Architecture & Pipeline

How TalkToBase Works: From Question to Precise Report in 3 Seconds

The complete lifecycle of our autonomous AI analyst: secure replica connection, semantic schema indexing, multi-model consensus, and mathematical verification.

Pipeline

5-Step Architecture: From Question to Precise Report in 3 Seconds

Zero-impact connection to your database replica with 100% mathematical precision and zero hallucinations.

Security & TunnelStep 01

Secure Read-Only Replica Connection

TalkToBase connects exclusively to a dedicated read-only replica via encrypted SSH tunnel or WireGuard VPN. The database user possesses strict SELECT-only privileges.

0% load on production master database
Strict SELECT permissions; DROP/UPDATE/ALTER rejected
Encrypted channel via TLS 1.3 / WireGuard VPN
Semantic LayerStep 02

Semantic Schema & Business Logic Indexing

The platform builds a semantic graph of your schema, mapping obscure technical identifiers (ERP table IDs) to intuitive business terminology (Inventory, Invoices, Cash Flow).

Comprehensive mapping of BAS/1C and ERP accumulation registers
Full support for custom schemas and modifications
Automatic schema sync upon structural updates
Artificial IntelligenceStep 03

Multi-Model AI Consensus Engine

Your query is processed by an orchestrator: Claude 3.7 Sonnet structures multi-table join logic, Gemini 2.5 Pro analyzes broad context, and DeepSeek R1 validates calculation formulas.

Dynamic model routing based on query complexity
Synthesizes multi-tier SQL queries with nested aggregations
Understands colloquial business phrasing, synonyms, and voice notes
Precision VerificationStep 04

AST Syntax Validation & Anti-Hallucination Sandbox

Generated SQL passes an Abstract Syntax Tree (AST) validator. It verifies syntax, executes a sandbox dry-run, and reconciles check sums before presenting final figures.

100% mathematical accuracy guaranteed
Zero hallucinations or fabricated figures
Automatic index utilization and execution time caps
Delivery in 3 SecondsStep 05

Instant Delivery to Telegram & Executive Web

Executives receive a structured report with key findings, data tables, dynamic charts, and a single-tap download link for detailed Excel spreadsheets.

Response speed: sub-3 seconds across 95% of queries
In-chat visualization rendering in Telegram
One-click formatted Excel (.xlsx) generation

Real-Time Data Flow Architecture

Complete data isolation: your trade secrets and customer records never leave your control.

Executive User
Telegram / Web / Voice
TalkToBase Orchestrator
Auth & RBAC
Multi-LLM Core
Sonnet + R1 + Gemini
Validator & AST Engine
Security Control
Read-Only Replica
PostgreSQL / MSSQL / ERP

Technical Reliability & Security Guarantees

0% Production Performance Impact

All analytical compute runs on isolated read replicas. Even complex multi-year queries will never slow down operational transactions.

Strict Read-Only Enforcement

Data modification permissions are blocked at the database engine level. It is physically impossible to alter or delete records.

Zero-Storage Privacy Model

TalkToBase does not store database snapshots. Data is processed in volatile memory only during report compilation and immediately purged.

Frequently Asked Technical Questions

Does integration require company downtime?

No. Connecting the read-only replica is done in the background with zero server restarts or operational downtime.

How does TalkToBase handle heavily customized database schemas?

Our semantic indexer scans metadata and automatically resolves custom registers and tables within minutes.

Can TalkToBase be deployed on-premise in an isolated network?

Yes. Enterprise tiers include Docker/Kubernetes packages for fully air-gapped on-premise installations.

GET STARTED

Order Your Free TalkToBase Evaluation Pilot

We will connect a test replica in 15 minutes and demonstrate how AI answers real questions about your business.

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