Frequently Asked Questions

We scope after a discovery call. Most first projects range $75K–$250K depending on complexity, data readiness, and integration requirements. We don't do time-and-materials billing — every engagement is fixed-scope with defined outcomes.

First production deployment in 6–10 weeks. We don't do 18-month roadmaps. Our approach: prove value on a contained problem, then expand. You'll have measurable outcomes before quarterly review.

We deploy, train your team, and transfer full documentation. You receive a perpetual, royalty-free license to use the system. IP remains with DscvryAI — this protects both parties and allows us to continuously improve our underlying capabilities.

Ongoing support is available through a retainer. Most clients opt for 12-month support agreements covering maintenance, model updates, and priority response.

Enterprises with $500M+ revenue, existing data infrastructure, and an executive sponsor who owns the problem. We work best with teams that have a specific pain point, not a vague "AI strategy" mandate.

Teams looking for off-the-shelf SaaS. POC-only engagements with no path to production. Projects without clear success metrics. Organizations that need a vendor to define the problem for them.

We say no to roughly 70% of inbound inquiries. Not because they're bad projects — because fit matters.

Yes. We integrate with your cloud (Azure, AWS, GCP), ERP (SAP, Oracle, Dynamics), and security stack. No rip-and-replace. We design around your constraints, not ours.

No. We're model-agnostic and cloud-agnostic. Our architecture allows model swapping without rebuilding the system. Today's best model won't be tomorrow's — your investment shouldn't depend on that bet.

Yes. We've deployed in fully air-gapped environments for clients with strict data sovereignty requirements. Your data never has to leave your perimeter.

Your data stays in your environment. We align to ISO 27001 and SOC 2 patterns. PII redaction, role-based access, and complete audit logging are standard. See our Trust page for details.

No. Never. Your data is used only to serve your system. We do not use client data for model training, benchmarking, or any purpose beyond your engagement.

Yes. We've been through Fortune 500 procurement, Big 4 vendor assessments, and regulated industry reviews. We provide standard security questionnaire responses, DPAs, and custom legal terms as needed.