Meroo isn't a tool you wire up yourself. It's a curated implementation our team builds and runs for you, on a purpose-built engine. Here is the disciplined method behind it.
This is the method behind Talk to Your Database: the curation, guardrails and delivery discipline in one build. Here's how we build and run it.
Scope and de-risk before a line is built.
A fixed-scope sprint that gets precise about what your teams need and what your data can actually support, so the build carries no surprises.
The databases, scale and complexity in scope, and the state they're really in.
The questions each team needs answered, prioritised by business value.
Where sensitive data, multi-tenant boundaries and compliance constraints sit.
Where answers will be reliable, and where they won't. Set before you commit.
Your business, encoded so the system can't guess.
The core of the engagement: teaching the system how your organisation actually defines things, so answers are correct and defensible.
Your terms and metrics, so 'active customer' or 'revenue' means what your company means.
Your data organised into the business areas questions fall into, so reasoning stays narrow and correct.
How your key numbers are really computed, not the model's assumptions.
The exceptions, legacy quirks and conventions that break generic tools.
Checked against how the people who know your data answer the same questions.
Safety in infrastructure, not a prompt.
The controls that let you trust an AI with database access, enforced below the model and verified independently of it.
A dedicated read-only role. The system can never write, update or delete.
Every answer scoped to the caller. Cross-customer leakage blocked in code.
Every query checked before it runs. Unsafe or out-of-scope requests are refused, not attempted.
You decide which domains, tables and questions are in or out.
Every question, query and result logged, with user and timestamp.
Into your environment, behind your controls.
Delivered where your data already lives, integrated with your identity and access controls, in weeks.
On-prem, your own cloud VPC, or ours. Your data never has to leave your environment.
SSO/SAML and role-based access. An answer never exceeds what a person could already see.
Use our chat interface, or embed answers via API into your own product and workflows.
Introduced team by team, with training and documentation.
Kept accurate as your business evolves.
An ongoing managed service that keeps accuracy high and coverage growing long after go-live.
Measured against an evaluation set, so regressions are caught before users find them.
Expand what teams can ask as the business grows.
Curation kept in step as your data model changes.
Kept efficient and predictable.
Point a generic model at a real business database and it invents tables, guesses joins and miscalculates your metrics. On Spider 2.0, the enterprise text-to-SQL benchmark, leading models answer only about one in five questions correctly on real production schemas.
Meroo scopes every question to your curated data, reasons in your business language, and validates the result before it runs. That's what turns a demo into something you trust in production.
We validate accuracy against your own test queries during implementation, not a canned demo, so the 90%+ bar is measured on your data before you go live, not assumed from a published benchmark.
If our engine can generate SQL for it, we can curate it, including PostgreSQL, MySQL, SQL Server, Oracle, Snowflake, BigQuery and Redshift.
Run on-premises or in your own cloud VPC. The assistant connects with a dedicated read-only role.
Bring an LLM deployment you already have approved, and we configure Meroo to use it instead of ours, so there's no new AI vendor to review.
Role-based access is built in. SAML/SSO with your identity provider is configured during implementation for teams that require it.
Use our chat UI, or call the API and embed accurate data answers inside your own product.
A 30-minute call. We'll show a live demo and, if it's a fit, scope a Discovery engagement.