Swarm Orchestrator v3.4 Active
Median Reasoning: 42msEngine: LangGraph + CrewAI
Autonomous Enterprise Intelligence

Deploy Autonomous AI Agents. Execute Complex Workflows With Zero Human Latency.

Move beyond standard chatbots. We engineer multi-agent systems that autonomously reason, write code, query private databases, and trigger business APIs with deterministic guardrails and full audit trails.

Service Architecture

AI Agent Automation Services by StackRa Agency engineers secure, VPC-isolated multi-agent swarms (powered by LangGraph, CrewAI, and Qdrant) that automate manual engineering, financial reconciliation, and customer operations with zero data retention on public frontier models.

Agent Swarm Topology
Cyclic Graph
Router Agent (Orchestrator)LangGraph State Machine • Dynamic Routing
Code Reviewer

Rust AST & PR Audit

RAG Retrieval

Qdrant Vector Mesh

ERP / Ledger

Odoo / Stripe Sync

Guardrail Node

PII Mask & SOC2 Gate

p95 LATENCY38ms
PRECISION99.4%
SECURITYAir-Gapped

Interactive AI Playground

Test-Drive Autonomous Reasoning

Select a real-world enterprise workflow scenario to inspect our multi-agent reasoning trace, tool calling executions, and deterministic outputs live.

kernel@stackra-agent-cluster:~$
> Prompt:"Investigate 34% spike in AWS us-west-2 cluster egress and reconcile with Karpenter pod logs."
1. THOUGHT TRACE:

Querying Prometheus egress metrics against Karpenter node allocation history for the past 24 hours...

2. ACTION INVOKED:CloudWatch.QueryMetricData(MetricName='BytesOut', Granularity=300)
3. TOOL CALL:finops_agent.detect_orphaned_resources(threshold=0.20)
4. OBSERVATION:

Identified unattached gp3 EBS volume (4TB) and idle NAT Gateway in test-vpc consuming $482/week.

5. DETERMINISTIC VERDICT:

Automated remediation runbook executed: 2 orphaned resources deprovisioned. Estimated annual savings: $25,064.

Execution Time: 38ms•Deterministic Confidence: 99.8%
VPC Air-Gapped Sandbox Verified

Core Practices

Autonomous Agent Capabilities

Production-grade multi-agent architectures purpose-built to solve high-friction operational problems across software, data, and finance.

Stateful Graph Loops

Multi-Agent Orchestration (LangGraph / CrewAI)

Stateful, cyclic multi-actor architectures with deterministic role division, persistent memory, and resilient fallback loops designed for complex business operations.

Capabilities:

  • Cyclic graph state management via LangGraph
  • Dynamic Router agent delegating specialized workers
  • Deterministic human-in-the-loop pause/resume states
  • Persistent checkpointing with PostgreSQL / Redis
Sub-50ms Retrieval

Private Enterprise RAG & Hybrid Vector Search

Context injection using hybrid sparse/dense embeddings, cross-encoder re-rankers, and contextual chunking to eliminate hallucinations on proprietary data.

Capabilities:

  • Hybrid dense (BGE) + sparse (BM25) vector retrieval
  • Cross-encoder re-ranking pipeline via Qdrant / Pinecone
  • Contextual chunking with metadata inheritance
  • 100% air-gapped VPC vector cluster deployments
24/7 Tier-1 Resolution

Autonomous Customer & Operational Triage

Autonomous triage agents that analyze incoming customer tickets, classify sentiment, query internal knowledge graphs, and execute verified resolutions around the clock.

Capabilities:

  • Autonomous Tier-1 & Tier-2 customer resolution
  • Real-time sentiment and urgency scoring
  • Zendesk, Intercom & Linear 2-way API integration
  • Automated escalation triggers for human specialists
Automated PR Reviews

Codebase Migration & Automated Refactoring

Autonomous coding agents that review pull requests, perform library migrations (e.g. Next.js App Router, React 19), and enforce strict architectural conventions.

Capabilities:

  • Automated pull request code review & linting
  • Framework upgrades (Next.js 16, React 19, TypeScript)
  • Automated unit & integration test generation
  • Syntactic AST transformations with zero human toil
Zero-Touch Accounting

ERP & Financial Ledger Reconciliation

Autonomous agents that reconcile high-volume payment processor transactions across Stripe, bank feeds, and enterprise ERP ledgers (Odoo, ERPNext, SAP) seamlessly.

Capabilities:

  • Stripe, Adyen & VNPay multi-currency settlement
  • Real-time general ledger journal entry posting
  • Cryptographic transaction hash validation
  • Exception escalation queues with audit logs
Zero Data Retention

Air-Gapped Private Model Deployment

Deploy self-hosted frontier open-source LLMs (Llama 3, DeepSeek, Mistral) on private VPC hardware using vLLM and TensorRT-LLM with zero third-party telemetry.

Capabilities:

  • Private vLLM & Ollama cluster orchestration
  • Client PII cryptographic masking before ingestion
  • Dedicated GPU instances (NVIDIA H100 / A100)
  • Full SOC2, HIPAA, and GDPR compliance validation

Enterprise Guardrails

Security & Deterministic Governance

Built for SOC2 and HIPAA regulated workloads. Your corporate intellectual property never leaks into public foundation models.

Zero Data Retention Guarantee

Your company prompts, documents, and customer records are never used to train public frontier models. We mandate zero-retention enterprise API contracts.

0% Model Training Exposure

Cryptographic PII Scrubbing

Sensitive customer data (names, payment info, social security numbers) is cryptographically tokenized and masked prior to any LLM reasoning invocation.

Strict PII Stripping Pipeline

Human-in-the-Loop (HITL) Triggers

High-risk operational actions—such as financial payouts over $1,000 or production code deployments—pause the graph and mandate human approval.

Configurable Approval Gates

SOC2 & HIPAA Compliant Auditing

Every single agent reasoning step, tool call, input prompt, and executed action is cryptographically signed and stored in immutable compliance audit logs.

Immutable Audit Log Trails

Transparent Pricing

Pricing & Deployment Retainers

Transparent fixed-sprint pricing. Complete code ownership, LangGraph state charts, and zero proprietary runtime lock-in.

Proof of Concept
Pilot Agent Sprint
$3,500/ single build
85,000,000₫

A focused 2-week sprint to engineer, validate, and deploy a production-ready autonomous agent for your highest-friction workflow.

Included Architecture:

  • 1 Single autonomous agent workflow
  • Enterprise RAG pipeline (up to 5 data sources)
  • Slack, Discord, or Webhook integration
  • Deterministic safety guardrails & PII filters
  • Full source code ownership & LangGraph config
  • 30-Day post-deployment hypercare warranty
Most Popular
Multi-Agent Swarm Production
$9,500/ project sprint
235,000,000₫

End-to-end multi-agent orchestration coordinating multiple specialized workers with custom ERP, CRM, and internal API tooling.

Included Architecture:

  • 3–5 Coordinating agents (Router + Specialists)
  • Private Qdrant / Pinecone hybrid vector cluster
  • Custom enterprise tool integrations (ERP, CRM, Git)
  • Human-in-the-Loop (HITL) web management dashboard
  • Sub-50ms p95 latency optimization & caching
  • Automated evaluation benchmark test suite
  • 60-Day hypercare support & SRE SLA coverage
Private Cluster
Enterprise Dedicated Autonomous Pod
Custom/ monthly retainer
Bespoke Architecture

Dedicated AI engineering pod managing continuous fine-tuning, air-gapped on-premise model hosting, and dedicated SRE operations.

Included Architecture:

  • Air-gapped private LLM cluster (vLLM / TensorRT)
  • Continuous agent reinforcement & eval retraining
  • Unlimited custom agents & workflow integrations
  • Dedicated Principal AI Systems Architect
  • 99.9% Uptime SLA & round-the-clock monitoring
  • Custom LoRA fine-tuning on proprietary corpora
  • Full SOC2 & HIPAA compliance governance

Frequently Asked Questions

Enterprise AI Engineering FAQs

Autonomous Production

Stop Building Toy Bots. Deploy Production Agent Swarms.

Schedule a 30-minute discovery call directly with our Principal Systems Architect. We will map your manual bottlenecks into an autonomous multi-agent architecture within 48 hours.

Zero Public Model Training•Deterministic PII Stripping•100% Client Code & Model IP

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