
How Much Does Custom AI Software Development Cost?
Custom AI software can cost from a few lakhs for a focused feature to much more for a full platform. Here is what drives the budget and how to control it.
Maira Koin
CEO, F Koin Tech
Published
23 September, 2026
Custom AI software development can range from roughly ₹2,00,000 to ₹5,00,000 for a focused feature built on existing AI models (such as a document assistant or AI-powered search), to ₹10,00,000 and well beyond for a full platform with multiple workflows, integrations, and custom-trained models. These are broad market estimates. Ongoing AI usage costs come on top of development.
The good news is that most businesses do not need to train their own model. That alone keeps budgets far lower than people expect.
What you are actually paying for
An AI product is mostly regular software with an AI component inside. The budget usually splits across:
Discovery and use-case design: figuring out exactly what the AI should do and how to measure success
Data preparation: cleaning, structuring, and connecting your documents or databases
AI integration: prompts, retrieval, model selection, output validation
Application development: user interface, roles, dashboards, admin tools
Integrations: CRM, ERP, email, WhatsApp, or internal systems
Testing and evaluation: checking accuracy on real examples
Deployment and monitoring: hosting, logging, and cost tracking
The biggest cost drivers
Using existing models vs training your own. Building on APIs from established providers is far cheaper and faster than training custom models. Fine-tuning or training only makes sense with lots of quality data and a clear accuracy gap.
Data quality. Messy, scattered data is the most common hidden cost.
Accuracy requirements. A tool that drafts marketing ideas can tolerate mistakes. A tool that reads medical or financial documents needs much more testing and human review.
Number of integrations. Each connected system adds work.
Ongoing costs to plan for
Model usage fees, usually charged per token, image, or request
Hosting for your application and any vector database
Monitoring and prompt improvements as usage grows
Maintenance when providers update or retire models
How to keep the budget under control
Start with one workflow that has a clear business case, build a working version, test it with real users, and expand only once it proves its value. This phased approach avoids spending heavily on features nobody uses.
F Koin Tech has built AI-driven products such as EcomStation for AI image generation and editing, and an AI trend-intelligence tool that surfaces fashion trend signals from social conversations. Explore our custom IT and AI solutions, or request a scoped estimate for your idea.



