Service • Automation

Autonomous AI Pipelines & Workflows,
Engineered for Production Reliability.

Deterministic LLM pipelines, intelligent routing systems, and high-throughput document extraction. We connect models directly into your databases, internal APIs, and operational software with strict schema validation.

Production Architecture & Deterministic Guardrails

Enterprise automation fails when models hallucinate or drift. We engineer strict schema validation, deterministic retry loops, and human-in-the-loop escalation paths around every language model integration. Whether processing multi-page vendor invoices, triaging customer tickets, or executing enterprise RAG search, every pipeline is instrumented for low latency, token budget efficiency, and guaranteed schema compliance.

Live Interactive Architecture

What We Automate

Test out our production pipeline simulator below to inspect real token throughput, execution latency, and verified JSON schema outputs.

Live Production Architecture

Invoice & Purchase Order Extraction

Trigger Input Event

Vendor Invoice #INV-2026-89412 (PDF • 4.2 MB)

Document Ingestion Done

High-resolution PDF parsing & OCR vectorization

Semantic Routing Done

Domain classifier routes to Finance Schema Model

Entity Extraction Done

Extracts vendor, line items, taxes & payment terms

Deterministic Guardrails Done

Pydantic math reconciliation: subtotal + tax = total

Latency

284ms

Token Load

418 in • 74 out

Accuracy

99.8%

Deterministic Output Payload • JSON

Strict Schema Validated

{
  "document_id": "DOC_89412A",
  "status": "VERIFIED_PRODUCTION",
  "vendor": {
    "name": "Apex Precision Tooling Ltd",
    "tax_id": "US-84920194",
    "verified": true
  },
  "line_items": [
    {
      "sku": "TM-6MM-CARBIDE",
      "description": "Thread Mill Cutter 6mm",
      "qty": 10,
      "unit_price": 45
    },
    {
      "sku": "FM-50MM-SHELL",
      "description": "Face Mill 50mm Body",
      "qty": 2,
      "unit_price": 280
    }
  ],
  "subtotal": 1010,
  "tax_amount": 80.8,
  "total_due": 1090.8,
  "accounting_dispatch": "POSTED_TO_ERP_READY"
}

0.0% Hallucination Tolerance EnabledDirect Webhook Dispatched

Production Automation Modules

Practical automation built to eliminate manual friction and eliminate human error across your stack.

LLM-Powered Operational Automation

Large language models connected directly to your database and software tools to handle repetitive admin tasks, triage internal requests, and draft routine communications automatically.

Support & Customer Response Automation

AI/ML driven support flows for common, predictable customer inquiries. We build routing logic that answers standard questions instantly while escalating unique cases cleanly to a person.

Document & Data Extraction Pipelines

Document and data processing pipelines that use language models to extract structured numbers, line items, and terms from PDF invoices, contracts, and handwritten receipts without manual entry.

AI-Assisted Content & SEO Workflows

Content assembly and SEO auditing workflows that speed up production timelines while keeping a human editor in control of quality, accuracy, and tone.

Our Automation Process

Workflow Audit

We look at your team's daily manual work to find repetitive tasks that actually justify automation.

Build & Guardrails

We connect the AI models to your software with strict error handling so false outputs don't reach production.

Hand Off & Monitor

We launch the automation, train your team to monitor performance, and refine based on real usage.

Schedule a Feasibility & Architecture Audit

Talk directly with our lead automation engineers to assess manual bottlenecks, integration APIs, and deterministic pipeline costs.

Autonomous AI Pipelines & Workflows, Engineered for Production Reliability.