Agent Orchestration Systems & Deterministic Automation

AI Assistants, MCP Integration,
and Zero-Hallucination Workflows.

We engineer verified AI knowledge assistants (RAG), Model Context Protocol (MCP) servers, and financial reconciliation automations with deterministic guardrails and human-in-the-loop state machines.

Schedule a Technical ReviewExplore Services & Architecture
Engineering Principles

Engineering Principles

Automation architectures engineered for operational reliability, not fragile prototype demos.

Deterministic & Fail-Closed

Business logic, ledger reconciliation, and critical decisions execute via deterministic code. Irreversible actions always require explicit human approval before committing.

Grounded RAG & Source Citations

Hybrid search combining dense semantic vectors and sparse keyword retrieval. Hierarchical chunking structured by article/clause ensures grounded answers with strict document attribution.

Model Context Protocol (MCP) Standards

Standardized protocol adapters connecting LLM reasoning engines to internal databases, ERPs, and document vaults under granular, auditable role-based access controls.

System Architecture

Human-in-the-Loop Architecture

Decoupling probabilistic language reasoning from deterministic, irreversible execution.

Resilient State Machine for Financial & Operational Agents
01Data Ingestion & ExtractionEncrypted statement, file, or webhook payload ingestion with strict idempotency deduplication.
02LLM Reasoning & ClassificationExtraction of transaction parameters and chart-of-accounts mapping with confidence scoring.
03Deterministic Python GuardrailsZero-LLM verification checking balance equalities, amount bounds, and ledger drift.
04Human Approval GateGraph execution interrupts before write commits whenever confidence is low or values exceed thresholds.
05Idempotent ExecutionDeterministic post to ERPNext or relational database with full audit trail metadata.
Core Offerings

Engineering Offerings

Tailored AI architectures and resilient workflow systems built for enterprises and scaling operations.

AI Knowledge Assistants (RAG)

Semantic search and compliance assistants indexing regulations, SOPs, and manuals with strict citation attribution.

View Specifications & Scope

Model Context Protocol (MCP) Servers

Secure tool bridges connecting modern AI clients (Claude, Cursor, custom agents) to internal databases and APIs.

View Specifications & Scope

Financial Automation & ERPNext Reconciliation

Automated bank statement extraction, hybrid invoice matching, and double-entry ledger posting with drift detection.

View Specifications & Scope

WhatsApp Assistants & Operational Gateways

Production WhatsApp API integrations with database-level webhook deduplication, multi-model routing, and human handoff.

View Specifications & Scope

Custom Internal Tools & Dashboards

Lightweight, responsive web tools engineered for field data collection, verification, and real-time operational metrics.

View Specifications & Scope

Self-Hosted Infrastructure & DevOps

Private deployments with Docker Compose, Nginx SSL, Tailscale mesh VPN, and automated backup routines.

View Specifications & Scope
View Full Specifications & Pricing

Discuss Your Automation Requirements

Let's review your manual workflows or internal AI integration needs directly with our lead engineer.

  • Objective architectural review of your existing data pipelines and workflows
  • Tailored scoping for RAG pipelines, MCP connectors, or ERPNext automations
  • Fixed-scope pilot plan with measurable success criteria before production rollout
Initiate Technical Discussion
Direct WhatsApp Discussion