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FOR CTOS & TECHNICAL ARCHITECTS

Enterprise AI Architecture & Engineering Guardrails

Explore the technical systems powering BhavitramAI: our one runtime orchestration loop, deterministic AST SQL parser, hybrid pgvector knowledge retrieval, and OpenTelemetry distributed tracing.

Explore System Stack ↓ Security & Tenant Isolation →
System Architecture

Six-Layer Enterprise Architecture.
Zero Compromises on Security.

Explore the decoupled runtime pipeline. Click any architectural layer to inspect its live data plane, latency SLA, and deterministic isolation boundaries.

⚡
Central AI Agent Runtime Core
PLANE: AGENT_REASONING_KERNEL
ACTIVE RUNTIME
// EXECUTION SCHEMATIC & DATA CONTRACT
PROMPT -> REASONING_LOOP -> LLM_ARBITRATION(Sonnet 3.7 / 4o) -> JSON_SCHEMA_VALIDATOR -> DISPATCH
Multi-Model Routing Engine
Claude 3.7 / GPT-4o / DeepSeek R1
Dynamic Prompt Token Budgeter
Active context window compaction
Structured Schema Guardrails
Zero unvalidated command execution
EXECUTION SLA
340ms
ISOLATION
18 PLANES
SECURITY GUARANTEE
100% AIR-GAPPED
Instant Document Verification

Zero Guesswork.
See Exactly How Real Company Documents Ground Every Answer.

BhavitramAI anchors every single answer to your verified company documents. Select a document below to watch the system locate the exact page, clause, and paragraph in under a second.

PIPELINE: DOCUMENT INGESTION → PGVECTOR HNSW → COSINE GROUNDING RECALL: 99.4% • COSINE DISTANCE: <=>
1. PDF INGEST Parse & Normalize 2. CHUNKING 512 Tok Sliding 3. EMBEDDING 1536-dim Vectors 4. PGVECTOR HNSW Cosine <=> 5. RRF FUSION Dense + BM25 6. CITATION Exact Page p.14
Global_Logistics_MSA_2026.pdf PDF • 142 Pages
Page 38 of 142 100%
SECTION XII — INDEMNIFICATION, LIABILITY & CARRIER LIMITATIONS
Clause 12.4: Tier-2 Consignment Liability Ceilings

For all road and inter-modal freight routed through designated domestic hubs, Tier-1 primary carriers agree to comprehensive replacement indemnity. With respect to secondary subcontracted logistical entities:

VERIFIED SECTION #8829 • ACCURACY: 0.984 ✓ VERIFIED SOURCE
"Under no circumstances shall the aggregate liability of Tier-2 domestic freight operators exceed ₹5,00,000 (INR Five Lakhs) per distinct consignment manifest, provided written notice of damage is lodged within 72 hours of checkpoint departure."

Any claims exceeding the aforementioned ceiling must be referred directly to the Corporate Marine & Inland Transit Underwriter under Policy No. POL-IN-9941.

Customer Inquiry
“What is the maximum liability coverage for tier-2 logistics partners?”
DOUBLE-CHECK ACCURACY SEARCH Search Speed: 28ms
Meaning Search
0.984
Exact Match
18.42
Final Rank Check
Rank #1
Verified Answer (100% Fact Checked)
Under Clause 12.4 of the 2026 Logistics MSA, Tier-2 freight operators have a maximum liability ceiling of ₹5,00,000 per consignment manifest, provided that written notification is submitted within 72 hours of departure.
Exact Citation: Global_Logistics_MSA_2026.pdf • Page 38, §12.4 Security Verified
Document Scope: Corporate / SupplyChain / Contracts / DomesticLogistics
100%
Zero Made-Up Answers
If the answer is not in your documents, the agent tells the customer and escalates to staff.
<1s
Instant Sub-Second Search
Scans thousands of pages instantly to deliver answers in milliseconds.
100%
Strict Company Privacy
Each company and department operates in a private vault with zero data leakage.
Live Enterprise Tools

Zero Custom Glue Code.
Connect Live Enterprise Business Systems.

BhavitramAI connects directly to your live business tools—databases, ERP systems, CRMs, and document storage—using secure, standardized protocols that eliminate brittle custom code.

Live Business System Connection Network
Standard: Open Protocol • Security: Encrypted & Read-Only
database 24ms
Safe Live Database
Read-only safety shield
erp-system 82ms
ERP Order Management
Live order & shipment updates
crm-sync 64ms
Sales & CRM Sync
Customer records & lead tracking
cloud-storage 18ms
Document Cloud Storage
Encrypted document retrieval
connection :: postgres
CONNECTED
// 1. Tool Declaration (tools/list) { "name": "query_inventory_db", "description": "Execute parameterized read-only SQL query on the warehouse database", "inputSchema": { "type": "object", "properties": { "sku_pattern": { "type": "string", "description": "Product SKU or name wildcard" }, "warehouse_id": { "type": "string", "description": "Target warehouse zone code" } }, "required": ["sku_pattern"] } } // 2. Verified Tool Execution (tools/call) >>> INVOCATION: query_inventory_db({ sku_pattern: "SONY-65-OLED%", warehouse_id: "MUM-01" }) >>> AST VALIDATOR: [PASS] Query is strictly SELECT. No DROP, UPDATE, DELETE detected. >>> DATABASE RESULT: { "sku": "SONY-65-OLED-XR", "stock": 7, "reserved": 2, "status": "IN_STOCK" } >>> EXECUTION LATENCY: 24ms (pgvector/postgres local pool)
Context & State Engine

Persistent Memory Across Channels.
The 4-Tier Memory Rack.

Human experts remember context over days, weeks, and touchpoints. BhavitramAI provides a multi-horizon hardware memory architecture that prevents context overflow while ensuring lifetime recall.

ENTERPRISE MEMORY VAULT :: 4-TIER BUS CONTROLLER
BUFFER: 128k TOKENS ENCRYPTION: AES-256 GCM TTL: AUTO-SCOPED
BLADE 01 // IMMEDIATE CONTEXT
In-Memory Sliding Token Window
Latency: < 2ms ACTIVE TURN
BLADE 02 // WORKING MEMORY
Multi-Step DAG & Intermediate SQL Tables
Latency: < 8ms DAG SCRATCHPAD
BLADE 03 // EPISODIC VAULT
Cross-Channel Customer Order & Preference Memory
Latency: < 18ms CROSS-CHANNEL
BLADE 04 // SEMANTIC PGVECTOR
Permanent Vectorized Institutional Manuals & Policies
Latency: < 24ms HNSW PGVECTOR
Context-Overflow Protection: Older turns auto-compact into semantic vector summaries
Sub-25ms Read Guarantee
Automated Business Workflows

Step-by-Step Business Automation.
See Live Decisions, System Checks & Manager Approvals.

Real enterprise operations cannot rely on guesswork. BhavitramAI executes multi-step business workflows with automated policy checks, live stock lookups, and manager sign-offs.

Automated Task: Warranty Claim & Replacement Order
Official WhatsApp Inbound • Policy Verification & Safe Inventory Check • Dispatch System Update
State: Ready • Step 2
STEP 01 ⚡
Customer Inbound
Official WhatsApp Message
✓ Completed
STEP 02 🧠
Understand Inquiry
Smart Intent Classifier
In Progress
STEP 03 📄
Verify Warranty
Official Company Documents
Queued
STEP 04 🛡️
Safe Stock Check
Warehouse Inventory Lookup
Queued
STEP 05 👤
Manager Signoff
Human Approval Gate
Queued
STEP 06 ⚙️
Create Dispatch Order
Live Shipping System Update
Queued
Step Details: 02 Understand Inquiry
Execution Id: rt_intent_7712 • Response Time: 145ms
Trigger / Input Data
{ "customer_text": "display developed vertical green lines. Requesting replacement under warranty" }
Result / Verified Action
{ "classified_inquiry": "Hardware Warranty Claim", "confidence": "99.2%", "detected_product": "Sony 65-inch OLED", "next_actions": ["Check Warranty Policy", "Check Warehouse Stock"] }
State Machine Invariant: If Node 5 (Human Gate) denies, previous steps trigger an automatic compensation transaction.
Hash: sha256:7b1e42...
OpenTelemetry Tracing

Microsecond Trace Visibility.
Zero AI Black Boxes.

Debug agent decisions, track token costs, and pinpoint latency bottlenecks with OpenTelemetry-standard distributed spans and micro-cent cost attribution.

Trace ID: 4bf92f3577b34da6a3ce929d0e0e4736 HTTP 200 OK
Tenant: TATA-HQ Tokens: 842 Cost: $0.0024 Total SLA: 780ms
[INGRESS] 1. Meta WhatsApp Webhook HMAC Authentication
0 tok 14 ms
[SECURITY] 2. 18-Plane Tenant Isolation Boundary Gate
0 tok 8 ms
[PGVECTOR] 3. Hybrid Retrieval: pgvector HNSW Probe (<=>)
32 tok 42 ms
[FUSION] 4. BM25 Lexical Matching & Reciprocal Rank Fusion
0 tok 18 ms
[INFERENCE] 5. Claude 3.7 Sonnet Autonomous Reasoning Stream
740 tok 580 ms
[AST_SQL] 6. Safe AST SQL Parser & PostgreSQL Execution
48 tok 26 ms
[AUDIT] 7. Append-Only Immutable Ledger Block Commit
0 tok 12 ms
[EGRESS] 8. WhatsApp Cloud API Outbound Dispatch
22 tok 45 ms
Ingress & Auth Vector Search & RAG LLM Streaming AST SQL Execution
OpenTelemetry OTLP / W3C TraceContext Export
Developer First

Deploy in Minutes with
Production SDKs & Typed APIs.

Whether you build in .NET 9, Python, TypeScript, or raw cURL, BhavitramAI provides idiomatic clients, streaming server-sent events (SSE), and cryptographic webhook helpers.

Enterprise Developer Ergonomics

Typed Contracts & OpenAPI: Clean, verified schemas with strongly-typed request and response structures.
Live Real-Time Streaming: Sub-second response streaming for instant customer conversation delivery.
Zero Duplicate Actions: Built-in idempotency prevents duplicate customer orders or double billing.
Instant Channel Testing: Test WhatsApp and Slack webhooks locally without exposing public tunnels.
using BhavitramAI.Client; var client = new BhavitramClient(new BhavitramOptions { ApiKey = Environment.GetEnvironmentVariable("BHAVITRAM_API_KEY"), TenantId = "TNT-TATA-HQ" }); // Execute agent turn with hybrid RAG + live tools var response = await client.Agents.ExecuteTurnAsync(new AgentTurnRequest { AgentId = "agt_customer_concierge", ConversationId = "conv_98214", Message = "Is Sony 65 OLED in stock in Mumbai warehouse?", TaxonomyScope = "Electronics/Televisions", EnableStreaming = true }, cancellationToken); await foreach (var token in response.TokenStream) { Console.Write(token.Text); }
Interactive Sandbox

Test-Drive the Agent Runtime.
Live Execution Sandbox.

Select an enterprise scenario below to simulate how BhavitramAI evaluates tenant authorization, queries pgvector RAG chunks, executes AST-safe SQL, and generates grounded outputs.

Simulation Mode: WhatsApp Cloud API Interactive Demo • Sample Data
Response Time: 620ms • Tokens: 412
Inbound Customer Question
Hi, is the Sony 65" OLED TV in stock at the Mumbai warehouse for delivery tomorrow?
Step Execution & Verified Check
> AST_SQL_PROBE: SELECT sku, stock_qty, reserved_qty FROM inventory WHERE sku = 'SONY-65-OLED' AND warehouse = 'MUM-01' [VALIDATED READ-ONLY] > RESULT: 7 available units, 2 reserved. Ready for dispatch.
Verified Answer Response
Hi Priya! Great news — we have 7 units of the Sony 65" OLED (XR-65A80L) in stock at the Mumbai hub. • Unit Price: ₹1,89,990 (All taxes included) • Estimated Dispatch: Tomorrow morning by 10:00 AM Would you like me to hold 1 unit for 24 hours?
✓ Verified Citation: ERP_Live_Inventory.sql · Line 104 Complete Brand Privacy Verified
Transform Enterprise Operations
Your AI Shouldn't Just Answer.
Understand. Decide. Act. Operate.

Ready to stop answering the same questions every day? Deploy AI agents that understand your business, answer instantly, and help your team focus on growth.

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Enterprise Data Privacy Zero Training on Customer Data No Credit Card Required Deploy in Under 5 Minutes