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Custom AI Solutions

Custom AI Solutions Built Around Your Business

Off-the-shelf AI tools solve someone else's problem. Acquaint Softtech designs, builds and runs custom AI solutions trained on your data, built into your software and following your approvals, backed by 13+ years of engineering, 70+ in-house engineers and 1,300+ projects. Every solution ships with full IP ownership.

  • Every AI type: ML, generative AI, vision, NLP and agents.
  • Full stack: data, models, APIs, apps, cloud and MLOps.
  • Right-sized: only as custom as your problem needs.
  • Right-sized: only as custom as your problem needs.
What custom AI solutions mean in practice

What Are Custom AI Solutions for Business?

// Definition

How custom AI differs from ready-made tools.

// When you need custom AI

Signs your problem needs custom AI development.

Have a problem off-the-shelf AI cannot solve? 30-minute call. Our engineers will tell you what a custom AI solution would take, and whether you need one at all.
Book a Custom AI Call
0+ PROJECTS DELIVERED
0+ IN-HOUSE ENGINEERS
0% CLUTCH RATING
0+ YEARS EXPERIENCE
0+ MONTHS TEAM TENURE
0HRS ENGINEER ONBOARDING
Why custom AI

Why Choose Custom AI Over Ready-Made Tools?

Your edge lives in your own data, processes and customers, and no generic tool knows them. Custom AI turns that edge into features and decisions only your business has.

Prediction and forecasting

Inspection and image AI

Document and text AI

Assistants on your knowledge

Workflow automation with AI

AI inside your product

Custom AI solution types

Which Custom AI Solution Fits Your Problem?

Every custom AI solution falls into one of four families, often combined. We pick only the AI software solutions your problem needs, never the most impressive ones.

Pattern 1

Custom Machine Learning

Python + scikit-learn or XGBoost + MLflow
Pattern 2

Generative AI and RAG

Claude or GPT + LangChain + vector search
Pattern 3

Vision and Document AI

tool calling + n8n or queue workers + approval steps + audit log
Pattern 4

AI Agents and Automation

gateway service + model routing + Redis cache + spend tracking
Most clients land at levels 2 to 4, where custom AI pays back fastest. Our engineers will recommend your level and a phased plan in writing.
Get a Customization Plan
Custom AI use cases

Six Problems Our Custom AI Has Solved

Each problem below is one no ready-made tool could fix, and names who it was built for where we can. They show how custom AI development fits very different businesses.

// PROBLEM 01

Valuations prepared by hand

Built for: Property Brokers
// PROBLEM 02

Inspection AI users did not trust

Built for: Good2Know
// PROBLEM 03

Fraud rules blocking good users

Built for: Bitpanda
// PROBLEM 04

Search that misses meaning

Built for: Kandy
// PROBLEM 05

Legacy software without AI

Built for: established platforms
// PROBLEM 06

Tools that cannot see your data

Built for: support and operations teams
Levels of customization

How Custom Should Your AI Solution Be?

Not every problem needs a model trained from scratch, and we never sell more custom AI than you need. We start at the lowest level that solves your problem, then go deeper only when results justify it.

Level What we do Typical fit
Configure Set up a proven AI tool or API Common, simple tasks
Integrate Connect AI to your apps and data AI inside existing workflows
Ground Make AI answer from your data with RAG Knowledge and support
Train Build or fine-tune models on your data Prediction, vision, scoring
Own the full stack A complete AI product, data to interface AI-first products
Most clients land at levels 2 to 4, where custom AI pays back fastest. Our engineers will recommend your level and a phased plan in writing.
Get a Customization Plan
Our custom AI development services

Nine Custom AI Development Services We Deliver

Each of our custom AI development services has a clear scope and deliverable. Data, models, software and cloud sit in one team, which is what makes our full stack AI solutions move fast.

// SERVICE 01

AI Strategy and Consulting

Output: custom AI roadmap
// SERVICE 02

Custom Machine Learning Models

Output: production ML model
// SERVICE 03

Generative AI and RAG

Output: generative AI features
// SERVICE 04

Computer Vision and Document AI

Output: vision and text automation
// SERVICE 05

AI Integration and Modernization

Output: AI inside your stack
// SERVICE 06

AI Integration and Modernization

Output: AI inside your stack
// SERVICE 07

Full Stack AI Applications

Output: AI-powered product
// SERVICE 08

Data Engineering for AI

Output: AI-ready data
// SERVICE 09

MLOps and Dedicated AI Team

Output: AI kept reliable
Need a scoped custom AI proposal? Share the problem, your data and your systems, and we will send milestones, a timeline and a budget.
Get a Custom AI Proposal
Choosing your approach

Custom AI vs Off-the-Shelf AI Tools

Off-the-shelf AI tools are fast to start and fine for generic tasks. Custom AI wins when the value depends on your data, your systems and your rules.

Concern Off-the-shelf AI tool Custom AI solution
Uses your data Limited or none Trained or grounded on it
Fits your workflow You adapt to the tool Built around your process
Integration Fixed connectors Any system through APIs
Control and privacy Vendor rules Your rules, your hosting
Ownership Subscription 100% your IP
Choosing a starting point

Proof of Concept, MVP or Production AI?

The right starting point depends on how sure you are that AI will work. A proof of concept proves the idea, an MVP tests the market and production AI runs the business.

Concern AI proof of concept AI-powered MVP Production AI
Goal Prove AI works on your data Test with real users Run the business on it
Timeline 2 to 3 weeks A few months 8 to 12 weeks for one solution
Includes Model and measured results Core features and app Full stack, security and MLOps
Best when The idea is unproven The market is unproven The value is proven
Want proof before a big investment? A custom AI proof of concept shows real results on your data in 2 to 3 weeks.
Start a Custom AI Proof of Concept
What every custom AI engagement includes

Everything a Custom AI Solution Ships With

A model on a laptop is not a business solution. Every custom AI solution we deliver arrives production-ready, measured and documented, so your team can trust it and run it.

  • Business case and metric

    Define business goals, expected outcomes, success metrics, and ROI. Align AI investment with measurable business growth.


  • Data readiness report

    Check data quality, availability, gaps, and preparation requirements. Identify missing data before development starts.

  • Accuracy baseline

    Measure existing performance and set clear accuracy targets. Use test data to validate model performance.

  • Full stack build

    Build the complete AI solution, including frontend and backend. Test functionality, scalability, and reliability before launch.

  • Integration with your systems

    Connect AI with existing apps, APIs, databases, and workflows. Ensure secure data exchange across your systems.

  • Security and privacy controls

    Protect sensitive data with access controls, encryption, and compliance. Apply safeguards to reduce security and privacy risks.

  • Monitoring and retraining

    Monitor performance, detect model drift, and retrain when needed. Keep AI outputs reliable as data changes.


  • Code, docs and handover

    Deliver source code, technical documentation, and team handover. Help your team maintain and improve the solution independently.

Responsible custom AI

Secure Custom AI for Your Business Data

Custom AI touches your most valuable data, so security is built in from day one. Secure custom AI means you decide what the AI can see, what it can do and who checks its decisions.

ISO 27001 certified

NDA before any discussion

PII redaction

Role-based access

Human approval

One-click rollback

Audit logs

100% IP ownership

Working with sensitive or regulated data? We design privacy and approval controls before any data changes hands.
Discuss Secure Custom AI
Custom AI by industry

Custom AI Solutions for the Industries We Serve

Every industry has its own data, rules and decisions. Where our custom AI development company has delivered for a named client we mark it; elsewhere we list typical custom AI solutions.

Real Estate

Delivered: Property Brokers

Automotive

Delivered: XOALA

FinTech and Investing

Delivered: Bitpanda

eCommerce

Delivered: MAP FinTech

Healthcare

Manufacturing

Logistics

Legal and Compliance

SaaS

Want results like these from your own data? Tell us the problem, and we will show you the fastest path to a working custom AI solution.
Discuss Your Problem
Who leads custom AI engagements

Custom AI Development Backed by Our Founder

Custom AI is a long-term investment, so every custom AI development engagement is scoped with leadership in the room. You get a straight answer, including when a simpler tool or quick integration would do the job.

MR

Mukesh Ram

Founder and CEO, Acquaint Softtech

Want a dedicated AI/ML engineer on your team? Pre-vetted engineers deployed in 48 hours, NDA first.
Hire AI/ML Engineers
Our custom AI development process

Our Custom AI Development Process

Every custom AI project follows six steps, from the first data audit to a monitored launch. A proof of concept takes 2 to 3 weeks, and a production AI solution usually 8 to 12.

STEP 01

Define the Problem

STEP 02

Audit the Data

STEP 03

Test the Idea

STEP 04

Build the Full Stack

STEP 05

Test and Harden

STEP 06

Launch and Improve

Ready to define your problem? Step one turns a business goal into a measurable AI target.
Define Your AI Goal
Custom AI case studies

Custom AI Case Studies Across Four AI Types

Each project started with a problem no ready-made tool could solve: prediction, vision, risk scoring and search. All four custom AI case studies link to a published Acquaint Softtech page.

Real Estate · Custom Price Prediction Platform

Property Brokers: custom valuation models for an agency with 80+ locations.

"The technology felt practical rather than experimental, which was exactly what we needed."

Guy Mordaunt, Managing Director, Property Brokers
// The challenge

Sales history and pricing sat across spreadsheets, agents gathered appraisal evidence by hand, and leadership compiled regional reports office by office.

// What we integrated

A full stack custom AI solution: centralized data ingestion, an analytics engine, property price prediction models, market dashboards and a secure API layer, rolled out first to a pilot group.
Read the Property Brokers case study

80+ locations served
Faster appraisal preparation
6-10 engineers on the team
1,216 hours of engineering
Client Property Brokers · Industry: Real estate · Location: New Zealand · Stack: Python
C ↗

Custom Vehicle Inspection Model

Read the Good2Know case study → →
C ↗

Custom Risk Scoring Engine

Read the FLIQA case study → →
C ↗

Custom Semantic Search

Read the Kandy case study → →
Client testimonials

What Clients Say About Our Custom AI Work

Rated 4.8/5 across 79 verified Clutch reviews of our AI and software engineering. Below, clients answer the questions buyers ask before choosing a custom AI development provider company.

★★★★★ 5

Founders ask: Will the AI be audit-ready?

Barbie Adler ~Founder and President, Selective Search AI Development
★★★★★ 4.5

Data heads ask: Will results be trusted?

Giovanni Gianolli ~CEO, Bianalisi Medical
★★★★★ 5

CEOs ask: Will they explain the value clearly?

Rafał Styczeń ~ Chairman, Ailleron AI Development
★★★★★ 5

Founders ask: Will it hold up at peak traffic?

Enrico Trombini ~ Founder, Lampoo eCommerce
Want custom AI your leadership can trust? Talk to the engineers who would build it.
Talk to Our Custom AI Team
Why Acquaint Softtech

Why Choose Our Custom AI Development Company

We handle the whole stack in one team: data, models, APIs, apps, cloud and MLOps. As a full stack AI solutions provider in India, we give you one accountable partner from proof of concept to production.

Right-sized AI

Full stack in one team

Proof you can check

Technology-neutral

Stable in-house team

Your AI, your IP

Want one partner from idea to production? Join the teams that trust Acquaint Softtech with their custom AI.
Talk to Our Custom AI Team
Full stack AI technology

The Full Stack AI Technology We Use

We choose tools per problem, so every custom AI solution runs on the simplest stack that hits your target. You get proven, open full stack AI technology with no lock-in.

Machine learning

Python scikit-learn XGBoost

Deep learning

PyTorch TensorFlow

Generative AI

Claude GPT Gemini Llama

LLM frameworks

LangChain LangGraph

Computer vision

OpenCV YOLO

Language AI

Hugging Face spaCy

Data and search

PostgreSQL MongoDB Atlas Vector Search pgvector

Streaming

Kafka

Web apps

Laravel Node.js React

Mobile apps

React Native Flutter

Cloud

AWS Azure Google Cloud

MLOps

Docker MLflow
Need AI skills on your team now? Pre-vetted AI/ML engineers can join your sprints within 48 hours.
Hire an AI/ML Engineer
Custom AI cost

How Much Does a Custom AI Solution Cost?

A custom AI proof of concept costs $12,000 to $20,000, and a production custom AI solution $30,000 to $60,000 over 8 to 12 weeks. Advanced agentic systems range from $80,000 to $300,000, depending on scope.

MODEL 01

Custom AI Proof of Concept

Most Popular
MODEL 02

Production Custom AI Solution

MODEL 03

Dedicated AI/ML Engineer

Cost factor Why it matters Impact
Level of customization Training models costs more than configuring tools Highest
Data readiness Messy data needs cleaning and labeling High
Systems connected Each integration adds engineering Medium
User interface Full apps cost more than an API Medium
Compliance needs Audit trails and approvals add work Medium
Running costs Hosting, model usage and retraining Lower
Your problem decides the price, not a package. Share it and we will tell you the right level of custom AI and what it will cost.
Start Your Custom AI Project
Common questions

Custom AI Solutions FAQs

Short, honest answers on cost, timelines, data and ownership, written by the engineers who build our custom AI solutions.

  • How much does a custom AI solution cost?

    A proof of concept costs $12,000 to $20,000, a production custom AI solution $30,000 to $60,000, and advanced agentic systems $80,000 to $300,000. A dedicated AI/ML engineer costs $4,400 per month.

  • When do we need custom AI instead of an off-the-shelf tool?

    When your edge depends on your own data or processes, when tools cannot integrate with your systems, or when you need control over privacy, accuracy and cost.

  • How custom does our AI need to be?

    Usually less than you think. Most clients land between integrating AI, grounding it in their data with RAG and training models on their data.

  • What makes Acquaint Softtech a full stack AI solutions provider?

    One team handles data engineering, models, APIs, web and mobile apps, cloud and MLOps, so you have one accountable partner from proof of concept to production.

  • How long does custom AI development take?

    A proof of concept takes 2 to 3 weeks, a production custom AI solution usually 8 to 12 weeks, and complex agentic systems 16 to 24 weeks.

  • How long does an AI integration take?

    A proof of concept on your own systems takes 2 to 3 weeks, and a production AI integration usually takes 8 to 12 weeks.

  • What data do we need to start?

    Records related to the problem, such as history, documents or images. We audit your data first and tell you what it supports today and what to fix.

  • Who owns the custom AI solution you build?

    You do. We sign an NDA before any discussion and transfer 100% of the IP, including models, code, data pipelines and documentation.

Related services

Related AI Development Services

Custom AI clients often start with an AI proof of concept, an AI-powered MVP or AI consulting. Explore the AI development services below from the same team.

India (Head Office)

203/204, Shapath-II, Near Silver Leaf Hotel, Opp. Rajpath Club, SG Highway, Ahmedabad-380054, Gujarat

USA

7838 Camino Cielo St, Highland, CA 92346

UK

The Powerhouse, 21 Woodthorpe Road, Ashford, England, TW15 2RP

New Zealand

42 Exler Place, Avondale, Auckland 0600, New Zealand

Canada

141 Skyview Bay NE , Calgary, Alberta, T3N 2K6

Your Project. Our Expertise. Let’s Connect.

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