Unlocks exact competitor prompt citation ranks, /llms-full.txt corpus & JSON-LD entity patches
AI Search Visibility Leaderboard: Cloud Data Warehouses & Lakehouses
Live 2026 AI Search Citation Share-of-Voice (cSoV) benchmark for Data Warehouses. Compare Snowflake (35.8%), BigQuery (27.6%), Databricks (23.4%), and ClickHouse (13.2%) across ChatGPT Search, Perplexity, and Gemini.
Answer-First Executive Summary (Data Warehouses)
Across 25 unbranded commercial buyer prompts in Data Warehouses, Snowflake leads AI answer engine visibility with 35.8% weighted Citation Share-of-Voice (cSoV), followed by BigQuery (27.6%), Databricks (23.4%), and ClickHouse (13.2%). Brands with a valid root /llms.txt manifest and explicit PerplexityBot + OAI-SearchBot permissions captured 2.4x more rank #1 citations.
| Rank | Brand | Domain | Weighted cSoV | /llms.txt Status | JSON-LD Score |
|---|---|---|---|---|---|
| #1 | Snowflake | snowflake.com | 35.8% | Active (/llms.txt + /llms-full.txt) | 94/100 |
| #2 | BigQuery | bigquery.com | 27.6% | Partial (/llms.txt only) | 84/100 |
| #3 | Databricks | databricks.com | 23.4% | Missing (404) | 76/100 |
| #4 | ClickHouse | clickhouse.com | 13.2% | Missing (404) | 68/100 |
Deploying a spec-compliant /llms.txt and SoftwareApplication + FAQPage JSON-LD graph is the highest-leverage engineering move to overtake Snowflake and BigQuery in Data Warehouses prompts.
Run a Live 10-Second GEO Audit on Your Own Domain
Compare your cSoV against Snowflake and auto-compile your custom /llms.txt + JSON-LD graph.