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Most projects start with a 1-2 week discovery phase where we assess your data, systems, and goals. From there, we move into iterative development sprints, typically 2-4 weeks each, with regular demos and feedback loops. Total project timelines range from 4 weeks for focused MVPs to 3-6 months for larger systems.

It depends on scope. A focused proof-of-concept or RAG pipeline can be delivered in 4-6 weeks. A full-stack AI application with custom integrations typically takes 2-4 months. We'll give you a realistic timeline during our discovery phase. No sandbagging, no overpromising.

Absolutely. We work with both startups and enterprises. For startups, we often focus on MVPs and proof-of-concepts that validate the AI approach before committing to a full build. We're pragmatic about scope and budget.

We offer project-based pricing for fixed-scope work, monthly retainers for ongoing development, and hourly consulting for advisory engagements. We'll recommend the model that makes the most sense for your situation during our initial conversation.

Yes, integration is one of our core strengths. We regularly work with existing APIs, databases, cloud infrastructure, and legacy systems. Our background in systems engineering means we're comfortable navigating complex technical environments.

We've built AI systems for clients in logistics, distribution, financial services, e-commerce, healthcare, SaaS, and professional services. Our engineering-first approach translates across industries because the underlying challenges (data pipelines, system integration, production reliability) are universal. We learn your domain fast and build solutions tailored to your industry's specific requirements and regulations.

Data security is built into every project from the start, not bolted on at the end. We work within your existing security policies, support SOC 2 and HIPAA compliance requirements, and can deploy entirely within your own cloud environment so sensitive data never leaves your infrastructure. All access is role-based, all data is encrypted in transit and at rest, and we sign NDAs before any engagement begins.