Custom AI Development & Implementation — AI, ML, NLP, GPT
Who is AI implementation for?
AI helps personalise offers, forecast demand, automate customer support, and increase revenue through smart recommendations.
Smart assistants, chatbots, inquiry processing, customer behaviour analytics — AI integrates into CRM, email, and HR workflows.
AI analyses and predicts load, routing, and supply. It helps manage risk, automate control, and identify bottlenecks.
We quickly develop MVPs using ML/NLP/LLM, validate hypotheses, and build new AI-powered digital services.
What’s included in an AI implementation project?
Neural Network Modeling & Training
We design and train models based on your business data using open-source frameworks and custom architectures. Tasks include classification, regression, and forecasting.
Natural Language Processing (NLP)
We implement request recognition, chatbots, text generation and summarisation, sentiment analysis, and document handling.
Recommendation Systems & Personalisation
We configure tailored recommendations for content, products, and services. Boost conversion and average order value.
Integrations & Production Deployment
We embed AI into your current systems — CRM, BI, apps, and web interfaces. Ensuring scalability, stability, and data security.
What AI-based solutions do we build?
AI helps make data-driven decisions, predict customer behavior, detect anomalies, and speed up business processes.
We develop voice and text interfaces, handle user inquiries, and generate smart responses. We work with GPT, BERT, and open-source models.
AI suggests the most relevant content, products, and offers based on user behaviour and profiles, increasing LTV and retention.
AI detects patterns and anomalies, identifies correlations, and highlights what deserves attention. We use both rule-based and machine learning approaches
6 Steps to AI Integration in Business
Task & Data Analysis
We study your processes, goals, and available data. Identify where AI can truly add value
Architecture Design
We select optimal models, frameworks, and infrastructure. Build a solution architecture and a step-by-step implementation plan
Model Training & Testing
We prepare datasets, train models, and validate performance. Optimise or retrain if needed
Integration & Automation
We connect AI to key systems and business workflows. Set up data flow and model auto-updates
Monitoring & Support
We implement monitoring, metrics, and alerts. Track model quality and update it as new data arrives
Scaling & Growth
We enhance the architecture, expand capabilities, and adapt to growing business needs
Why do clients trust us with AI development & implementation?
We speak the language of business
We talk in terms of goals, KPIs, and processes. Every AI solution is aligned with your business objectives
Own ML & NLP stack
We work with TensorFlow, PyTorch, OpenAI API, Hugging Face, FastAPI, Pandas, and BigQuery
End-to-end solutions
We don’t just build models — we implement, support, improve, and drive them to real business outcomes
Honest problem-solving
If a task can be solved without ML, we’ll say so. If AI is required, we’ll do it right and transparently
Accountability for results
We focus on long-term partnerships. We take ownership of integration, performance, and scalability
Frequently Asked Questions About AI Integration
It depends on the task. MVP solutions start from $1,800. Final pricing available after briefing.
From 3 to 10 weeks. MVPs are faster, full-scale production is done in phases.
We’ll help you define the problem and evaluate whether ML brings real business value.
Yes. We integrate GPT models via API and customise them for your specific business use cases.
Request a Quote for AI Implementation
Let’s discuss your task, suggest the right format, offer a tailored solution, and estimate the timeline.
Hybrid billing is available: Start with Time & Materials to refine the scope, then fix the budget and timeline under Fixed Price. Discuss Engagement Options
How to Choose an AI Partner — and Not Regret It
Final Word
If you’ve read this far
CODEENGINEERS isn’t just a team that builds neural networks — we solve real business problems. We don’t sell “AI magic” — we bring experience, proven methods, and full accountability for results. We won’t teach you how neural networks work — we’ll make them work for your business.
From your first hypothesis to a production-ready system — clear, step-by-step, at your pace.