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AI Product Engineering Services

AI Product Engineering
Services

Our end-to-end AI product engineering services build intelligent, secure, and scalable solutions designed for real-world performance. As a trusted enterprise partner recognized by Deloitte and the Times Group, we don't just build software; we build your competitive advantage.

TRUSTED BY CONGLOMERATES, ENTERPRISES AND STARTUPS ALIKE

As the Tech Company of the Year (Times Business Awards) and a Deloitte Fast 50 India honoree in 2023 & 2024, Appinventiv is where enterprises can rely when it comes to AI product engineering. Our team of 1600+ professionals has delivered 3000+ digital products globally over the last decade, helping businesses scale faster with AI-powered solutions that drive exceptional impact in the real world.

Our Core Capabilities:

  • Make day-to-day operations run smoother by building intelligence into your workflows
  • Update legacy products with AI features and predictive capabilities that customers want
  • Turn messy data into clear insights your business can actually use
  • Cut down product development time with smart automation
  • Keep everything running smoothly with the software you already have
IN THE NEWS
Engadget
Financial Express
Fast Company
Oracle
Financial Times
Financial Times
Engadget
Financial Express
Fast Company
Oracle
Financial Times
Financial Times
Deloitte Technology Fast 50 India Winner 2023 & 2024
Clutch Top 100 Fastest-Growing Companies 2025
Statista High Growth Companies APAC 2025 & 2024
Statista India's Growth Champions 2023
Times Group Tech Company of the Year 2023
App Development Company of the Year 2020 by The Entrepreneur
AI product engineering
ai product engineering services
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AI-Driven Projects Revolutionizing Industries

7 5 +

Real-Time AI Analytics Implemented for Enterprises

1 5 0 +

Custom AI Algorithms Deployed for Optimized Performance

5 0 +

Proprietary LLMs Developed for Specific Business Needs

Our End-to-End AI Product Engineering Services

We build AI products that perform in the real world. Our team handles design, engineering, testing, and deployment with a focus on usability, adaptability, and speed. No lengthy development cycles - just practical AI products that work when it matters.
1. AI Product Consulting And Strategy
2. AI Product Development
3. AI Product Integration
4. AI-Based Automation And Process Optimization
5. AI Security And Compliance
6. AI Product Management

AI Product Consulting And Strategy

As an experienced AI engineering consulting company, we help define product goals, assess technical feasibility, and design architecture that fits your business roadmap.

1. Use Case Discovery

We identify opportunities where AI delivers measurable value through automation, analytics, or enhanced user interfaces.

2. Solution Planning

Our AI experts establish foundations for sustainable growth with proven models, regulatory-compliant frameworks, and concrete milestones.

AI Product Development

We operate as a comprehensive AI product development company, converting complex requirements into functional, high-performance solutions.

1. Bespoke AI Systems

We develop custom, enterprise-grade tools specifically designed for your operational workflows and sector requirements.

2. Enterprise-Ready Build

As your AI product engineering services partner, we craft AI products that integrate seamlessly with existing infrastructure while supporting future expansion needs.

AI Product Integration

Making AI work with your current digital systems is how we approach our AI product integration services.

1. Infrastructure Compatibility

Be it ERP, CRM, cloud platforms, or internal tools, we connect everything without breaking how you currently operate.

2. Modular Architecture

APIs and microservices let you deploy in stages and expand capabilities when you're ready.

AI-Based Automation And Process Optimization

We're known for integrating AI-driven automation into everyday business operations. Our experts craft AI products that continuously improve through real-world use.

1. Efficiency at Scale

We handle routine tasks automatically and help teams make better choices with intelligent systems.

2. Cognitive Workflows

From document processing to smart recommendations, we utilize tools that learn and improve alongside your business operations.

AI Security And Compliance

Security, safety, and proper oversight are a part of our AI product engineering services. From model decisions to system access controls, we take care of every minute security aspect.

1. Built-in Compliance

Our experts develop AI products that meet international data rules and ethical AI requirements right from the start.

We maintain clear processes, fair outcomes, and proper accountability in decision-making through our AI product engineering services.

AI Product Management

We manage the complete project and provide operational support during each phase of AI development, from planning through ongoing updates after launch.

1. End-to-End Lifecycle

Our AI product engineering services match development phases with what your business needs to accomplish.

2. Cross-Functional Execution

We coordinate between technical staff and business teams for launches that work and updates that grow with you.

AI products that improve user experience

Looking to enhance your products with AI?

We’ll help you create intuitive, high-performing AI products that improve user experiences and accelerate growth

AI products that improve user experience

AI Product Success Stories That Deliver Beyond the Prototype

We have helped many businesses increase ROI by launching smart AI systems that run operations, help with better decisions, and support long-term business growth. The client success stories given below aren't just experimental prototypes; they're working solutions that show measurable results in real company settings.

Client Testimonials That Reflect Our Relentless Efforts

See what we've helped our clients achieve through their candid testimonials. Our AI product engineering teams work hand-in-hand with organizations, transforming their ambitious visions into tangible outcomes. By helping launch smart AI products that streamline workflows and eliminate unnecessary hurdles, we grew alongside your business.

We Craft Purpose-Built AI Systems That Transform Industries

We design AI systems that match how your business actually operates, understanding your processes, timing, and day-to-day challenges. As a reputed AI product development company, we develop industry-specific AI products that integrate directly with your current tech stack.
Documentation workflows that work behind the scenes
Medical coding engines that process automatically
Decision support tools for clinical teams
Patient intake and triage models that prioritize cases
Regulatory compliance automation for complex requirements
Risk modeling through advanced algorithms
Portfolio intelligence engines for investment decisions
Transactional anomaly detection systems
Demand-aware inventory forecasting models
Multilingual support agents for global customers
Product recommendation systems based on behavior
Predictive equipment diagnostics to prevent downtime
Production line optimization that adapts continuously
Vision-based quality control for consistent standards
Real-time fleet intelligence for operations
Route planning optimization for efficiency
Supply chain forecasting for market variability
Network fault detection models for reliability
Predictive bandwidth management systems
Conversational support tools for customers
Tutoring engines that personalize learning
Adaptive curriculum builders for different needs
Grading and assessment automation for educators
Virtual walkthrough generation for properties
Dynamic property valuation models for accuracy
Lead scoring and qualification systems
Machine learning for price optimization strategies
Chat-based travel assistants for bookings
Personalized itinerary generation for travelers
Grid analytics for load balancing operations
Outage prediction through data analysis
Real-time energy optimization for efficiency
Claims triage systems for faster processing
Personalized policy suggestions for clients
Automated underwriting systems for decisions
Document classification through natural language processing
Policy impact forecasting for planning
Citizen support tools with automated responses
Get Free Consultation

Get Tailored Solutions for Every Industry

Tell us the industry you belong to, and we’ll craft a tailored strategy that fits your unique goals.

Compliance Isn't an Add-On It's Engineered Into Every Layer

We build AI systems where security, auditing, and regulatory compliance are built into the foundation. Our development process follows global standards for data privacy, operational transparency, and ethical AI use. This means your product works across industries and jurisdictions without creating compliance problems down the road.
fisma
FISMA
FISMA

Federal Information Security Management Act

ada
ADA
ADA

Americans with Disabilities Act

iso 27701
ISO/IEC 27701
ISO/IEC 27701

International Organization for Standardization / International Electrotechnical Commission 27701 (Privacy Information Management)

aml
AML
AML

Anti-Money Laundering

eu ai act
EU AI Act
EU AI Act

European Union Artificial Intelligence Act

gxp
GxP
GxP

Good Practice (pharmaceutical and biotech regulations)

soc 2
SOC 2 Type II
SOC 2 Type II

System and Organization Controls Type II

nisr ai rmf
NIST AI RMF
NIST AI RMF

National Institute of Standards and Technology Artificial Intelligence Risk Management Framework

ferpa
FERPA
FERPA

Family Educational Rights and Privacy Act

iso 27001
ISO/IEC 27001
ISO/IEC 27001

International Organization for Standardization / International Electrotechnical Commission 27001 (Information Security Management)

coppa
COPPA
COPPA

Children’s Online Privacy Protection Act

kyc
KYC
KYC

Know Your Customer

fda
FDA SaMD
FDA SaMD

Food and Drug Administration Software as a Medical Device

iso 42001
ISO/IEC 42001
ISO/IEC 42001

International Organization for Standardization / International Electrotechnical Commission 42001 (AI Management System Standard)

nist rmf
NIST RMF
NIST RMF

National Institute of Standards and Technology Risk Management Framework

gdpr
GDPR
GDPR

General Data Protection Regulation

ccpa
CCPA
CCPA

California Consumer Privacy Act

itar
ITAR
ITAR

International Traffic in Arms Regulations

Stay Ahead with Seamless
Compliance Solutions

Get Compliance Assistance Get Compliance Assistance
Compliance Shield

Why Industry Leaders Rely on Appinventiv as Their Go-To AI Product Development Company

The true test of AI lies in its real-world performance. As an AI product engineering company, we focus on building systems that are scalable, reliable, and production-ready. Our AI product design and development services are what enterprises turn to when they need more than just basic innovation - real systems that deliver real results in actual business environments.
01

Where AI Meets Real Engineering

Creating value with AI is more than crafting impressive demos; it's about building systems that actually work, learn, and grow. We integrate machine learning, infrastructure, and software engineering into a streamlined process designed for real-world impact.

02

Domain Depth Across Industries

We've built and rolled out AI systems across 35+ industries with totally different needs. We don't just use cookie-cutter frameworks; our AI product development services build solutions that fit real industry rules, regulations, and core work practices.

03

Enterprise-Grade Security Built In

Every AI product we build starts with privacy, compliance, and security baked in. Whether you're in finance, healthcare, or government, our setup meets tough security standards, with no corners cut. As an AI software product agency, our priority lies in building secure AI products.

04

Adaptive Systems That Evolve

The AI systems we create don't stay stuck in time. They're built to adapt, learning from user behavior, updating with new data, and scaling alongside your business. Feedback loops, version control, and monitoring are built in from the start to ensure long-term reliability.

Build AI Systems That Scale With Your Business

Starting a new product or upgrading operations? We have the engineering experience to make it happen.

Modular AI systems for your existing stack

Modular AI systems for your existing stack

Cloud, hybrid, or on-premise deployment options

Cloud, hybrid, or on-premise deployment options

MLOps and monitoring in every solution

MLOps and monitoring in every solution

Domain-tuned models for practical use

Domain-tuned models for practical use

Full lifecycle support from prototype to production

Full lifecycle support from prototype to production

Recognition That Reflects What We Build

As a trusted custom AI product engineering services company, we care more about high-impact results, and luckily, our work has attracted the attention of industry leaders who have analyzed our achievements throughout the last 10 years. The awards we've got reflect what we actually care about: making impactful, tech-driven solutions that enable strategic gains.

Strategic Tech Alliances That Accelerate Outcomes

Our network of technology partners helps us build AI systems that work with your current tools, fit whatever cloud setup you're using, and meet compliance requirements. These partnerships keep us focused on what really matters: building AI products that actually make a difference for your company.
aws
Amazon Web Services
Google Cloud Platform
Google Cloud Platform
Azure
Azure
ServiceNow
ServiceNow
Adobe
Adobe
Magento
Magento
Databricks
Databricks
Snowflake
Snowflake
HubSpot
HubSpot
Moengage
Moengage
Boomi
Boomi
Docker
Docker
aws
Amazon Web Services
Google Cloud Platform
Google Cloud Platform
Azure
Azure
ServiceNow
ServiceNow
Adobe
Adobe
Magento
Magento
Databricks
Databricks
Snowflake
Snowflake
HubSpot
HubSpot
Moengage
Moengage
Boomi
Boomi
Docker
Docker
aws
Amazon Web Services
Google Cloud Platform
Google Cloud Platform
Azure
Azure
ServiceNow
ServiceNow
Adobe
Adobe
Magento
Magento
Databricks
Databricks
Snowflake
Snowflake
HubSpot
HubSpot
Moengage
Moengage
Boomi
Boomi
Docker
Docker
aws
Amazon Web Services
Google Cloud Platform
Google Cloud Platform
Azure
Azure
ServiceNow
ServiceNow
Adobe
Adobe
Magento
Magento
Databricks
Databricks
Snowflake
Snowflake
HubSpot
HubSpot
Moengage
Moengage
Boomi
Boomi
Docker
Docker
AWS Sagemaker
AWS Sagemaker
AWS Bedrock
AWS Bedrock
MuleSoft
MuleSoft
OneStream
OneStream
Oracle
Oracle
Salesforce
Salesforce
Red Hat
Red Hat
Sabre
Sabre
Stripe
Stripe
Cloudinary
Cloudinary
AWS Sagemaker
AWS Sagemaker
AWS Bedrock
AWS Bedrock
MuleSoft
MuleSoft
OneStream
OneStream
Oracle
Oracle
Salesforce
Salesforce
Red Hat
Red Hat
Sabre
Sabre
Stripe
Stripe
Cloudinary
Cloudinary
AWS Sagemaker
AWS Sagemaker
AWS Bedrock
AWS Bedrock
MuleSoft
MuleSoft
OneStream
OneStream
Oracle
Oracle
Salesforce
Salesforce
Red Hat
Red Hat
Sabre
Sabre
Stripe
Stripe
Cloudinary
Cloudinary
AWS Sagemaker
AWS Sagemaker
AWS Bedrock
AWS Bedrock
MuleSoft
MuleSoft
OneStream
OneStream
Oracle
Oracle
Salesforce
Salesforce
Red Hat
Red Hat
Sabre
Sabre
Stripe
Stripe
Cloudinary
Cloudinary

Core Technologies Behind Every AI Product We Engineer

We build AI systems using a solid stack of technologies that work well together for performance, scalability, and flexibility. Every core technology is carefully selected as part of our comprehensive AI product consulting services, ensuring everything actually works in real business situations and gives you lasting value.
Natural Language Processing (NLP)
Natural Language Processing (NLP)
Generative AI
Generative AI
Agentic AI
Agentic AI
Computer Vision
Computer Vision
Predictive Analytics
Predictive Analytics
Machine Learning
Machine Learning
Data Science and Analytics
Data Science and Analytics
Cloud Consulting
Cloud Consulting
Robotic Process Automation (RPA)
Robotic Process Automation (RPA)
Natural Language Processing (NLP)
Natural Language Processing (NLP)

Natural Language Processing (NLP)

We use NLP to help AI products understand, process, and respond to human language correctly, making interactions smooth, quick, and context-aware.

Generative AI
Generative AI

Generative AI

Our generative AI development services help your products create smart outputs like natural text, organized summaries, and working code, designed for your business needs and workflows.

Agentic AI
Agentic AI

Agentic AI

We are an Agentic AI development company building robust AI agents that autonomously make decisions and take actions, driving operational efficiency and intelligent workflows.

Computer Vision
Computer Vision

Computer Vision

As a computer vision development company, we craft products that can read images, video streams, and documents to handle visual tasks like inspection, recognition, or document processing automatically.

Predictive Analytics
Predictive Analytics

Predictive Analytics

Through predictive analytics, we build AI systems that forecast trends, spot patterns, and support smart decision-making using real-time and historical data.

Machine Learning
Machine Learning

Machine Learning

Our ML development services put learning algorithms right into your AI products, letting them get better over time through user behavior, feedback, and performance data.

Data Science and Analytics
Data Science and Analytics

Data Science and Analytics

Being a reputed data science & analytics firm, we use statistical techniques, modeling, and data handling to ensure your AI systems can extract valuable insights from both organized and messy datasets at scale.

Cloud Consulting
Cloud Consulting

Cloud Consulting

Our cloud consulting services ensure that the AI products we build scale smoothly, stay responsive under heavy use, and deploy easily across cloud, hybrid, or on-premise setups.

Robotic Process Automation (RPA)
Robotic Process Automation (RPA)

Robotic Process Automation (RPA)

We integrate RPA with AI to handle repetitive tasks in your workflows, cutting down manual work and making business processes run smarter.

Ready to Dominate?

Turn these technologies into a competitive edge!

AI Model Architectures Aligned to Your Product Vision

Our AI product engineering services focus on choosing, tweaking, and rolling out the right models to fit your product's needs, whether it's natural language, vision, audio, or multi-modal capabilities. We work with both open-source and proprietary model frameworks, adjusting them for performance, domain specificity, and compliance.

Multimodal & Generative Models

Whisper
Whisper
DALL·E
DALL·E
Stable Diffusion
Stable Diffusion

Foundation & Instruction-Tuned Models

orca
Orca
 Mixtral
Mixtral
GPT-4
GPT-4
Claude
Claude
Phi-2
Phi-2
Mistral
Mistral
InstructGPT
InstructGPT
LLaMA 3
LLaMA 3

Transformer-Based Models

RoBERTa
RoBERTa
ALBERT
ALBERT
T5
T5
XLNet
XLNet
ERNIE
ERNIE
BERT
BERT

Custom-Tuned & Open-Source Models

Vicuna
Vicuna
Falcon
Falcon
Gemma
Gemma
Megatron-LM
Megatron-LM
Alpaca
Alpaca

Language & Translation Models

Bloom
Bloom
XLM
XLM
PaLM-2
PaLM-2
Flan-T5
Flan-T5

Languages and Frameworks That Power Intelligent AI Products

Building AI products that actually perform well takes more than just smart models; you need a solid technology stack that keeps everything running reliably, scales when you need it to, and deploys without disruption. As an AI software product development agency, we handpick a mix of programming languages, ML frameworks, orchestration tools, and cloud platforms to turn ideas into systems that actually work.
Programming Languages
Python
Python
R
R
C++
C++
ML & AI Frameworks
TensorFlow
TensorFlow
PyTorch
PyTorch
Scikit-learn
Scikit-learn
Keras
Keras
Deep Learning Libraries
Theano
Theano
OpenCV
OpenCV
MXNet
MXNet
Generative AI Technologies
GPT models
GPT models
DALL·E
DALL·E
Stable Diffusion
Stable Diffusion
Midjourney
Midjourney
Natural Language Processing
SpaCy
SpaCy
NLTK
NLTK
Hugging Face Transformers
Hugging Face Transformers
Computer Vision
YOLO
YOLO
Detectron2
Detectron2
OpenCV
OpenCV
Data Preprocessing & ETL
Pandas
Pandas
Apache Airflow
Apache Airflow
Talend
Talend
Data Analysis & Visualization
NumPy
NumPy
Matplotlib
Matplotlib
Plotly
Plotly
Tableau
Tableau
MLOps Tools
MLflow
MLflow
Kubeflow
Kubeflow
DVC
DVC
Vertex AI
Vertex AI
Hyperparameter Optimization Tools
Optuna
Optuna
Hyperopt
Hyperopt
Ray
Ray
Tune
Tune
Interpretability & Monitoring
SHAP
SHAP
LIME
LIME
Evidently AI
Evidently AI
Cloud Platforms
AWS
AWS
Google Cloud Platform
Google Cloud Platform
Microsoft Azure AI
Microsoft Azure AI
Big Data Technologies
Apache Spark
Apache Spark
Hadoop
Hadoop
Kafka
Kafka
Vector Databases
Pinecone
Pinecone
Weaviate
Weaviate
Milvus
Milvus
3D Modeling
Blender
Blender
Autodesk Maya
Autodesk Maya
Unity
Unity
AI Product Engineering Services

Take your AI product to new heights with seamless tech integration

We specialize in delivering innovative, high-performance solutions that accelerate business growth

AI Product Engineering Services

How We Build Enterprise-Grade AI Products From the Ground Up

Our AI product engineering roadmap takes your idea from concept to a working system that's ready for the market. We combine solid technical skills, industry know-how, and smart architecture thinking to build AI solutions that are secure, flexible, and effective.

Requirements Analysis & Planning

We start by understanding your business needs, technical requirements, and success metrics. Through our AI product lifecycle management services, we map out project scope, timelines, and technical specifications that guide the entire development process.

Data Collection & Preparation

We gather, clean, and organize the data your AI system needs to work properly. Our AI product prototyping services include data pipeline setup, quality checks, and preprocessing to ensure your models have the right foundation.

User Interface & Experience Design

We create intuitive UI/UX designs that make your AI system easy to use, intuitive, purposeful, and frictionless. Our AI product design and development services focus on user experience and seamless interaction with AI features.

Model Development & Training

We select the right AI algorithms, train models, and fine-tune them for your specific use case. As an experienced AI product development company, we focus on building models that actually solve your business problems.

Custom Feature Development

We build specific features and functionality tailored to your business needs. Our custom AI product engineering services handle unique requirements that off-the-shelf solutions can't address.

Testing & Validation

Every AI system gets thoroughly tested for accuracy, performance, and reliability. Our AI product testing & validation services include unit testing, integration testing, and real-world scenario validation to make sure everything works as expected.

System Integration & Deployment

We integrate the AI models into your existing systems and deploy them to production. Our AI product deployment services ensure a smooth rollout with minimal disruption to your current operations.

Launch & Ongoing Support

As a full-service AI software product development agency, we handle the complete launch process and provide two months of free post-launch maintenance as per our terms of agreement, to keep your AI product running smoothly.

Related Insights

Frequently Asked Questions

How is AI product development different from traditional software?

Traditional software follows fixed rules that we program in advance. AI product development creates systems that learn patterns from data and make their own decisions. As an AI product development company, we mix data science and machine learning skills with standard software development methods.

What industries benefit most from AI product engineering?

AI product engineering services can be leveraged by businesses that handle bulk data and need better decision-making. We see great results in:

  • Healthcare – diagnostic tools, patient monitoring, predictive care
  • Finance – fraud detection, credit scoring, algorithmic trading
  • Retail & eCommerce – personalization, inventory forecasting, demand planning
  • Manufacturing – quality control, predictive maintenance, process automation
  • Logistics & Supply Chain – route optimization, demand forecasting
  • Legal & Compliance – document analysis, risk assessments
  • Education – adaptive learning, content recommendations, student analytics

How does Agentic AI power software engineering?

Agentic AI transforms software engineering by independently handling complex tasks like code generation, testing, and deployment. Unlike basic automation, it actually makes decisions and adapts as it works, cutting down the manual effort that usually slows teams down.

The real game-changer is how it processes huge amounts of data to spot patterns and optimize code while flagging potential issues early. This keeps development cycles moving faster and helps teams deliver software more efficiently. Engineering teams can then focus on the creative problem-solving and innovation that really matters, rather than getting stuck with repetitive tasks.

Also Read: 25+ Disruptive AI Agent Business Ideas

What's the typical timeline for AI product development?

Simple prototypes usually take 6–10 weeks. Full enterprise AI products often need 4–6 months or longer, depending on complexity. As an AI software product development agency, we use agile sprints to deliver working features early and improve them over time.

How much does it cost to develop a custom AI product?

AI product development costs vary based on complexity, data needs, model types, and integration requirements. However, in general, the cost estimation ranges between $50,000 and $300,000+ based on the complexity and incurred needs of the project. Connect with a reputed AI product engineering services company like ours, and we will give you a detailed estimate after reviewing your goals, data situation, and feature requirements during discovery.

Do you provide post-launch AI model maintenance?

Yes. As an AI product engineering firm, we monitor how your models perform, retrain them with new data, fix performance drift, and maintain compliance standards. Our ongoing support keeps your AI product working as your business and systems change.

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