AI/ML Venturing

Development timelines vary based on complexity: Simple ML models (4-8 weeks), Computer vision systems (8-16 weeks), NLP applications (12-20 weeks), and Complex AI platforms (6-12 months). We use iterative development to deliver working prototypes early in the process.

Data requirements depend on the use case. Generally, you need clean, relevant, and sufficient data. We help assess your data readiness, implement data collection strategies, and can work with limited datasets using techniques like transfer learning and data augmentation.

We implement rigorous testing methodologies including cross-validation, A/B testing, and continuous monitoring. Our models undergo extensive validation using separate test datasets, and we establish performance benchmarks with regular retraining schedules to maintain accuracy over time.

AI/ML implementations typically deliver 20-30% cost reduction through automation, 40-60% improvement in decision-making speed, and 15-25% revenue increase through better customer insights. ROI varies by industry and use case, with most projects showing positive returns within 12-18 months.