Common questions
What teams ask before connecting Contextflo. Anything missing, reply to any of our emails or book a call.
Does my whole team need to know SQL?
No. People ask in plain English, and your AI tool writes the SQL grounded in your definitions. Most Contextflo users are in product, ops, support, and growth, not engineering. Learn more
How do I know the answers are right?
For each question, the AI tool first consults your business context (internal terms, metric definitions, reference queries) before writing the query. The SQL is shown with every answer, so you check the work instead of trusting a guess, and admins can trace each interaction.
Which AI tools does it work with?
Claude and ChatGPT today, plus any tool that speaks MCP. Your team keeps using the assistant they already have; Contextflo sits between it and your data.
Do I need a data warehouse?
No. Contextflo connects to warehouses like Snowflake, BigQuery, Redshift and Databricks, to databases like Postgres and MySQL, to Google Sheets, and to CSV files you upload. Several can be connected at once.
How long does setup take?
About ten minutes for the first source: connect read-only, choose the tables, and generate context. Writing down the handful of definitions your team relies on is the part worth spending an afternoon on, once.
Can I control who sees what?
Yes. Admins set which schemas and tables each person or group can query. Every query is attributed to a user and can be traced back to the question and the SQL that ran. How access control works
Is my data safe?
Contextflo connects read-only and runs queries in your warehouse. We store definitions and metadata, not your tables, and warehouse credentials are encrypted at rest. You control what Contextflo can access from your side. Read the security page
What does it cost?
Free to start. $75 per seat for small teams, or a Team plan at $500 a month that includes 10 seats. You bring your own Claude or ChatGPT, so there are no per-query fees. See pricing