Comment by Mceach
Great launch—this is a neat solution for embedding AI-powered analytics into multi-tenant SaaS products!
A couple of thoughts/questions that came to mind:
Time series and trend analysis: You mentioned support for queries like “Show me the sales trend over the last quarter.” Have you considered enabling more complex trend detection, such as anomaly spotting (e.g. “flag any week where sales dropped >15% vs previous week”) or seasonality adjustments (comparing YoY trends)? I think these kinds of features could greatly enhance the exploratory experience for non-technical users.
Control and validation of generated queries: The semantic-layer + WHERE clause strategy sounds very robust—it’s reassuring to see this deterministic guard against prompt injections or tenant leaks. Out of curiosity, do you provide tooling to audit or review agent-generated query objects before they run, especially for initially onboarding new clients? That kind of transparency could boost confidence in more security-conscious customers.
Overall, love the direction—AI-powered analytics agents have a ton of potential. Looking forward to seeing how this evolves!
Thanks for taking the time to look into it and sharing your thoughts.
> Have you considered enabling more complex trend detection, such as anomaly spotting?
Great suggestion and yes we plan to add in the ability for that analysis by adding in some more tools for the agent.
> do you provide tooling to audit or review agent-generated query objects before they run
Right now, we don't show it before the query is run but we do have a audit log on platform where you can analyze the agent traces and see the AI generated conditions based on the message as well as the static conditions applied. We also have a chat playground that can be used to make sure that the agent configuration is working as expected but we don’t block live queries through the api. It is something we could do relatively easily but it could add long delays for users to get a response if it’s blocked by human verification. It is something for us to consider because boosting confidence for customers is very important.