Data readiness
If your data lives in a clean database with consistent formatting, we spend less time on preparation. If it's scattered across spreadsheets, PDFs and email threads, we need to build an ingestion pipeline first. That can add $3,000 to $8,000 depending on volume and variety.
Model complexity
A straightforward classifier or regression model is faster to train and validate than a multi-step pipeline involving computer vision, natural language processing, or reinforcement learning. Simple models sit at the lower end of the range. Multi-modal systems push toward the top.
Integration depth
Delivering a standalone API is simpler than embedding AI directly into your existing application, ERP or CRM. Deep integrations require more coordination with your dev team and more testing. We charge for this time, but we quote it upfront so there are no surprises.
Compliance requirements
Some industries need audit trails, explainability reports, or on-premises deployment to meet regulatory obligations. We build these in when required, and the extra engineering adds to the total. We'll flag these costs in the discovery report so you can decide what's worth doing.