Case Study

AI chatbot deployed inside Zoho Cliq for internal team support

The team needed quick answers to operational questions without leaving their chat app. We deployed an AI assistant directly inside Zoho Cliq with conversation memory, web search, and graceful timeout handling.

PlatformZoho Cliq
AIGPT-4o with web search
ArchitectureWebhook + Express.js
Capabilities
Multi-turn conversations with memory
Live web search for real-time info
Timeout resilience with buffered responses
/reset to clear conversation history

The team needed quick answers without switching tools.

Operational questions came up constantly throughout the day. Finding answers meant searching docs, messaging a colleague, or opening a browser. There was no centralized way to get quick, context-aware answers inside the tool the team already used.

Context switching

Getting answers required leaving the chat app to search internal docs, external sites, or message someone directly and wait for a reply.

Repetitive questions

The same operational questions were asked by different people every week. There was no self-serve way to get standard answers instantly.

No institutional memory

Answers lived in individual messages and email threads. New team members had no way to quickly access operational knowledge.

An AI assistant inside the team chat app

An Express.js webhook server sits between Zoho Cliq and the OpenAI Responses API. When a team member messages the bot, the server maintains their conversation context and returns AI-generated answers, with web search when needed.

Conversation Memory

Each user gets their own session using OpenAI’s response chaining. The bot remembers context from earlier in the conversation, so follow-up questions work naturally. Sessions reset after 1 hour of inactivity.

Timeout Handling

Zoho Cliq enforces a strict response window. If the AI takes longer than expected, the bot returns a holding message immediately and buffers the full answer. The user can retrieve it with a single follow-up message.

Web Search

The bot can search the web in real time to answer questions about current events, pricing, competitor info, or anything outside its training data.

Zoho Cliq. AI Bot
You
What is our return policy for wholesale orders?
AI Assistant
Based on the current wholesale terms, B2B orders have a 15-day return window from delivery. The customer must initiate the return through their account portal. Restocking fees apply for opened items.
You
And for retail customers?
AI Assistant
Retail customers have a 30-day return window. They can start a return from the order confirmation email or by contacting support. Free return shipping on defective items.
Conversation memory retained for 1 hour per user

What changed

Accessibility

AI answers without leaving Cliq

The team gets AI-powered answers directly inside the app they already use for communication. No context switching, no separate tools.

Context

Multi-turn conversations that remember

Follow-up questions work naturally. The bot maintains per-user session context, so conversations feel like talking to a knowledgeable colleague.

Reliability

Graceful timeout handling

Even when the AI takes longer than Cliq allows, the answer is never lost. The full answer is retrievable with a single follow-up message.

Simplicity

One file, zero maintenance

The entire bot is a single Express.js file. No database, no complex infrastructure. It runs on any Node.js host with zero ongoing maintenance.

What powers it

Backend

Node.js · Express.js · OpenAI Responses API · Per-user session management

AI Features

GPT-4o · Response chaining for memory · web_search_preview tool · Response truncation (3,800 chars)

Integration

Zoho Cliq bot webhook · Deluge message handler · Cloud deployment with zero-config scaling

Want an AI assistant for your team?

We deploy AI chatbots inside the tools your team already uses. Zoho Cliq, Slack, Teams, or any webhook-compatible platform.

Book a Free Discovery Call →
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