Architecture & governance
Evidence intelligence. Not autonomous clinical judgment.
This platform gathers, organizes, summarizes, and explains trusted survivorship knowledge. Diagnosis, treatment selection, urgency, and interpretation remain the responsibility of a licensed clinician. Every feature is built so it can be enabled or disabled according to its regulatory classification.
The five intelligence layers
Layer 1
Educational intelligence
Survivors, caregivers, families, students
General survivorship education, wellness information, printable discussion guides, narration, and plain-language explanations. No individualized medical recommendations.
Layer 2
Clinical evidence intelligence
Licensed clinicians
Guideline excerpts, evidence summaries, society statements, publication dates, and links to original sources. The platform summarizes what the literature says; it does not select a course of action.
Layer 3
Workflow intelligence
Care teams
Intake organization, concise visit summaries, missing-information lists, prior imaging and medication history surfacing. The clinician decides what matters.
Layer 4
Documentation intelligence
Care teams
Editable drafts: visit summaries, patient instructions, referral letters, education handouts. Nothing becomes permanent until a clinician approves it.
Layer 5
Research intelligence
Researchers, programs
De-identified, aggregate educational analytics: common questions, evidence gaps, learning progression. No patient-level conclusions are generated automatically.
Every output is labelled
Generated text on this platform belongs to exactly one category, and the category is shown to the reader. This keeps education distinct from evidence, and both distinct from clinical direction.
| Category | Example |
|---|---|
| Educational | Fatigue is commonly reported after cancer treatment. |
| Evidence summary | Three recent systematic reviews examined this question. |
| Guideline summary | The guideline discusses surveillance using the following intervals. |
| Administrative | This intake form is complete. |
| Documentation assistance | Draft referral letter for clinician editing. |
| Research | Neuropathy was the most searched survivorship topic this month. |
| Observation | Increasing fatigue was reported over six weeks. |
| Pattern recognition | Other survivors receiving similar therapies have reported related symptoms. |
| Discussion placeholder | Potential discussion topics for clinician consideration include the following. |
Never generated
- You have…
- You most likely have…
- The diagnosis is…
- The treatment should be…
- Start… / Stop… / Increase… / Decrease…
- This medication is appropriate.
- This patient should…
Confidence labels
Labels describe the strength of the published literature, never the certainty of any one person's situation.
- High confidence
- Moderate confidence
- Limited evidence
- Emerging evidence
- Conflicting evidence
- No current consensus
Who does what
| Stage | Platform role | Clinician role |
|---|---|---|
| Gather | Organize available information | Confirm completeness |
| Summarize | Produce structured summaries | Validate accuracy |
| Inform | Present evidence and guidelines | Interpret relevance |
| Prepare | Draft documentation and questions | Make clinical decisions |
| Record | Assist with documentation | Approve the final record |
The platform never independently reaches the final step of clinical judgment.
Staged capability model
Live
Phase 1 — Education
General survivorship education. No account required, no uploads, no diagnoses, no personalized risk scores.
Live
Phase 2 — Organization
Private notes, question builders, appointment preparation, checklists, journals, and lifestyle tracking stored under the person's own account.
Gated behind HIPAA readiness
Phase 3 — Clinical integration
Record ingestion, clinician-in-the-loop review, and longitudinal monitoring. Enabled only after privacy infrastructure, security controls, clinician oversight, and legal review are complete.
Educational content is offered to visitors everywhere. Where local rules impose additional obligations — United States federal and state consumer-protection and privacy law, the District of Columbia, United States territories, and international privacy regimes — features that collect or transmit health information stay disabled until the corresponding safeguards are in place. See our privacy documentation and readiness page.