AI / ML Development

AI CHATBOTS · AI INTEGRATION · MACHINE LEARNING

AI/ML Development Services

We help businesses use AI where it genuinely saves time or improves decisions: assistants that answer from your own documents, AI features inside your website or app, automated document and email handling, and machine-learning models built on your data. Every project starts with a small, measurable pilot.

Get a free estimateSee what we build

  • Office in Ahmedabad, India
  • Written scope before work starts
  • You own the code, designs and accounts
  • Live projects you can test
AI / ML illustration
ChatbotsAutomationML models

(01)Overview

What AI/ML development means for a business

AI development is building software that can understand language, read documents, recognise patterns or make predictions. Today most business value comes from two approaches. Generative AI uses large language models (LLMs) through an API to write, summarise, answer questions and extract information. Machine learning trains a model on your historical data to predict or classify, for example which leads are likely to buy or how much stock you will need. The engineering work is connecting either approach safely to your data, your systems and your users.

Businesses drowning in repetitive questions

Sales and support teams answer the same queries every day on the phone, website chat and WhatsApp.

Teams processing documents by hand

Invoices, purchase orders, forms and CVs are read and retyped into other systems.

Product companies adding AI features

You want smart search, summaries, recommendations or an assistant inside your existing web or mobile product.

Companies sitting on useful data

Years of sales, customer or operations data could support forecasts and better decisions.

(02)Services

AI and machine learning services

01

AI chatbots and assistants

Website, WhatsApp and in-app assistants that answer from your own content using retrieval-augmented generation (RAG), with hand-off to a human when needed.

02

AI integration into existing software

Adding summarisation, classification, drafting or smart search to your current website, CRM, portal or app through AI APIs.

03

Document and data extraction

Reading invoices, forms, PDFs and emails, pulling out the fields you need and sending them to your systems for review.

04

Workflow automation with AI

Routing enquiries, tagging tickets, drafting replies and generating reports automatically, with people approving the important steps.

05

Machine-learning models

Prediction and classification models such as lead scoring, demand forecasting and churn risk, trained and tested on your historical data.

06

Recommendation and search

Product and content recommendations and semantic search that understands what users mean, not just the words they type.

07

AI consulting and proof of concept

A short, fixed-scope pilot to test whether an AI idea works with your real data before you commit to a full build.

08

Monitoring and improvement

Tracking answer quality, cost and usage after launch, and improving prompts, data and models over time.

Free60-second estimate

What would your AI project take?

Three questions, about a minute. We use your answers to reply with a realistic cost and timeline range and the questions we need answered, so the first call is useful.

  • No obligation, no spam
  • A real reply from our team, not an automated quote
  • Your details stay private
Question 1 of 3What do you need?

(03)Approach

API, fine-tuning or custom model: which approach fits?

Choosing the right technical approach controls both cost and quality. We recommend the simplest option that meets the goal.

Use an AI model through an API

Fastest and cheapest to start. Suits chat, drafting, summarising and extraction. You pay per use, and your data is sent to the model provider under their terms.

Add retrieval (RAG) over your content

The model answers from your documents, policies and product data instead of general knowledge. This is the right choice for most company assistants and reduces made-up answers.

Fine-tune a model

Useful when you need a consistent style or format across many outputs and have good example data. More effort, and only worth it after a simpler version proves the use case.

Train a custom ML model

Best for predictions from structured data (numbers, categories, history), where language models are the wrong tool.

(04)Industries

AI use cases by industry

Retail and e-commerce

Product Q&A assistants, description writing, review summaries, recommendations and demand forecasting.

Healthcare

Appointment and FAQ assistants, document summarisation for staff and triage of incoming enquiries, with strict privacy controls.

Education and training

Course assistants, question generation, admission query handling and student-support chat.

Manufacturing and B2B

Quotation drafting, specification lookup, purchase-order extraction and dealer support assistants.

Professional services

Contract and document summarisation, proposal drafting and internal knowledge search.

Marketing and sales teams

Lead scoring, enquiry routing, content drafts and call-note summaries in the CRM.

(05)How we work

How we deliver AI projects

  1. 01

    Use-case workshop

    We list where time and money are lost, pick one use case with clear value and agree how success will be measured.

  2. 02

    Data check

    We review the documents or data the AI will use: quality, gaps, privacy and permissions.

  3. 03

    Pilot

    A small working version tested on real examples, with an evaluation set of questions or records it must handle correctly.

  4. 04

    Build and integrate

    Production version connected to your website, app, CRM or WhatsApp, with logins, logging, guardrails and human review steps.

  5. 05

    Launch and measure

    Gradual rollout, monitoring of accuracy, usage and cost, and a feedback loop from your team.

  6. 06

    Improve

    Regular updates to content, prompts and models as your business and the AI tools change.

(06)Responsible AI

Responsible and secure AI

Your data, handled carefully

We only use the data a use case needs, explain where it is processed and help you choose providers whose data terms suit you, including India’s DPDP Act obligations.

Grounded answers

Assistants answer from approved sources, show where an answer came from where possible and say “I don’t know” instead of guessing.

Humans in the loop

Anything that affects money, health or legal commitments goes to a person for approval.

Cost control

Usage limits, caching and model choice keep running costs predictable.

(07)Technology

AI technology stack

Application layers use our confirmed web stack; AI providers and libraries are chosen per project.

Application layer

  • Node.js
  • PHP / Laravel
  • React
  • WordPress
  • Shopify / WooCommerce

Channels

  • Website chat
  • WhatsApp
  • Mobile apps
  • Email

(08)Engagement

Engagement models

Pick the way of working that fits an AI project. You can switch models later as the work changes.

01

Fixed-scope project

Best for a pilot or proof of concept: a fixed scope, a fixed evaluation set and a clear go/no-go decision at the end.

Ask about this model
02

Dedicated developer or team (monthly)

Best for ongoing products. A developer or small team works on your project full time, follows your priorities and joins your tools and stand-ups.

Ask about this model
03

Hourly / time and materials

Best for maintenance, small changes and evolving scope. You pay for the hours actually used, with a log of what was done.

Ask about this model

(09)Why us

Why choose Icon Web Solution

What mattersCommon risk when hiringHow Icon Web Solution works
Scope and priceA rough estimate, then extras appear mid-projectA written scope with milestones and a price for each, before work starts
Seeing progressUpdates when you ask for themA staging site you can open any time, plus written notes on what changed
OwnershipDomain, hosting or code left in the vendor's nameFull ownership of code and designs, plus domain, hosting and store accounts in your name; we sign your NDA on request
Who does the workDesign, development and SEO split across different vendorsOne team for design, development, SEO and marketing
After launchHandover, then a support queueAnalytics, Search Console and redirects in place, with the same team supporting you

10+ years in business

Icon Web Solution has been building and marketing websites for more than ten years. We have seen what still works after launch day, and we plan every AI project with that in mind.

A real office in Ahmedabad

Our team works from TF 15 Adishwar Gold Complex, Ahmedabad 380049, Gujarat, India. You can visit, meet the people doing the work and review progress in person.

Live work you can check

Apple PVC, SGVP Holistic Hospital, Pomelo and JHB Collections are live sites we built. Open them on your phone and judge the quality yourself.

Build and growth under one roof

Design, development, SEO and digital marketing sit in the same company, so the site that gets built is also the site that gets found and converts.

AI that plugs into real systems

We already build the websites, stores, apps and back ends AI needs to connect to, so the AI is not a demo sitting on its own.

Honest about where we are

AI/ML is our newest service line. We start every client with a measured pilot, and we will publish our AI case studies only once they are real and approved.

(10)Work

Work you can open and test today

These are live sites we built. Open them on your phone and judge the work yourself. We do not publish client names or figures without permission.

applepvc.comApple PVC website homepage

Product website · 3D scroll experience

Apple PVC

A manufacturer's product site where edge-band tape is presented through a scroll-driven 3D story.

Visit live site
sgvpholistichospital.orgSGVP Holistic Hospital website homepage

Healthcare website · WordPress

SGVP Holistic Hospital

A multispeciality hospital site with departments, doctors and appointment paths the hospital team updates itself.

Visit live site
purepomelo.comPomelo website homepage

E-commerce · WooCommerce

Pomelo

An online store for a natural fruit and vegetable powder brand, with product pages, cart and checkout.

Visit live site
jhbcollections.comJHB Collections website homepage

E-commerce · Shopify

JHB Collections

A fashion jewellery Shopify store with collections, wishlist and cart, run day to day by the brand.

Visit live site

(11)Cost & timeline

What affects the cost of an AI project?

Get a range in one reply

Answer three quick questions and we reply with a cost and timeline range for your project, not a generic price list.

Get my estimate

Use case complexity

An FAQ assistant over a few documents is far simpler than an agent that takes actions in several systems.

Data preparation

Clean, digital, well-organised data is quick to use; scanned, scattered or inconsistent data needs preparation.

Integrations

Each connected system (CRM, ERP, WhatsApp, website) adds build and testing time.

Accuracy requirements

Higher accuracy targets need larger evaluation sets, more tuning and human review flows.

Running costs

AI APIs are billed per use; volume, model choice and caching decide the monthly cost.

Security and privacy

Sensitive data may need private hosting, extra access controls and audit logging.

(12)FAQ

AI/ML development FAQs

Still have a question? Ask us directly. You will get an answer from the person who would work on your project.

What AI services do you offer?

We build AI chatbots and assistants, add AI features to existing websites and apps, automate document and email processing, and develop machine-learning models for predictions such as lead scoring and demand forecasting.

How much does AI development cost?

Cost depends on the use case, data preparation, integrations, accuracy targets and running costs for AI APIs. We recommend starting with a fixed-price pilot so you see results before committing to a full build.

How long does it take to build an AI chatbot?

A pilot assistant that answers from your own content can be ready in weeks. A production assistant connected to your CRM, WhatsApp and other systems takes longer, depending on integrations and testing.

Can AI be added to my existing website or app?

Yes. Most AI features are added through APIs, so your current website, app or CRM can gain search, summaries, assistants or automation without being rebuilt.

Will the chatbot give wrong answers?

Any AI can make mistakes, so we reduce the risk: answers come from your approved content, the assistant is tested against real questions before launch and it hands over to a human when unsure.

Is my data safe when using AI?

We use only the data a use case needs, explain where it is processed and choose providers and settings that match your privacy requirements, including obligations under India’s DPDP Act.

What is the difference between AI and machine learning?

AI is the broad field of software that performs tasks needing human-like intelligence. Machine learning is one part of AI where models learn patterns from data to make predictions. Generative AI, such as ChatGPT-style models, is another part focused on creating text and other content.

Do I need a lot of data to use AI?

Not for most generative AI projects; your existing documents, FAQs and product data are often enough. Predictive machine-learning models do need a reasonable amount of clean historical data.

Can the AI assistant work on WhatsApp?

Yes. An assistant can be connected to the WhatsApp Business Platform as well as your website and app, sharing the same knowledge base.

Do you have AI case studies?

AI/ML is our newest service line, and our first AI projects are being delivered now. We will publish case studies once they are complete and approved by the clients; until then we start every engagement with a measurable pilot.

(14)Let’s talk

Have a task you think AI could handle?

Tell us the task, how it is done today and roughly how often. We will tell you honestly whether AI is a good fit and what a pilot would involve.

  1. 1
    We reply within one working dayWith questions, or a call slot in your time zone.
  2. 2
    A short discovery callGoals, users, budget range and deadline.
  3. 3
    A written scope and quoteMilestones, a price for each and full code ownership in writing, before any work starts.

Tell us about your project

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