AI service

AI Integration for Existing Products

Add AI features to the software you already have, without a rewrite.

What is AI integration?

AI integration means adding AI capabilities such as search, summarisation, recommendations or assistants to an existing application. Unicorn Softech integrates AI models into your current web, mobile and backend systems through APIs, keeping your architecture, data and security model intact.

See it

What it looks like

AI inside your existing app live example

✨ Summarise this customer's history

How it works

AI Integration for Existing Products in 5 steps

01Your app
02AI service
03Model API
04Guardrails
05Smart feature

What we deliver

What you get with AI Integration for Existing Products

Feature discovery

Identifying where AI adds real value in your product.

API & SDK integration

Connecting model providers to your backend with retries, fallbacks and rate limits.

In-app copilots

Assistants embedded into your existing screens and workflows.

Smart search

Semantic search across your product's content.

Data & privacy controls

PII redaction, consent and tenant isolation.

Usage metering

Per-customer cost tracking and limits for AI features.

Common use cases

AI summaries in dashboards
Natural-language search in SaaS apps
Auto-fill and smart suggestions in forms
AI-written replies in support tools
Insights from existing reports

Tools and technology

We choose per project. These are the tools we use most for ai integration for existing products.

OpenAI
Anthropic Claude
Azure OpenAI
AWS Bedrock
Vertex AI
.NET
Node.js
Python

Feature discovery
API & SDK integration
In-app copilots
Smart search
Data & privacy controls
Usage metering
AI summaries in dashboards
Natural-language search in SaaS apps
Auto-fill and smart suggestions in forms
AI-written replies in support tools
Insights from existing reports
Feature discovery
API & SDK integration
In-app copilots
Smart search
Data & privacy controls
Usage metering
AI summaries in dashboards
Natural-language search in SaaS apps
Auto-fill and smart suggestions in forms
AI-written replies in support tools
Insights from existing reports

FAQ

AI Integration for Existing Products: common questions

Can you add AI to a legacy application?

Yes. AI features are usually added as a separate service that your existing app calls through an API, so the core system does not need to be rewritten.

How do we control AI costs per customer?

We meter token usage per tenant, set limits and choose cheaper models for simple requests so AI features stay profitable.

AI Agents & Agentic Workflows

Autonomous agents that plan, call your tools and finish multi-step work — with guardrails.

Generative AI & LLM App Development

Products powered by large language models — from first prototype to production.

AI Chatbots & Virtual Assistants

Assistants for your website, app and WhatsApp that answer from your own knowledge.

Let's talk about AI Integration for Existing Products

Book a free 60-minute consultation. You'll leave with a feature list, a rough estimate and a practical first step — no obligation.

Book a free consultation