Pragmatic AI Agents & Workflow Automation Engineered for Real Business ROI
Cut through the AI hype and implement automation that actually saves your team 15 to 30 hours every week. We build tailored AI agents, customer support chatbots grounded strictly in your proprietary documentation, automated lead qualification funnels, and LLM integrations using OpenAI, Anthropic Claude, and Google Gemini APIs. Every implementation features deterministic guardrails, structured JSON outputs, and strict hallucination prevention.
Technical capabilities & architecture standards
Technology Stack:
Who this service is ideal for
- Companies overwhelmed by repetitive customer support queries and email inquiries
- Businesses wanting to automate lead scoring, quote generation, or invoice extraction
- Startups looking to integrate practical LLM intelligence into their SaaS product
What you actually receive at handover
Deployed AI Agent or Automation Flow
Deployed AI Agent or Automation Flow
Vector Knowledge Base Ingestion Pipeline
Vector Knowledge Base Ingestion Pipeline
Prompt Engineering & Guardrail Specs
Prompt Engineering & Guardrail Specs
API Cost & Usage Monitoring Setup
API Cost & Usage Monitoring Setup
Our step-by-step technical execution
Workflow Audit & Feasibility Assessment
We identify repetitive human bottlenecks and evaluate whether an LLM or traditional deterministic code is the most cost-effective solution.
Knowledge Grounding & Vector Pipeline
We clean your company knowledge assets, create semantic embeddings, and store them in pgvector or Pinecone.
Prompt Hardening & Tool Calling
We implement function calling, structured output schemas, and strict fallback rules preventing hallucinations.
Integration, Testing & Staff Training
We connect the agent to your user channels (web chat, WhatsApp, email) and provide clear administration guides.
Questions regarding AI Agents & Automation
We use Retrieval-Augmented Generation (RAG) with strict system instructions: the model is prohibited from answering questions not found in your provided knowledge base. If an answer cannot be verified, it gracefully escalates to a human.
By routing routine queries to cost-efficient models (like GPT-4o-mini or Gemini Flash), most small businesses spend between $5 and $25 per month on token costs for hundreds of conversations.
Yes. We can deploy interactive web widgets or connect via official WhatsApp Business APIs, Telegram, or email inboxes.
Hiring for this service from outside India?
We work smoothly across Eastern US, London GMT, Central Europe, Dubai GST, and Australian AEST. Review our localized hubs to see exact currency rates and timezone overlap schedules:
Request an estimate & architectural breakdown
Guaranteed response within 24 hours directly from Tushar Iche.