AI Lead Gen · Conversational RAG · Mile-End Montreal
Automated Lead Qualification & High-Intent RAG Chatbot in Mile-End Montreal
Premier Automated Lead Qualification & High-Intent RAG Chatbot for companies in Mile-End Montreal, Quebec (Canada). Direct founder architecture, custom LLM integration, and 100% IP ownership.
✦ Direct Answer & Architecture Scope:
AI lead qualification chatbot development by Jyotirmay Ray replaces static forms with intelligent conversational agents that qualify buyer intent and book meetings 24/7. Dedicated sprint engineering for teams in Mile-End Montreal (Canada).
Production Deliverables & Milestone Roadmap
Custom Automated Lead Qualification & High-Intent RAG Chatbot for Mile-End Montreal Teams
100% Source Code Ownership & Model Prompt Handover
Milestone Sprints with Direct Founder Engineering
Production Deployment with CI/CD & Automated Backups
Technical Architecture & Production Implementation
SYSTEM TOPOLOGY BLUEPRINT
Website Visitor Inquiry
├── Vector Search on Company Services & Pricing DB
├── Dynamic Intent Scoring & Lead Qualification (BANT)
└── Direct Calendar Invitation & Slack/WhatsApp Notification
VERIFIED CODE PATTERN
// BANT Intent Qualification Evaluator
export async function scoreLeadIntent(conversationHistory: Message[]) {
const res = await openai.chat.completions.create({
model: "gpt-4o",
messages: [{ role: "system", content: "Evaluate budget, authority, need, and timing. Return JSON." }, ...conversationHistory]
});
return JSON.parse(res.choices[0].message.content!);
}Frequently Asked Questions & Technical Scope
Can we integrate this AI solution with our existing tools in Mile-End Montreal?
Yes. We build bi-directional webhooks and REST APIs to sync with your existing CRM, Slack, WhatsApp, and databases.
How do you prevent hallucination in production?
We enforce grounded RAG retrieval, strict JSON schema validation, and guardrail heuristics.
Ready to build your Automated Lead Qualification & High-Intent RAG Chatbot in Mile-End Montreal?
Direct technical collaboration with founder-engineer Jyotirmay Ray. Zero middlemen, 100% intellectual property transfer, and rapid sprint delivery.