Build AI-powered products, intelligent agents, automation systems and AI-enabled workflows. Practical AI applications that integrate with existing business systems and deliver measurable outcomes.
Planning a budget? Start with How much does AI development cost in 2026 and How to build an AI application.
A chatbot or assistant built on an existing model typically costs $25,000 to $60,000. A RAG or document Q&A system runs $60,000 to $180,000, an agent or workflow-automation system $120,000 to $250,000 and up, and a fine-tuned or custom model $250,000 to $500,000 and up. Data preparation, integration and evaluation usually cost more than the model itself.
Start with retrieval-augmented generation (RAG) when the model needs your company knowledge and that knowledge changes. Fine-tune only when you need a consistent style or format, or a smaller, cheaper model for a narrow task, and you have enough labelled examples.
Yes. Most of our AI work integrates LLMs into existing CRMs, ERPs, help desks and internal tools through APIs, with access controls, logging, evaluation and human review where accuracy matters.
Guides
Chatbot build costs in 2026: $3k to $15k for a rule-based bot, $15k to $50k for an LLM support bot, and $60k+ for generative AI. Timeline, running costs, and budgeting.
12 min readGenerative AI development explained: which use cases pay back first, what a project costs, and how to start without burning the budget.
12 min readLLM integration explained: the four patterns for putting a large language model behind your existing software, what each costs to build and run, and the parts most teams get wrong.
11 min readFraud detection is a requirement for any product that moves money. Here's how to build one: rules first, the signals that matter, real-time scoring, and the build-versus-buy decision.
9 min readRAG and fine-tuning solve different problems. Here is how to tell which one your AI product needs, what each costs, and when the two belong together.
9 min readAn AI application is a normal application with one part that makes a decision a person used to make. The model is usually the cheapest piece. The data, scope, and evaluation are what decide whether it ships.
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