AI agents · MCP servers
Ask your data a question. Get the number and the proof.
We build AI agents that sit on top of your warehouse: a sales manager asks "which accounts dropped this month?" and gets the list, the trend and the query behind it. No dashboards to hunt through, and no made-up numbers.
MCP servers
Your platform, inside Claude.
The Model Context Protocol (MCP) lets AI assistants like Claude use your systems directly. We build MCP servers that give your team, or your customers, safe access to their own data and actions from the assistant they already use.
Each user's own permissions
The assistant sees exactly what the signed-in user can see in your app, scoped to their company and role on every request.
Changes need a yes
Reading is instant. Creating, publishing or deleting shows a preview first and runs only after the user confirms.
Your vocabulary
Tools named after your business, not your database, so people ask in their own words and get answers in them.
For a US SaaS client, we shipped an MCP server that lets their team query accounts, build programs and prepare month-end packages from Claude. The team's reaction on launch day: "You brought Christmas early with the MCP."
Where agents earn their keep
Sales and field teams
Reps and managers ask about accounts, targets and incentives in plain language, from their phone.
Back office
Matching invoices to bank transactions, sorting documents by period and type, preparing the monthly pack for the accountant.
Engineering
Agents that triage bugs, review pull requests and keep project boards honest, with a human approving every change.
How we build them
Grounded in queries
Every answer comes from SQL that runs against your data, and the agent shows it.
Scoped access
Read-only by default, limited to the tables and tenants it needs. Actions that change data need approval.
In your cloud
Runs in your Google Cloud project, next to the data, with logs you can audit.
Measured
We keep a set of real questions with known answers and check the agent against them on every change.
Questions
What is an MCP server?
MCP (Model Context Protocol) is the open standard AI assistants such as Claude use to connect to outside systems. An MCP server exposes your app's data and actions as tools the assistant can call, with your authentication and permissions in front of them.
Which AI models do you use?
Mostly Claude, plus others where they fit. The agent runs in your cloud and only sees the data you allow.
How do you stop it from making numbers up?
The agent answers by running real queries against your warehouse and shows the query and the rows behind every number. If the data can't answer the question, it says so.
Can every customer of ours get their own agent?
Yes. On multi-tenant platforms the agent's queries are scoped to the signed-in customer at the data layer, the same way the rest of the app is.
Have a question your dashboards can't answer?
Bring it to a 30-minute call. We'll tell you whether an agent is the right tool or whether a better report would do.
