Questions enterprise buyers ask

We design for SOC 2-aligned controls, encryption at rest and in transit, VPC/private deployment options, and role-based access. For regulated industries we support HIPAA-ready configurations, audit logging, and data residency requirements. Security review is part of every architecture sign-off before production.

Our platforms provide model routing policies, prompt and output guardrails, human-in-the-loop workflows, cost and usage analytics, and immutable audit logs. You define who can access which models, data sources, and agents — with approval flows for high-risk actions.

Your data remains yours. Custom pipelines, configurations, and fine-tunes developed for you are transferred with full documentation. Platform subscriptions license the software; deliverables from consulting engagements are owned by you unless otherwise agreed in the SOW.

A focused RAG or agent MVP typically ships in 8–12 weeks. Lakehouse modernization and data quality programs run 3–6 months depending on scope. Platform deployments can go live in 4–6 weeks when infrastructure prerequisites are met. We provide a phased roadmap in discovery with clear milestones.

Platform products are subscription-based with tiers by usage, seats, or data volume. Consulting is scoped as fixed-phase SOWs or retained delivery teams. We provide transparent estimates after discovery — no surprise change orders without documented scope changes.

We connect to Snowflake, Databricks, AWS, Azure, GCP, ERP/CRM systems (Salesforce, SAP, Dynamics), identity providers (Okta, Azure AD), and modern data stacks (dbt, Airflow, Fivetran). API-first design ensures your existing tools stay in the workflow.

Yes. We support SaaS, dedicated single-tenant, customer VPC, and air-gapped deployments where required. Infrastructure-as-code templates are provided for AWS, Azure, and GCP so your platform team retains operational control.

Managed services include monitoring, model performance reviews, retraining cycles, and quarterly business reviews. Enterprise SLAs cover incident response and uptime. We also offer enablement and train-the-trainer programs so your teams can operate independently.