Top AI & ML Development Company

A progressive AI ML development company, winning the trust of global businesses across industries. We offer a suite of end-to-end AI ML development services that help businesses to achieve intelligent process automation, leading to better productivity and competitive growth.

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40+
AI ML Developers
20+
Project Delivered
90%
Talent Retention Rate
100%
Refund Policy*
AI ML Development services
Trusted BY 1600+ Happy Clients, Including Fortune 500 Companies

AI ML Development Services Meeting Your Ever-Evolving Business Automation Needs

Leveraging expertise in working with emerging technologies, our AI & ML developers build powerful software solutions to help you make smart decisions, leading your business to success.

Artificial Intelligence (AI) Solutions

We leverage our extensive expertise in building industry-leading, custom AI-powered software solutions, using the latest tools and technologies - that are proactive in nature to deal with changing business dynamics.

Machine Learning Solutions

We develop and implement advanced machine learning algorithms, revolutionizing businesses with smart solutions. Our expertise empowers software applications, helping them harness the full potential of rapidly generated data.

Computer Vision

We implement and integrate computer vision-powered algorithms to train AI solutions and automate them to perform various tasks like image processing, object detection, facial recognition, and pattern recognition, etc.

Generative AI Development

We implement generative AI algorithms and models to help machines learn, adapt, and create content with remarkable proficiency. Our effective Generative AI development solutions automate repetitive tasks and spark creativity.

Data Science Solutions

We empower businesses to make informed decisions by building robust Big Data analytics and AI/ML-powered software solutions using predictive models to process all types and formats of datasets in real-time.

Data Visualization

We specialize in transforming Data into creative visualizations to enable businesses to get meaningful insights & trends by utilizing tools like PowerBI and Tableau. Get ready for data-driven insights to transform your business decisions.

Data Analytics

Our Team of Data Analytics uses advanced analytical techniques and predictive models to gain a deeper understanding of customer data to identify patterns and trends with Python, R, and Apache Spark etc.

Robotics Process Automation

We can help you build AI-powered, metaphorical software robots to understand and automate your routine business-critical processes, like documentation, front-office support, security, and recommendations.

Synthetic Data Model

Our capabilities extend to incorporating artifically generated synthetic data, ensuring the robust testing and training of algorithms across a spectrum of simulated scenario-based datasets, improving efficiency and data security.

AI-Driven Chatbot Development

To help you provide round-the-clock extensive custom support we build and integrate AI-powered chatbots into your business software solutions, website, mobile apps, etc., while upholding customer-centric principles.

Natural Language Processing

We use a robust AI technology stack to build apt NLP-powered solutions to bridge the gap between human-understandable languages and computer-understandable languages for both entities to work in sync and achieve success.

Fraud Detection

Implementing custom ML-powered security models to build AI-powered anti-fraud systems to discover and deal with all malware and ransomware attacks before they start playing their malicious games.

Ready to Unlock the Full Potential of AI & ML for Your Business?

Whether you're looking to optimize processes, automate tasks, or gain insights from data, we have the right expertise onboard to help you thrive.

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  • NDA 100% NDA-protected contract
  • resource substitution 100% resource substitution*
  • hiring models Flexible hiring models
  • refund policy* 100% refund policy*

Hire Your Project-specific AI ML Team

langchain experts
Langchain Experts
  • Amazon Web Services (AWS)
  • Tableau
  • Slack
Team Composition
  • + 1 Business Analyst
  • + Backend Engineer
  • + Data Scientist
  • + 1 UI Designer
algorithmic trading
Alogrithmic Trading
  • dplyr
  • Tableau
  • Matplotlib
  • ggplot2
Team Composition
  • + 1 ML Engineer
  • + Backend Engineer
  • + Data Scientist
  • + 1 UI Designer
custom llm model
Custom LLM Model
  • TensorFlow
  • OpenAI GPT
  • Hugging Face Transformers
  • spaCY/NLTK
  • Docker
  • ELK Stack
Team Composition
  • + Project Manager
  • + ML Engineers
  • + Deep Learning Experts
  • + Data Scientists
  • + Software Engineer
recommendation engine
Recommendation Engine
  • Kotlin
  • SWIFT
  • SWIFT UI
  • React Native
Team Composition
  • + UI/UX Designer
  • + ML Engineer
  • + Mobile App Developers
  • + Data Scientist
ai based web product
AI Based Web Product
  • Reactjs
  • Nodejs
  • MongoDB
  • GCP
  • Docker
Team Composition
  • + 1 Business Analyst
  • + 2 Front End & Backend Engineers
  • +2 DBA
  • + 2 Project Manager
predictive maintenance
Predictive Maintenance
  • Prophet
  • GeoPandas
  • Dask
  • Kafka
  • Docker
Team Composition
  • +1 ML Engineer
  • + 2 Front End & Backend Engineers
  • +2 DBA
  • + 2 Project Manager
ai agent team
AI Agent Team
  • LLM
  • LiteLLM
  • Langchain
  • AWS
  • Docker
Team Composition
  • + 1 AI Engineer
  • + 2 Front End & Backend Engineers
  • +2 DBA
  • + 2 Project Manager
data visualisation platform
Data Visualisation Platform
  • Tableau
  • Redshift
  • Apache Spark
  • NumPy
Team Composition
  • + 1 Business Analyst
  • + Backend Engineer
  • + Data Scientist
  • + ML Engineer
medical predictive analytics
Medical Predictive Analytics
  • scikit
  • TensorFlow
  • Jupyter
  • SQL
  • EC2
Team Composition
  • + ML Engineer
  • + Backend Engineer
  • + Full Stack Developers
  • + Data Scientist
bank fraud detection system
Bank Fraud Detection System
  • Hadoop
  • NumPy
  • MongoDB
  • TensorFlow
Team Composition
  • + ML Engineer
  • + 2 Front End & Backend Engineers
  • + DBA
  • + Data Scientist
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Amazing Projects Our AI ML Developers Are Working On

Explore a range of ongoing AI/ML projects, from fundamental to groundbreaking, that are poised to transform the operational dynamics of our clients' businesses.

robot_2
ongoing

Developing an enterprise-level AI chatbot that can intelligently interact with users, provide personalized assistance, and automate routine tasks, ultimately boosting productivity and customer satisfaction for our clients.

  • RAG Pipeline
  • LLM
  • Text-to-SQL
  • Langchain
  • HuggingFace
  • health_and_safety
    ongoing

    Utilizing deep learning models to analyze genomic data and predict optimal treatment strategies tailored to individual patients, revolutionizing healthcare by offering personalized medicine solutions.

  • Robotic Process Automation
  • Data Analysis
  • Deep Neural Networks
  • Deep Learning
  • ecg_heart
    ongoing

    Utilizing advanced computer vision, this system enables supervisors to monitor worker movements, detect safety gear violations, identify falls, and track safe and danger zones on construction sites.

  • YOLOv8
  • PyTorch
  • OpenCV
  • Numpy
  • Pose Estimation
  • manufacturing
    ongoing

    Developing predictive maintenance models using machine learning algorithms to anticipate equipment failures before they occur, minimizing downtime and maximizing operational efficiency in Construction environments.

  • Custom Model Development
  • TensorFlow
  • Scikit
  • Time Series Analysis
  • Anomaly Detection
  • donut_small
    ongoing

    Our AI experts have developed this AI-powered project that automates consultation appointment scheduling and generates forms based on doctor-patient online consultation calls, chat assistance, diagnosis assistance, and more.

  • RPA
  • Langchain
  • Speech-to-text
  • Selenium
  • FastAPI
  • ecg_heart
    ongoing

    Our AI experts have developed this AI-powered project that automates consultation appointment scheduling and generates forms based on doctor-patient online consultation calls, chat assistance, diagnosis assistance, and more.

  • RPA
  • Langchain
  • Speech-to-text
  • Selenium
  • FastAPI
  • account_balance
    ongoing

    Developing machine learning models to predict customer churn in the telecom industry, enabling companies to proactively identify at-risk customers and implement retention strategies to reduce churn rates.

  • Feature Engineering
  • TensorFlow
  • Python
  • Random Forest
  • Logistic Regression
  • Key Insights from Our AI ML Development Experts

    Explore our featured AI ML Development-related insights on news boards that are popular among our readers.

    Case Study Passio- Edge-AI Platform for Enterprise

    Our journey of building Passio, the edge AI platform with futuristic technologies within a specific timeline.

    Blog How AI and ML are Revolutionizing Business Processes?

    Understand how businesses are using AI and ML in process optimization to maximize productivity and speed.

    Podcast How AI is Empowering the Real Estate Industry?

    Learn how AI is strengthening the real estate industry and helping buyers and sellers find perfect properties quickly.

    Our Handpicked AI ML Development Success Stories

    Explore how our AI ML services have helped our clients transform their businesses and achieve tangible results.

    sidepocket
    AI-based Investment Platform
    • Cloud - Microservices
    • APEX Implementation
    • Admin Panel Implementation

    Sidepocket is an asset allocation robo-advising app designed to help users follow informed investment practices while minimizing risks and maximizing diversification and profits.

    • attach_money15% Increase in revenues
    • verified_user95% Accuracy rate
    • trending_up70% Increase in App Performance
    • trending_up25% Spike in ROI
    • group_add30% Monthly increase in user registration
    VIEW CASE STUDY
    squaredash
    AI-based Instant Funding Platform
    • Dedicated Hire Team
    • Web Development

    Squaredash, an insurance claim management firm, helps companies and individuals obtain insurance claims as early as possible.

    • trending_down50% Reduction in claim processing time
    • verified_user90% Reduced error rates
    • trending_up95% Improvement in document processing
    • add_moderator97.5% Accuracy rate
    • trending_up99% Increase in accessibility
    • trending_up2X Increase adoption
    VIEW CASE STUDY
    slipstream
    AGI Programming
    • Dedicated Hire Team
    • Product Development
    • AI/ML Development

    Slipstream is an all-in-app AI-based development platform that not only automates complicated decisions but also enables the creation of complete applications effortlessly.

    • group90% Developers find it easy to adapt
    • group_add50% Growth in the user base
    • trending_down20% Reduction in code compilation time
    • thumb_up40% Developer satisfaction
    • code100M+ Lines of code generated
    VIEW CASE STUDY
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    Industry-focused Insights

    Explore our featured content on different industries that you may find helpful.

    Case Study DentalCare App - Doctor Appointment Booking App

    How has MindInventory helped DentalCare to create an app simplifying dental appointment booking and record...

    Podcast How AI Can Be Beneficial to Healthcare Startups?

    Learn how AI is transforming the healthcare landscape and setting benchmarks with its compelling offerings...

    Whitepaper A Guide to Healthcare IT Solution Development

    This guide covers everything, including healthcare IT trends, app development best practices, cost estimation,...

    Blog Web3 in Finance: Harnessing Decentralization

    Why banking and financial institutes should invest in web3 technologies and what solutions they can invest in...

    Podcast How Cloud Is Reshaping the Fintech Industry?

    Let’s stream it and discover the importance of adopting the cloud for the fintech applications to reap the most...

    Case Study Finnexo - A Personal Banking App

    Explore how the Finnexo app’s cutting-edge branding and UI/UX design won our client’s trust and exceeded...

    Blog Top Educational App Ideas 2023

    With the changing technological paradigm, the education system should also evolve. Check out the latest EdTech...

    Podcast How to develop a learning management system (LMS)?

    Explore best practices and top considerations to build a leading-edge LMS system for your EdTech business...

    Case Study Jetson - Where Students Become Entrepreneurs

    How the Jetson app found success in generating a new stream to train today’s youth to become tomorrow’s...

    Blog How AI is Empowering the Real Estate Industry

    Check out the potential of AI in transforming the real estate industry, which can generate many business...

    Podcast How to Leverage Web3 Technology in Real Estate?

    Explore how Web3 evolutions, like blockchain, cryptocurrency, and NFTs are reshaping the real estate...

    Success Story Snug - A Home Rental Platform

    How MindInventory helped in creating Snug - a stellar web app, simplifying to rent a property in Australia...

    Blog How to Implement AR in E-commerce Solutions?

    Read our research on ways AR technology benefits E-commerce stores, along with applications adopted by to...

    Podcast How is mamaearth following eCommerce UX Design Trends

    Listen to our most-heard podcast on the UX psychology mamaearth - an eCommerce brand that follows to drive...

    Case Study Cam4Sell - eCommerce Camera Store App

    How the Middle Easts first camera-lover-friendly e-commerce platform with RTL support became camera...

    Blog How Technology Has Reshaped the Logistics

    Understand ways technology evolution enables logistics businesses to boost their productivity and earn more...

    Case Study SaaS-based Transportation Management System

    Read how our client achieved a 3X rise in shipment success with our developed SaaS-based TMS...

    Blog 5 Features That You Must Have In Your Logistics App

    Developing a logistics app for your business? Explore 5 essential logistics app features that you cannot miss out...

    Blog How to Build an OTT App like Netflix?

    Learn from the biggest competitors! How you can utilize Netflix’s app psychology to build the next top video...

    Case Study BookMyTicket - A Movie Ticket Booking App

    How a cinematic UI/UX design style of the app BookMyTicket is grabbing the attention of modern...

    Whitepaper How to Build an On-demand Service App?

    Building on-demand app-based business, like Uber? Here’s your takeaway guide to unveil all on-demand...

    Industry-specific AI ML Development Solution We Deliver

    MindInventory serves businesses across various industries with custom AI ML solutions that enhance their operational efficiency and productivity.

    Hire AI developers with a deep understanding of healthcare workflows and regulatory requirements and ensure to meet the highest quality, security, and compliance standards in the healthcare industry.

    • check_circleDiagnostic Imaging AI
    • check_circleChatbots and Virtual Health Assistants
    • check_circleDrug Discovery and Analysis Solution
    • check_circlePredictive Analytics for Patient
    • check_circleAI for Mental Health
    • check_circleRemote Patient Monitoring

    We are not just into digitizing fintech industry operations but also making them smarter, more reliable, and more efficient by infusing AI elements into fintech solutions by addressing industry best practices.

    • check_circleFinancial Forecasting
    • check_circleCredit Scoring and Risk Assessment
    • check_circleSentiment Analysis of Financial News
    • check_circleAlgorithmic Trading
    • check_circleReal Time Anomalies Transactions Detection
    • check_circleCredit Card Fraud Detection

    By analyzing vast amounts of data, including property listings, market trends, and customer preferences, we create AI solutions that enhance decision-making, streamline operations, and enrich customer experiences.

    • check_circlePredictive Analytics for Property
    • check_circleAI based Energy Efficiency Optimization
    • check_circleConstruction Safety Monitoring
    • check_circleReal Estate Market Forecasting
    • check_circleAutomated Property Inspections
    • check_circleDrone Technology for Site Surveys

    Whether it's optimizing prices or automating routine tasks, we cater to different intricacies of retail and e-commerce businesses to build AI solutions that they need to thrive in today's digital era.

    • check_circleDemand Forecasting
    • check_circleTargeted Marketing
    • check_circleCustomer Segmentation
    • check_circleCustomer Flow Analysis
    • check_circleSentiment Analysis of Customer Reviews
    • check_circlePerformance Analytics for Stores
    • check_circleMarket Basket Analysis

    Hire AI experts to develop solutions for the education industry, catering to the evolving needs of students, educators, and institutions, ensuring improved learning outcomes and operational efficiency.

    • check_circlePersonalized Learning Platforms
    • check_circleOCR-based Exam Paper Grading
    • check_circleCV-based School Surveillance System
    • check_circlePredictive Analytics for Student Success
    • check_circleLLM-based Customized Curriculum Creation
    • check_circleCV-based Student Engagement System
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    Technology Stack That Our AI ML Experts Use Proficiently

    Here's a list of tools and technologies our AI ML experts excel in, catering to various AI and ML development requirements:

    Languages
    • Python
    • R
    • JavaScript
    • Kotlin
    • Golang
    • C++
    • TypeScript
    AI/ML Frameworks
    • TensorFlow
    • Keras
    • LangChain
    • LlamaIndex
    • RASA
    • Caffe
    • Xgboost
    • MxNet
    • AutoML
    • CNTK
    Libraries
    • PyTorch
    • scikit-learn
    • OpenCV
    • Hugging Face Transformers
    • Hugging Face PEFT
    • FastAI
    • NLTK
    • Asyncio
    • Ggplot2
    • Dash
    • Streamlit
    • Gradio
    • Spark
    • MLlib
    • Theano
    • Gensim
    Algorithms
    • Regression models
    • KNN
    • SVM
    • Random Forest
    • Decision Tree
    • Tesseract
    • YOLO
    • LLMs
    • Stable diffusion
    • DALL-E 2
    • Midjourney
    • Imagen
    • GLIDE
    • Whisper
    • BARK
    Data Management & Visualization
    • OpenML
    • ImgLab
    • Fivetran
    • Talend
    • Databricks
    • Snowflake
    • Pandas
    • Tecton
    • Feast
    • DVC
    • Pachyderm
    • Grafana
    • Censius
    • Spark
    • Data lakes
    • Amazon S3
    • NumPy
    • SciPy
    • Apache Spark
    • Azure Cosmos
    • Hadoop
    • Matplotlib
    • Power BI
    • Tableau
    • Apache Kafka
    • Vertex AI
    • Seaborn
    • Plotly
    • Fiddler
    Natural Language Processing Technologies
    • NLTK
    • Spacy
    • HuggingFace Transformers Library
    Model Management Tools
    • Neptune
    • Comet
    • Evidently
    • AWS Sagemaker
    • Azure Machine Learning
    • Google Cloud
    hub Neural Networks
    • Artificial Neural Networks (ANN)
    • Convolutional Neural Networks (CNN)
    • Recurrent Neural Networks (RNN)
    • Long Short Term Memory (LSTM)
    • Generative Adversarial Network (GAN)
    • Transformers, Autoencoders (VAE, DAE, SAE, etc.)
    • Deep Q-Network (DQN)
    • Feedforward Neural Network
    • Radial Basis Function Network
    • Modular Neural Network
    OCR
    • Pytesseract
    • EasyOCR
    • Keras-OCR
    • AWS Textract
    • Azure AI Document Intelligence
    • Google Vision
    • Amazon Extracts
    GenAI Tools
    • LangChain
    • LlamaIndex
    • HuggingFace
    • OpenAI GPT 3.5/4
    • Llama
    • Mistral
    • Mixtral
    • TinyLlama
    • Google Gemma
    • Google Gemini
    • Llava
    • BERT
    • PaLM2
    • GPT4 All Models
    • HuggingFace Models
    • bloom-560m
    • DALL.E
    • Whispers
    • Stable Diffusion
    • Phi
    • Vicuna

    MindInventory - Your Ideal AI ML Software Development Company

    We are not just into crafting AI ML solutions that most businesses have but also developing AI/ML use cases that the world has never seen before. We have an exceptional team of AI ML developers who find excitement in challenges to find new AI/ML possibilities that can help our clients achieve their goals. As a best AI and ML development company, we distinguish ourselves through:

    Exceptional Team of AI ML Experts

    We have a designated team of AI ML experts working as a separate division solely on AI/ML projects. Our team has extensive experience in working with various complexities of AI/ML projects and delivering powerful solutions.

    Innovation with Strong R&D

    Continuous R&D efforts lead to the development of more sophisticated algorithms and models. We invest heavily in R&D efforts to help our clients develop their unique and powerful AI and ML solutions.

    Security & Compliance-First Approach

    To ensure that clients' data is safe with us, we sign an NDA with them. We even follow data security and confidentiality best practices while enforcing data accessibility controls, using VMs, VPNs, or other considerations to ensure sensitive data confidentiality.

    Flexible Engagement Models

    Instead of working on unwanted rigid and strict parameters, we offer our clients the flexibility to choose engagement models and switch in between based on their evolving needs to ensure long-term, reliable association.

    Dedicated Support

    AThe dedicated talents/team you hire for your project from our team, work as your remote extended team. Hence, you'll have direct contact with them during the agreed working hours for effective collaboration.

    100% Transparency

    We maintain complete transparency by consistently sharing all updates and incorporating your feedback to improve the project. Every line of code we write is completely owned by our customers.

    About Us

    Crafting cutting-edge digital solutions with creative minds

    Who We Are

    A Mindful team of tech innovators bringing world-class tech ideas to reality. We embrace the power of technology to provide cutting-edge digital solutions that propel our clients toward unprecedented success.

    250+

    Tech Experts On-board

    tech experts on-board
    13+

    Years Of Expertise

    years of expertise
    2500+

    Projects Delivered

    projects delivered
    40+

    Countries Served

    countries served

    What Drives Us?

    Creativity is our heartbeat. We constantly challenge ourselves to further our technical prowess and help our customers to deliver exceptional customer experience.

    250+

    Tech Experts On-board

    tech experts on-board
    12+

    Years Of Expertise

    years of expertise
    2500+

    Projects Delivered

    projects delivered
    40+

    Countries Served

    countries served

    Our Achievements

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    clutch
    star star star star star 4.6

    Top IT services company

    goodfirm
    star star star star star 4.7

    Top mobile app development company

    designrush
    star star star star star 4.8

    Top mobile app development company

    top-developers
    star star star star star 5.0

    Top mobile developers

    Client’s Testimonial

    How Gratitude App has achieved more engagement rate of users across the age.

    Erika finds MindInventory a unique and reliable team of creative designers to continue work with that has helped bring her dream app into reality, which is playing a pivotal role in helping users showcase gratitude.

    play_arrow Erika Migliaccio
    Erika Migliaccio
    United States United States
    play_arrow
    Client’s Testimonial

    How a SaaS solution created by us is receiving increasing feature adoption

    Ryan Miller finds MindInventory a great technology partner who exceeded his and his team’s expectations with the top-notch quality design and development deliverables of his mission-critical SaaS app development project.

    play_arrow Ryan Miller
    Ryan Miller
    United States Australia
    play_arrow
    Client’s Testimonial

    How object Recognition Transformed Healthy Living

    Data scientists and AI/ML engineers at MindInventory, hired by the Passio team, played a pivotal role in building the AI-powered SDKs that enable users to keep on their daily nutrition consumption and ensure a healthy lifestyle.

    play_arrow Dmitiry Richard Starson
    Dmitiry Richard Starson
    United States Australia
    play_arrow
    Client’s Testimonial

    How EnneaApp is still the grosser, guiding users to learn about their personality type

    A business association of 11 long years and yet counting to make the EnneaApp much better and user-centric to meet and exceed the vision to make this world a better understandable and mindful place to live in.

    play_arrow Elan BenAmi
    Elan BenAmi
    United States Australia
    play_arrow

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    Explore our other related services to enhance the performance of your digital product.

    Frequently Asked Questions

    Here are common queries and insights often asked by both clients and potential partners about artificial intelligence and machine learning development services.

    You can use artificial intelligence and machine learning solutions for various use cases, including implementing AI-powered chatbots for better customer care support, automated marketing, providing product recommendations, audience segmentation, analyzing customer behavior in their apps, fraud identification, optimizing supply chain operations, etc. In short, businesses can use artificial intelligence extensively to automate their business analytics-based processes.

    The cost of AI ML software development depends on many factors, such as the development platform, project categories, project complexity, the country of the developer, and the number of features you need in your AI/ML software. Contact us with your requirements to get the AI and ML software development cost estimation.

    Yes! We have flexible hiring models, like hourly hiring, monthly hiring, and yearly hiring. So, you can hire AI ML developers on an hourly or project/task base and flexibly change the hire model type later on.

    One of the main reasons to outsource is to work 'round-the-clock'; and that too, at a better cost than hiring in-house staff. We generally work from 10 AM to 7 PM IST (Mon - Fri); however, for the call/meeting, hired developers can make adjustments for around +/- 3 hours from regular office hours.

    Here are some of the key benefits of outsourcing your software development in a country like India:

    • Flexible to work according to your time zone
    • Access to experienced developers
    • Reduced development times
    • Assured quality services
    • Emerging technology support
    • A better understanding of different platforms

    Figuring out how long it takes to develop an AI ML solution depends on various factors like the development platform, the complexity of the design, the experience level of the developer, features & functionality, testing, and many more. Contact us with your requirements to get the time estimation.

    Before providing AI ML services, we draft and sign up the contract with the clause that the invoice is to be paid after 15 days once you begin the work and would want to continue further for a contract duration of a minimum of 3 months.

    We ensure that the clients’ intellectual properties are kept protected all the time, from closing the deal with an NDA and keeping the code secure in the private Git to delivering the project with all formalities, code ownership, copyrights, etc.

    Yes, we do! For the maintenance of the AI and ML solution, you do not require to hire a full-time programmer as we have a flexible bucket model, which allows you to hire our developers to provide dedicated support and maintenance service when required.

    Yes, we will! We have come across a couple of clients who previously were working with some other technology partners, but due to some reasons, their mission-critical software development was left unfinished. And we understand the importance of bringing your software ideas to life as soon as possible. Please schedule a call with us; our experts would love to discuss your ideas, find the right-fit solution, and actualize it.