MIISCOAI & Product Engineering

LLM & AI Applications

AI features your users will actually use.

Copilots, assistants, smart search, summarisation and recommendations built directly into your SaaS, web or mobile product — designed as product features, not chat widgets.

Sound familiar?

“You know AI belongs in your product, but you need it to feel native, stay fast and keep costs predictable as usage grows.”

A good fit if you have

  • An existing product with active users
  • A clear user task that AI can shorten
  • Ownership of the data the feature needs

What we build

LLM & AI Applications, built for production.

  • 01

    In-product copilots

    Assistants that understand the screen, the user and their data.

  • 02

    AI chat & support

    Grounded chatbots that answer from your content and know when to hand off.

  • 03

    Generation & summarisation

    Draft, rewrite, summarise and classify inside existing workflows.

  • 04

    Recommendations & matching

    Ranking and matching features — the kind we built for Smart Matrimony.

How we approach it

Four steps. No surprises.

  1. 1

    Find the job to be done

    Identify the user moment where AI removes real effort.

  2. 2

    Design the interaction

    Streaming, editing, confidence and fallback states designed up front.

  3. 3

    Build & evaluate

    Ship against an evaluation set and track quality as prompts and models change.

  4. 4

    Control cost & latency

    Caching, model routing and token budgets so unit economics hold at scale.

Stack

The LLM & AI Applications stack

  • OpenAI
  • Claude
  • Next.js
  • React Native
  • Node.js
  • Python
  • FastAPI

Questions

What people usually ask

Can you add AI to an app you didn't build?

Yes. We start with a short codebase review, then build the AI feature as a well-bounded module in your stack.

How do you keep AI costs under control?

We measure tokens per user action from day one and use caching, smaller models where quality allows, and hard budgets.

MIISCO / Start

Have something ambitious in mind? Let's figure out how to build it.

  1. 01We read your briefAn engineer — not a salesperson — replies within one business day.
  2. 02A focused callWe ask the questions that shape scope, risk and cost.
  3. 03A written planScope, approach, team and estimate you can compare and challenge.

Prefer email? vishal@miiscollp.com
Or call +91 7000285287

01 / 04

What are we building?
About a minute. No sales scripts.