Your hospital has data tools. No decision tool.
Entity Flow turns operational data into auditable, defensible decisions — staffing, capacity, service lines — in weeks, not quarters.
Already deployed in hospital systems managing 500+ beds.



Every hospital has the same problem.
Your analysts have the data. Your models make predictions.
But when it's time to decide — how many nurses next quarter, which service line to expand, whether to add weekend OR capacity — the decision still happens in a conference room with slides, gut feel, and no audit trail.
The gap isn't data. It's the last mile: turning analysis into a defensible decision that survives the CFO, the board, and the audit.
Entity Flow closes that gap.
Not a dashboard. A decision engine.
Entity Flow generates scenario-ranked, constraint-aware, auditable decision packages for hospital operations.

Scenario Engine
Model 3–5 staffing or capacity scenarios with real constraints — budget, regulations, union rules, seasonal demand. See trade-offs side by side.

Decision Brief
A 10-page decision document your COO can defend to the board. Recommended action + reasoning + what changes the answer.

What-Changes-My-Mind
The 1-page document that tells you when to revisit this decision. Top 5 conditions that would change the recommendation. No other vendor provides this.
What you get: Decision Brief (10p) + Methods & Assumptions (2–8p) + What-Changes-My-Mind (1p)
Download a sample →First decision in 6 weeks.
No EHR integration required.
Frame
Define the decision. What's the question? What are the constraints? We start with public data + minimal operational inputs.
Model
Build scenarios. Run cost-effectiveness, budget impact, and sensitivity analysis. Rank options by your constraints.
Deliver
Deliver Decision Brief + What-Changes-My-Mind. Your COO has a defensible recommendation. Your board has an audit trail.
Frame
Define the decision. What's the question? What are the constraints? We start with public data + minimal operational inputs.
Model
Build scenarios. Run cost-effectiveness, budget impact, and sensitivity analysis. Rank options by your constraints.
Deliver
Deliver Decision Brief + What-Changes-My-Mind. Your COO has a defensible recommendation. Your board has an audit trail.
No EHR integration needed to start. We work with public data + your existing reports.
Expand data connections only when (and if) it adds decision value.

But when you connect your EHR, this is what happens.
After the first Decision Packet: monthly retainer.
We update the model as conditions change — policy shifts, seasonal demand, staffing changes. Your decision brief stays current.
What we see before the first meeting.
Built from public data alone — no internal files, no EHR access, no NDA. Hover nodes to explore relationships. Yellow edges reveal decision leverage points.
WHERE DECISIONS HIDE
Each node is a public data point. Most hospitals already track them — separately, in different departments, on different dashboards. The yellow edges are what matters: 670 open positions don't just mean “we're hiring” — they predict ED wait time pressure. A 3.6% margin doesn't just mean “tight” — it constrains every staffing decision for the next two years. Entity Flow connects these into auditable decisions, not more dashboards.
All data from publicly available sources. No internal hospital data used. · Entity Flow by Doogooda
A methodology, not a black box.
Entity Flow is built on Decision Science — a structured approach to making defensible choices under uncertainty.
This is what a Decision Brief looks like.

Already deployed. Already working.
4 years of hospital and government deployment. Not a prototype.
Built by people who've done this before.

Lina Song
CEO & Founder
- •Harvard PhD (Health Policy & Decision Science)
- •Former faculty at UCL and Cornell
- •AcademyHealth Best Paper Award · Published in Management Science
- •Advisor to Korean National Assembly on healthcare workforce policy
CTO
- •Full-stack CTO · 10+ years shipping production systems at 50M+ user scale
- •Led platform reliability and infrastructure for one of Asia's largest consumer tech companies
- •DevOps/SRE · Cloud architecture · Security & compliance · AI/ML
- •At Entity: translates complex healthcare operational data into secure, auditable, enterprise-grade decision systems
One built the decision science. The other builds the systems that run it.
Research-grade methodology. Production-grade engineering.
See Entity Flow in action.
30-minute demo. Bring your hardest operational question.
We'll show you what a decision engine can do with it.