commercial

• Slug

  data-platform-migration-lock-in

  Text

  Which criteria expose data-platform migration complexity, egress cost, proprietary interfaces, skills risk, workload portability, and vendor lock-in?

  Intent

  commercial

data-platforms

• Provider

  openai

  Configured Model

  openai/gpt-4o-mini

• Provider

  anthropic

  Configured Model

  anthropic/claude-haiku-4-5

• Provider

  gemini

  Configured Model

  google/gemini-2.5-flash

Cost Basis

Provider-reported LLM cost returned by the existing AI Rank provider/cache layer.

Maximum Daily Billed Cost Usd

2.00

Maximum Daily Provider Calls

60

• This is one daily response per prompt/provider pair; model output can vary between runs.
• The fixed 12-prompt Data Platforms category does not estimate general market share or brand awareness.
• Presence share and citation share are relative only to the reviewed 16-brand universe; untracked brands are excluded from those denominators.
• OpenAI, Anthropic, and Google are both evaluated brands and configured model providers; no self-provider bias correction is applied.

recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug

Published Evidence

answer hashes, deterministic bounded brand counts, and deduplicated URL-derived citation counts

Full Provider Answers Published

No

Full Provider Answers Stored In Public Index

No

data-platforms-2026-07-27

• Provider

  openai

  Board Slug

  data-platforms-brand-openai-visibility

  Primary Metric Slug

  public-prompt-openai-brand-recommendation-presence

• Provider

  anthropic

  Board Slug

  data-platforms-brand-anthropic-visibility

  Primary Metric Slug

  public-prompt-anthropic-brand-recommendation-presence

• Provider

  gemini

  Board Slug

  data-platforms-brand-gemini-visibility

  Primary Metric Slug

  public-prompt-gemini-brand-recommendation-presence

4

• Name

  Snowflake

  Aliases

  • Snowflake
  • Snowflake AI Data Cloud

  Entity Slug

  snowflake

  Primary Domain

  snowflake.com

  Citation Domains

  • snowflake.com
  • docs.snowflake.com

  Case Sensitive Aliases

• Name

  Databricks

  Aliases

  • Databricks
  • Databricks Data Intelligence Platform

  Entity Slug

  databricks

  Primary Domain

  databricks.com

  Citation Domains

  • databricks.com
  • docs.databricks.com

  Case Sensitive Aliases

• Name

  Google BigQuery

  Aliases

  • Google BigQuery
  • BigQuery

  Entity Slug

  google-bigquery

  Primary Domain

  cloud.google.com

  Citation Domains

  • cloud.google.com

  Case Sensitive Aliases

• Name

  Amazon Redshift

  Aliases

  • Amazon Redshift
  • AWS Redshift
  • Redshift Serverless

  Entity Slug

  amazon-redshift

  Primary Domain

  aws.amazon.com

  Citation Domains

  • aws.amazon.com
  • docs.aws.amazon.com

  Case Sensitive Aliases

• Name

  Microsoft Fabric

  Aliases

  • Microsoft Fabric
  • Microsoft OneLake

  Entity Slug

  microsoft-fabric

  Primary Domain

  microsoft.com

  Citation Domains

  • microsoft.com
  • learn.microsoft.com

  Case Sensitive Aliases

• Name

  Oracle Autonomous Database

  Aliases

  • Oracle Autonomous Database
  • Oracle Autonomous Data Warehouse

  Entity Slug

  oracle-autonomous-database

  Primary Domain

  oracle.com

  Citation Domains

  • oracle.com
  • docs.oracle.com

  Case Sensitive Aliases

• Name

  MongoDB Atlas

  Aliases

  • MongoDB Atlas
  • Atlas Data Federation
  • Atlas Vector Search

  Entity Slug

  mongodb-atlas

  Primary Domain

  mongodb.com

  Citation Domains

  • mongodb.com

  Case Sensitive Aliases

• Name

  Confluent

  Aliases

  • Confluent
  • Confluent Cloud

  Entity Slug

  confluent

  Primary Domain

  confluent.io

  Citation Domains

  • confluent.io
  • docs.confluent.io

  Case Sensitive Aliases

• Name

  ClickHouse Cloud

  Aliases

  • ClickHouse Cloud
  • ClickHouse

  Entity Slug

  clickhouse-cloud

  Primary Domain

  clickhouse.com

  Citation Domains

  • clickhouse.com

  Case Sensitive Aliases

• Name

  SingleStore

  Aliases

  • SingleStore
  • SingleStore Helios

  Entity Slug

  singlestore

  Primary Domain

  singlestore.com

  Citation Domains

  • singlestore.com
  • docs.singlestore.com

  Case Sensitive Aliases

• Name

  Starburst

  Aliases

  • Starburst
  • Starburst Galaxy
  • Starburst Enterprise

  Entity Slug

  starburst

  Primary Domain

  starburst.io

  Citation Domains

  • starburst.io
  • docs.starburst.io

  Case Sensitive Aliases

• Name

  Dremio

  Aliases

  • Dremio
  • Dremio Cloud

  Entity Slug

  dremio

  Primary Domain

  dremio.com

  Citation Domains

  • dremio.com
  • docs.dremio.com

  Case Sensitive Aliases

• Name

  Teradata VantageCloud

  Aliases

  • Teradata VantageCloud
  • Teradata Vantage
  • Teradata

  Entity Slug

  teradata-vantagecloud

  Primary Domain

  teradata.com

  Citation Domains

  • teradata.com
  • docs.teradata.com

  Case Sensitive Aliases

• Name

  Cloudera

  Aliases

  • Cloudera
  • Cloudera Data Platform
  • CDP

  Entity Slug

  cloudera

  Primary Domain

  cloudera.com

  Citation Domains

  • cloudera.com
  • docs.cloudera.com

  Case Sensitive Aliases

• Name

  Firebolt

  Aliases

  • Firebolt
  • Firebolt Cloud Data Warehouse

  Entity Slug

  firebolt

  Primary Domain

  firebolt.io

  Citation Domains

  • firebolt.io
  • docs.firebolt.io

  Case Sensitive Aliases

• Name

  MotherDuck

  Aliases

  • MotherDuck
  • DuckDB

  Entity Slug

  motherduck

  Primary Domain

  motherduck.com

  Citation Domains

  • motherduck.com
  • duckdb.org

  Case Sensitive Aliases

4-data-platforms-2026-07-27-models-64232fd32583

Search

A common Rank.ai web-search tool is available to all three configured models.

Gateway

Rank.ai's configured OpenRouter-compatible gateway

Not Consumer Products

Results measure the configured model/API runs, not the ChatGPT, Claude, or Gemini consumer application interfaces.

Prompt Count

12

Provider Count

3

Required Successful Runs

36

Confidence

A value of 1.0 means the complete frozen cohort passed the deterministic extraction and publication gates; it is not a statistical confidence interval.

Citation Share Denominator

Distinct answer-level HTTP(S) citation URLs whose URL-derived hostname matches any reviewed brand domain.

Presence Share Denominator

The sum of reviewed-brand answer-presences. One answer may contribute presence to multiple brands.

Mention Coverage Denominator

36 answers: all 12 prompts multiplied by 3 configured providers.

Provider Citation Share Denominator

Distinct reviewed-brand-domain citations within the named configured model API provider's 20-answer cohort.

Recommendation Presence Denominator

24 answers: recommendation-intent prompts multiplied by 3 configured providers.

Provider Mention Coverage Denominator

12 prompts for the named configured model API provider.

Provider Recommendation Presence Denominator

8 recommendation-intent prompts for the named configured model API provider.

64232fd32583

Presence means mentioned or cited in an answer to a recommendation-intent prompt. It does not claim positive recommendation, endorsement, or sentiment.