Real ChatGPT answer · index seedfkaypxRlmkEcompleteB2B software · data and analytics platformscommercial

Where can I find independent benchmark tests comparing the query performance and infrastructure costs of the leading enterprise analytics suites today?

ChatGPTgpt-65 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Where can I find independent benchmark tests comparing the query performance and infrastructure costs of the leading enterprise analytics suites today?
5 real searches · 1 real-search pass
independent benchmarks enterprise analytics platforms query performance cost Snowflake Databricks BigQuery Redshift 2025 benchmark TPC-DSGoogle ↗
OBSERVEDComparison
TPC benchmark results analytics database cloud data warehouse official benchmark results independentGoogle ↗
OBSERVEDReason
ClickBench benchmark analytical databases results methodology costGoogle ↗
OBSERVEDReason
GigaOm cloud data warehouse benchmark report Snowflake BigQuery Redshift Databricks independent performance costGoogle ↗
OBSERVEDComparison
TPC-DS official results database benchmark cloud data warehouse resultsGoogle ↗
OBSERVEDReason

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (5)
Short factOther / navigationalComparison40%ConsequenceReason60%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 5 of 5 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT5 real searches · gpt-6
independent benchmarks enterprise analytics platforms query performance cost Snowflake Databricks BigQuery Redshift 2025 benchmark TPC-DS Google ↗
TPC benchmark results analytics database cloud data warehouse official benchmark results independent Google ↗
ClickBench benchmark analytical databases results methodology cost Google ↗
GigaOm cloud data warehouse benchmark report Snowflake BigQuery Redshift Databricks independent performance cost Google ↗
TPC-DS official results database benchmark cloud data warehouse results Google ↗

Queries

5 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
independent benchmarks enterprise analytics platforms query performance cost Snowflake Databricks BigQuery Redshift 2025 benchmark TPC-DS
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
TPC benchmark results analytics database cloud data warehouse official benchmark results independent
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
ClickBench benchmark analytical databases results methodology cost
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
GigaOm cloud data warehouse benchmark report Snowflake BigQuery Redshift Databricks independent performance cost
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
TPC-DS official results database benchmark cloud data warehouse results
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1