Senior Data & AI Engineers · S&P 500 Experience · 25+ Years Collective Software, Database & Infrastructure Experience
Book 14-Day Audit

AI Data Readiness · High-Speed Analytical Architecture · AI Agents

We Get Your Company’s Data Ready for AI — And Build the Agents That Put It to Work.

Most companies have valuable data sitting in databases, but LLMs can’t use it: fields are undefined, tables don’t link, and production databases are too slow for AI queries.

Book Your 14-Day Data & AI Audit → See How It Works

Deployed 100% inside your private cloud · Read-only access to production · Mutual NDA before any schema review

Before & After

Why LLMs Can’t Use Your Data Yet — And What Changes

Before: Unready Data

Disjointed & Undefined Tables

AI guesses wrong

Databases have cryptic column names (TRN_AMT_02, STAT_CD=4) and isolated tables across MySQL, PostgreSQL, and SQL Server. LLMs can’t tell what fields mean or how tables relate.

Production DBs Too Slow for LLMs

Queries time out

Even if your data is clean, pointing LLMs at transactional databases to scan millions of rows times out and slows down your live applications.

Result: AI agents either produce wrong numbers from unmapped columns or time out trying to aggregate millions of rows across systems.
After: Sabr AI Architecture

Mapped Fields & Relationships

Defined & linked

Every column, status code, table relationship, and KPI formula is mapped in plain English, and your databases are joined in one live catalog.

High-Speed Analytical Store

Millisecond queries

We transfer your data into a columnar analytical store in the right format for LLM queries, so AI scans millions of rows in milliseconds without running heavy queries on your live databases.

Result: LLMs return accurate reports, users access data in plain English, and AI agents automate workflows across your business.

Our Complete Architecture

How We Engineer Your Databases so LLMs & Agents Can Query, Report & Automate

Our senior Data & AI engineering team builds four layers inside your private cloud, from raw tables to automated business workflows.

01

Stage 1 · Map & Define

Clean Up & Map Cryptic Columns and Disjointed Tables into Plain English

If your databases have abbreviated column names (AMT_NET_02, FLG_9), undocumented status codes, and unlinked keys across tables, we build a clear semantic dictionary so LLMs understand every field and how your tables relate.

  • Column-by-Column Definitions: Translates developer shorthand into business concepts and documents every status code.
  • Verified Table Relationships: Maps primary and foreign keys and bridges mismatched ID formats across tables (CUST_NO ↔ WORKSPACE_UID).
  • Official KPI Formulas: Locks in your exact math for revenue, margin, churn, and inventory so AI never guesses how they’re calculated.
STAT_CD = 4→Order Shipped
TRN_AMT_02→Net Invoice Amount
CUST_NO↔WORKSPACE_UID
02

Stage 2 · Connect

Query Live Across MySQL, PostgreSQL & SQL Server in Place

When your data is spread across multiple database systems, we set up a unified query layer that connects to all of them, so LLMs can join tables across different databases in one live query.

  • Cross-Database Joins Without Copying Data: Join MySQL orders with PostgreSQL subscriptions and SQL Server financials on the fly.
  • One Unified Catalog: Every connected database under a single, consistent interface for LLMs.
  • Read-Only Guardrails: Strict read-only access and query timeouts protect your source databases.
MySQLOrders
PostgreSQLSubscriptions
SQL ServerFinancials
→ One live query
03

Stage 3 · Transfer

Transfer Clean Data Into a High-Speed Analytical Store Built for LLMs

Standard app databases store data row-by-row for single transactions, not for LLMs scanning millions of records at once. We transfer your mapped data into a columnar analytical store, structured in the right format for LLM queries.

  • Millisecond Columnar Speed: Aggregations across tens of millions of rows return in milliseconds instead of timing out.
  • Production Databases Protected: LLM and agent queries run against the analytical store, not your live customer-facing databases.
  • Continuous Change Streaming: New and updated records stream in continuously, so every report and agent works from current data.
Live app DB30–90s or timeout
Analytical storemilliseconds
Example: 12-month trend across 25M rows
04

Stage 4 · Automate

Connect LLMs & Deploy AI Agents That Automate Your Business

With your data mapped and in the analytical store, we connect LLMs and build custom AI agents that watch for new data and act on it within seconds.

  • Event-Driven Automation: When new orders, payments, or usage events land in your database, agents evaluate them and trigger the next step in seconds.
  • Self-Serve AI Data Access: Executives and authorized staff ask questions in plain English and get instant charts and tables.
  • Role-Based Security & Audit Logs: Every user and AI agent only sees the rows and columns permitted for their role.
New order lands0s
Agent evaluates~1s
Workflow triggeredseconds

Flexible to Your Data Maturity

Two Ways We Help — Depending on Where Your Data Is Today

Option A · If your tables are disjointed or undefined

We Map, Define & Connect Your Database Fields

We start at Stage 1: map and define every field, connect your tables, and lock in your KPI formulas. Then we transfer your data into the analytical store and deploy your agents.

1234
Start With Database Field Mapping →

Option B · If your data is already clean & mapped

We Build Your High-Speed Analytical Store & Deploy Agents

We start at Stage 3: transfer your data into the high-speed analytical store, connect LLMs, and deploy AI agents for reporting and business automation.

1234
Architect Your Analytical Store & Agents →

AI Agents & Business Automation

AI Agents That Act on New Data in Seconds

Agents don’t just answer questions. They monitor the data coming into your databases and automate the work that follows.

Purchasing

When stock falls below supplier lead time

Agent drafts restock purchase orders for one-click approval

Margin & Pricing

When a product line drops below target margin

Agent flags it and opens a pricing review

Customer Retention

When usage drops on an account renewing soon

Agent prepares a retention brief for the account owner

Billing & Finance

When an invoice doesn’t match the contract

Agent flags the billing error and routes it to finance

Executive Reporting

When the month closes

Agent compiles the executive variance report using your official KPI formulas

Monitoring & Alerts

When costs spike or revenue looks unusual

Agent sends a briefing and triggers the corrective workflow

Interactive Demo

See How LLMs & AI Agents Report and Automate Work on Your Data

Tap a scenario to compare a raw database with Sabr’s mapped fields, analytical store, and AI agents. Illustrative example data.

Prompt to your AI agent
Without Sabr architectureFails or times out

With Sabr AI data engine & agentsSub-second & automated

Simple, Transparent Pricing

Fixed-Price Packages, Starting With a 14-Day Audit

Whether your databases need field mapping first or your data is already clean, our fixed-price engagements get your business running on AI in weeks.

Step 1 · Low-risk starting point

14-Day Data Readiness & AI Architecture Audit

$18,500

Fixed 2-week sprint · 100% credited toward full setup

  • Complete schema & architecture audit across your databases
  • Plain-English field dictionary for your core tables & KPIs
  • Working AI agent demo on your own data
  • Fixed-price blueprint for full rollout
Start With 14-Day Audit →

Step 2 · Complete turnkey setup Most popular

Turnkey Data-to-AI Architecture, Analytical Store & Agents

$75k–$140k

6–10 week delivery inside your private cloud

  • Up to 12 databases connected (MySQL, PostgreSQL, SQL Server, Oracle, cloud DBs)
  • Complete field & relationship mapping (or fast-track for already-clean data)
  • Live cross-database query layer + high-speed analytical store
  • Custom AI agents for reporting & business automation
  • Self-serve AI access portal for executives & authorized staff
  • Role-based security & full team training
Scope Your Complete Setup →

Step 3 · Ongoing care

Managed AI Data Engine & Agent Operations

$9,500/mo

Or $99,000/yr · Ongoing engineering support

  • Schema & mapping updates as your databases evolve
  • Analytical store performance tuning
  • Up to 2 new AI agents or automations per quarter
  • Monthly KPI & workflow review
  • Direct access to Sabr Systems senior engineers
Ask About Monthly Support →

Who You Will Work With

Senior Data & AI Engineers With S&P 500 Experience

No junior sales reps. Your first call is with a Senior Partner at Sabr Systems, backed by our team’s 25+ years of collective software, database, and infrastructure experience.

100% Inside Your Private Cloud

Your databases, analytical store, and AI agents run inside your secure environment.

Read-Only on Production

We never write to your live databases. Heavy AI queries run on the analytical store.

Mutual NDA First

Executed before we review any database schemas.

Fixed-Price Engagements

You know the full cost before the build starts.

Get Started in 14 Days

Let’s Get Your Data Ready for AI & Deploy Your Agents

Whether your databases need field mapping first or your data is already clean and ready for the analytical store, you’ll speak directly with a Senior Partner at Sabr Systems. Our engineering team responds within 4 business hours.

intake@sabrsystems.com

Request Your 14-Day Data & AI Architecture Audit

Our engineering team responds within 4 business hours. Mutual NDA available before any schema review.