Mantra OS — Mantra LLM

The model that speaks fluent SQL.

Mantra LLM is our in-house model, trained for one job: translating business questions into precise SQL across industries. It's the query layer behind every CloudMantra product — specialized, governed, and running where your data lives.

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mantra-llm · text-to-sql
You ask
"Which customers slipped their payment terms this quarter, and by how much?"
Mantra LLM generates
SELECT c.customer_name,
       AVG(i.paid_date - i.due_date) AS avg_days_late,
       SUM(i.amount) AS exposure
FROM invoices i
JOIN customers c ON c.id = i.customer_id
WHERE i.paid_date > i.due_date
  AND i.due_date >= date_trunc('quarter', current_date)
GROUP BY c.customer_name
ORDER BY exposure DESC;
Validated · read-only · permission-scopedLineage logged
In-house model
Built and trained by CloudMantra
Text-to-SQL
Purpose-trained for one job, done well
Cross-industry
Trained on schemas from manufacturing to finance
Self-hostable
Runs in your environment — data never leaves
Why a Specialized Model

A specialist beats a generalist at its specialty.

01
Schema-aware generation

Mantra LLM reads your actual schema through the knowledge graph — your custom fields, your naming conventions, your business rules — so queries fit your ERP, not a textbook example.

02
Trained across industries

Fine-tuned on query patterns from manufacturing, distribution, finance, healthcare, and services — it already speaks the data shapes your industry runs on.

03
Governed execution

Generated SQL is validated before it runs: read-only by default, permission-scoped through role-based access, and logged with full lineage on every query.

04
Built for the agent stack

Every Mantra SDK agent that needs data uses Mantra LLM as its query engine — while Claude and GPT handle general reasoning through the same secured model layer.

05
Fast and economical

A specialized small model beats a general giant at its specialty — lower latency and a fraction of the cost per query, which matters at millions of queries.

06
Your data stays yours

Self-hostable by design: Mantra LLM runs inside your environment, so business questions and query results never leave your infrastructure.

In Every Product

The query engine behind the whole platform.

Mantrix

Powers Enterprise Pulse queries and every module's data access across your ERP.

Ledgerly

Behind the CFO Copilot — "What's our DSO trend?" becomes governed ledger queries.

Kaboota

Lets voice agents check order status and balances live, mid-call.

Ready to add a brain to your ERP?

A live 30-minute demo. No slides — your data, your decisions, your ROI.

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