In a buy-and-build, time is the scarcest resource. A hold period is a fixed window, and every month an AI program spends in implementation is a month it is not contributing to EBITDA. That is why Samara is built to get an MSO or DSO platform's Enterprise Sovereign AI OS live, ROI-enabled and in production in under 30 days.
What "Live" Means
Three things have to be true, not just one:
- Live: the Sovereign AI OS is running on the client's enterprise infrastructure, connected to the platform's systems.
- ROI-enabled: KPIs are baselined before go-live so impact is measured against the platform's own numbers.
- In production: AI is handling real patient operations at real locations, not running a pilot in a sandbox.
How the 30 Days Break Down
| Phase | What happens | Output |
|---|---|---|
| Infrastructure | Stand up the client's enterprise infrastructure, Samara-hosted on secure GCP or self-hosted with Samara credentialed | Owned environment, access controls, BAA |
| Connect | Integrate EHR and PMS, phones, scheduling and marketing channels across locations | Unified data layer |
| Encode the playbook | Configure the Rollup Engine and Operations Engine to run the platform's own operating standards | Client-owned configurations and workflows |
| Baseline | Capture pre-go-live KPIs by location | ROI measurement plan |
| Go live | AI agents take on live scheduling, intake, reputation and patient operations | In production, ROI-enabled |
Why It Can Be This Fast
- The engines already exist. The Rollup Engine and Operations Engine are production systems. Deployment configures them; it does not build them.
- Integrations are pre-built. Samara connects to 300+ EHR and practice management systems. See integrations.
- The playbook is the client's. Samara encodes how the platform already runs, so there is no new operating model to design and train on.
- Infrastructure is a choice, not a project. Samara-hosted on secure GCP removes cloud setup from the critical path. Self-hosted clients credential Samara into an environment they already run.
What the Platform Brings
- An executive sponsor and an operations lead who owns the KPIs
- System access for EHR, PMS and phone platforms
- The current operating playbook: scripts, policies, scheduling rules and standards
- A hosting decision: Samara-hosted or self-hosted
After Day 30
Each new add-on onboards onto an OS that is already running, which is faster than the first deployment and makes the whole platform smarter. That is the compounding effect described in Compounding Alpha. For integration planning beyond go-live, see the first 100 days of M&A integration.
Start the Clock
Book a demo to scope a 30-day deployment for your platform.
Frequently Asked Questions
How long does it take to deploy Samara across an MSO or DSO?
An MSO or DSO platform's Sovereign AI OS goes live, ROI-enabled and in production, in under 30 days.
Is the 30-day deployment a pilot?
No. "In production" means AI is handling real patient operations at real locations, measured against a pre-go-live baseline.
Does self-hosting slow deployment down?
It depends on the client's environment. Samara-hosted on secure GCP is the fastest path; self-hosted clients credential and authorize Samara into infrastructure they already run.
How is ROI measured?
KPIs are baselined by location before go-live, and results are reported against that baseline.