We help B2B SaaS teams modernize legacy systems and ship new features with practical AI—focused on measurable outcomes, not hype.
Senior engineers. Clear roadmaps. Minimal downtime.
B2B SaaS teams modernizing complex platforms—with data, integrations, and reliability needs.
Products serving many customers with isolation, shared services, and scale.
Legacy monoliths slowing releases and autonomy; seams and flags unlock flow.
Okta, SAML/OIDC, SCIM provisioning, and complex enterprise integration maps.
Analytics, large datasets, and performance/cost trade‑offs across the stack.
Snowflake, dbt, ingestion/orchestration, data contracts, tests, and SLOs.
Improving availability, MTTR, and error budgets with better delivery.
De‑risk legacy modernization with phased patterns, stronger tests, and steady delivery.
Move analytics and operational data to modern cloud platforms with quality and governance.
Make future‑ready decisions and integrate AI where it truly helps.
Use AI where it measurably helps—tests, analysis, docs—with human review.
Agree on metrics up front: lead time, reliability, performance, cost.
Flags, canaries, and phased rollouts to keep shipping while modernizing.
Hands‑on delivery, clear communication, and clean handoffs.
Roadmaps, ADRs, and regular demos; no black boxes.
Secure SDLC, privacy guardrails, and compliance alignment.
Recent outcomes across modernization, cloud data, and AI advisory.
Assess systems, risks, and goals. Define success metrics.
Choose seams and patterns; roadmap with clear milestones.
Modernize alongside features with flags, tests, and SLOs.
Iterate with observability; reduce risk and increase velocity.
