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SERVICE CATEGORY OVERVIEW

AI & Automation

Production LLM integrations, RAG search pipelines over enterprise data, conversational AI chatbots, and workflow automation.

Service 01Production-ready AI copilot with strict guardrails

LLM Integration

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Overview

Embed Large Language Models into your software products, grounded in your business logic.

We integrate LLMs into production software for smart assistants, document summarization, entity extraction, and automated decision support with guardrails and cost controls.

Fits and process

Typical fits

SaaS products embedding intelligent AI copilots and automated features
Internal enterprise productivity and knowledge management platforms
Customer support teams seeking AI-driven response drafting

How we deliver

01Identify high-value operational use cases for LLM automation
02Evaluate models (Claude, GPT, open-source) against proprietary prompts & data
03Integrate robust API wrappers with structured JSON outputs and fallback mechanisms
04Implement caching, token optimization, and cost safeguards
05Monitor response quality, latency, and drift in live production environments
Stack
ClaudeOpenAILangChainPythonNode.js
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Service 02Accurate AI search grounded in company data

RAG (Retrieval-Augmented Generation)

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Overview

Ground LLM answers in your internal documents and datasets with citation accuracy.

We build vector retrieval pipelines over your internal knowledge bases, technical manuals, and policy documents so AI models answer accurately from your real data without hallucination.

Fits and process

Typical fits

Enterprise knowledge repositories and internal documentation search
Customer support helpdesks needing instant verified document retrieval
Legal, compliance, and medical policy search engines

How we deliver

01Design document parsing, chunking, and metadata tagging pipeline
02Configure vector embeddings and high-performance vector databases (pgvector/Pinecone)
03Implement hybrid lexical & vector search with reranking algorithms
04Synthesize answers with direct inline source document citations
05Evaluate retrieval precision against real employee user queries
Stack
LangChainpgvectorPineconeClaudePython
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Service 0324/7 automated support with seamless human handoff

AI Chatbots

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Overview

Production chatbots connected to your enterprise databases not just generic chat widgets.

We build intelligent customer service, sales lead qualification, and internal ops chatbots connected to your live business databases with seamless human agent handoffs.

Fits and process

Typical fits

E-commerce stores automating order status and customer service inquiries
SaaS platforms automating user onboarding and technical support
Sales organizations automating lead qualification and booking workflows

How we deliver

01Map conversation flows, decision trees, and escalation triggers
02Connect chatbot logic to RAG knowledge bases and ERP/CRM APIs
03Implement safety guardrails, prompt filtering, and agent handoffs
04Deploy across Web, WhatsApp Business API, or Slack
05Track conversation analytics to continually optimize response resolution
Stack
ClaudeLangChainNode.jsWhatsApp Business API
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Service 04Elimination of manual repetitive operational busywork

Workflow Automation

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Overview

Automate repetitive operational busywork across your existing software ecosystem.

We automate data synchronization, approval workflows, and transactional processing between ERPs, CRMs, e-commerce stores, and financial systems.

Fits and process

Typical fits

Operations and finance teams spending manual hours on data entry
E-commerce businesses automating order fulfillment and inventory updates
HR teams automating employee onboarding and document collection

How we deliver

01Map end-to-end operational workflow, bottlenecks, and manual touches
02Design automated trigger-action integration pipelines using custom scripts or n8n
03Integrate securely with existing APIs (ERP, Shopify, CRM, Slack)
04Build error handling, automatic retries, and failure alerts
05Monitor execution logs to ensure 100% operational throughput
Stack
PythonNode.jsn8nShopify APIsERP APIs
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Ready to launch or modernize your AI & Automation?

Share your project requirements our engineering team will provide a complete technical proposal.

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