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AUTONOMOUS AGENTS & WORKFLOWS
Intelligent Autonomous Agent Swarms, Enterprise RAG, and Workflow Automation
We build production-ready AI agents, retrieval-augmented generation (RAG) knowledgebases, and intelligent process automations that eliminate manual overhead and augment your workforce.
Automated multi-step
85%
Reduction in Manual Workflow TimeHybrid semantic
< 2s
Enterprise RAG Response TimeZero-data-retention private
0%
Data Leakage Outside Private VPCStructured outputs
99.2%
Agent Task Execution Accuracyashento://ai-automation.core
LIVE SYSTEM> telemetry.inspect("ai-automation")
status: "OPTIMAL_200"
encryption: "AES-256 / Zero-Trust"
sla_target: "99.99% High Availability"
deployment: "Multi-Region Canary CI/CD"
Pod Architecture HealthyAshento v2.4
Core Architectural Pillars
Engineered for High Reliability & Scale
Key architectural paradigms we build directly into every ai & automation deployment.
PILLAR 01
Multi-Agent Orchestration Swarms (LangGraph / CrewAI)
Deploying autonomous multi-agent networks where specialized agents (Researcher, Writer, Validator, Coder) collaborate to execute complex end-to-end workflows.
PILLAR 02
Enterprise RAG with Hybrid Vector Search
Connecting your proprietary knowledgebase (PDFs, Notion, Confluence, SQL) using Pinecone/Milvus hybrid vector search with BM25 reranking and citation traceability.
PILLAR 03
Private VPC LLM Deployment & Fine-Tuning
Deploying open-source frontier models (Llama 3.1, Mistral Large, Qwen) inside your private AWS/GCP VPC with vLLM acceleration, guaranteeing complete data sovereignty.
PILLAR 04
Guardrails, Hallucination Checks & PII Masking
Pre-flight input sanitization to mask credit cards and PII, alongside post-generation semantic hallucination validation and NeMo guardrails.
Technical Specifications
System Architecture & Deliverables
Switch between technical views to explore what we ship, our validated stack, and enterprise security guarantees.
01
Custom AI Assistant & Internal Knowledge Copilot
Full-featured chat interface integrated into Slack, Teams, or custom web portals with real-time vector search across enterprise documents and citations.
100% Client IPVerified ✓
02
Intelligent Document Processing (IDP) Pipeline
Automated extraction and structuring of invoices, insurance claims, legal contracts, and medical records into verified JSON outputs.
100% Client IPVerified ✓
03
Autonomous Customer Support & Resolution Agents
Tier-1 and Tier-2 customer resolution agents capable of executing refunds, updating CRM records, and escalating complex issues with sentiment context.
100% Client IPVerified ✓
04
Automated Data Extraction & CRM/ERP Sync
Bi-directional automated workflows syncing data between Salesforce, HubSpot, SAP, QuickBooks, and operational databases without human intervention.
100% Client IPVerified ✓
05
Evaluation Benchmark Suite & Continuous Improvement
Ragas evaluation pipelines tracking faithfulness, answer relevancy, and context recall, continuously benchmarking model updates against golden datasets.
100% Client IPVerified ✓
06
Voice AI & Real-Time Conversational Interfaces
Sub-500ms low-latency voice bots for customer support and outbound operations using Whisper, Deepgram, and ElevenLabs speech synthesis.
100% Client IPVerified ✓
Engineering Roadmap
5-Stage Agile Delivery Sprint
Predictable two-week sprints from discovery to zero-downtime production deployment.
01STAGE 01
AI Feasibility & ROI Value Mapping
Identifying high-impact workflows where AI delivers immediate quantifiable ROI, defining accuracy benchmarks, and assessing privacy requirements.
Sprint Phase
02STAGE 02
Knowledge Curation & RAG Pipeline Prototype
Chunking, vector embedding, and indexing your internal knowledge base with automated reranking algorithms to test retrieval accuracy.
Sprint Phase
03STAGE 03
Agent Tooling & Enterprise Integration
Equipping agents with secure API tools to search internal databases, generate verified spreadsheets, and trigger actions in your ERP/CRM.
Sprint Phase
04STAGE 04
Guardrails Hardening & Red-Teaming
Adversarial testing against prompt injections, jailbreaks, PII exfiltration, and enforcing strict schema outputs with automated retries.
Sprint Phase
05STAGE 05
VPC Deployment & Human-in-the-Loop Operations
Launching production agent swarms with human-in-the-loop review dashboards for low-confidence decisions, complete with observability telemetry.
Sprint Phase
Verified Case Study Proof
Enterprise Supply Chain & Customs Brokerage
The Challenge: Operations team of 45 analysts manually reviewed and transcribed 2,500 daily international shipping declarations and bill of lading documents.
Ashento Solution: Built an autonomous document extraction pipeline with vision LLMs, cross-referencing tariff databases and posting directly into their custom customs ERP.
“The AI automation pipeline built by Ashento paid for itself in less than 3 months. Document errors dropped to near zero, and our analysts now focus on client strategy.”
— Chief Operations Officer, InterContinental CustomsQuantifiable Business Impact
88%
Immediate Reduction in Processing Time99.4%
Field Extraction Accuracy Rate$1.4M
Annual Operational Labor SavingsTechnical & Commercial FAQs
Frequently Asked Questions
Clear technical and governance answers regarding our ai & automation service.
Never. We enforce zero-data-retention enterprise agreements with API providers or deploy open-source models inside your own private AWS/GCP VPC where data never leaves your perimeter.
Have a custom architecture question?
Speak Directly with an Architect
Let's Collaborate
Have a project in mind? Let's build it with Ashento!
From initial architecture to autonomous AI multi-agent deployment, our engineering squad brings your boldest digital vision into high-performing reality.
Free 30-min architecture consultation • Direct NDA available