4–8 hours
Average response time before automation, rising to 24+ hours during peak gifting season
An end-to-end n8n automation that captures every Shopify inquiry, pulls product context via RAG, drafts a personalised reply through OpenAI, logs the lead in Zoho CRM, and queues it for human review.
Outcome: Every inquiry reaches a review-ready draft within 15 minutes, around the clock. No more high-value leads going cold in a manual queue.
Start your Ai-First ProjectThe impact was immediate. Within the first week of go-live, the sales team halved their daily admin time. During the next peak gifting period, they handled record inquiry volume — without adding a single headcount.
Chocomize creates custom-branded chocolate gifts for corporate clients — think company logos on premium chocolates, bulk orders for company events, onboarding kits, and client appreciation campaigns.
With corporate buyers placing large, detailed orders, every inquiry involves quantity tiers, branding specs, delivery timelines, and often multiple product SKUs — making each reply genuinely complex to compose by hand.

Corporate gifting inquiries aren't simple "what's the price?" messages. Each one can involve custom branding, quantities, delivery windows, and multiple SKUs — a tailored reply that could take a rep 30–45 minutes to compose manually, every single time.
Every corporate inquiry landing on Chocomize's Shopify form kicked off the same slow chain: open the dashboard, look up relevant products, draft a personalised reply from scratch, then manually log a lead in Zoho CRM.
During peak gifting seasons — Q4, Valentine's Day, corporate event cycles — the team was overwhelmed. Replies slipped from hours to days. Messaging became inconsistent. High-value leads quietly dropped off.
Average response time before automation, rising to 24+ hours during peak gifting season
Every inquiry required product lookup, personalised drafting, and separate CRM entry — all done by hand
Estimated share of leads that went cold or unanswered during high-volume periods
We designed and built an end-to-end n8n workflow triggered the moment a Chocomize Shopify form is submitted.
It retrieves relevant product data using RAG, generates a personalised AI draft via OpenAI, creates a Zoho CRM lead, and queues it for a quick sales review — all within minutes.
Shopify form triggers n8n instantly.
RAG retrieves relevant products, pricing & specs.
OpenAI writes a personalised, on-brand reply.
Zoho entry created with full context.
Rep reviews, edits if needed, sends in seconds.
Every tool in this stack was chosen deliberately — for reliability, flexibility, and how well it integrates into an automated workflow without custom engineering overhead.
Inquiry capture layer
The entry point. Customer inquiry forms on Chocomize's Shopify storefront fire a webhook the moment a form is submitted, triggering the entire downstream workflow in real time — no manual checking required.
Workflow orchestration
The backbone of the automation. n8n handles the entire workflow logic — receiving the Shopify webhook, calling the RAG retrieval step, sending data to OpenAI, creating the Zoho CRM lead, and routing the draft for review. Self- hostable and fully customisable.
AI drafting & context retrieval
Retrieval-Augmented Generation (RAG) pulls the most relevant product data — chocolate types, custom branding options, MOQs, pricing — and injects it into the prompt before OpenAI generates the reply. This ensures every draft is accurate, not hallucinated.
Lead management & tracking
Every processed inquiry is automatically created as a fully populated lead in Zoho CRM — including the customer's message, retrieved product context, and the AI-drafted reply. The sales team reviews and sends directly from their existing CRM workflow.
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