A governed knowledge assistant built on your own clinical documentation, surfacing the relevant guideline, protocol or prior finding in seconds, with a citation to the exact source it came from.
Your clinical team already has the answers. They are in protocol binders, institutional guidelines, prior case notes and the memory of your most senior staff. We make that knowledge retrievable at the point of work, without the system ever making a clinical judgment.
A technician, a nurse, a care coordinator or an audiologist hits something unfamiliar mid-shift. The protocol covering it exists: in a binder, a shared drive, a policy portal nobody opens, or the head of a senior colleague who is with a patient.
So they page someone senior, search for it themselves, or proceed on best judgment. All three cost time. Two of them produce inconsistency.
Frontline staff page a supervisor for questions the documentation already answers. The supervisor is mid-consultation. Twenty minutes disappear, twice, and the senior clinician’s time is the most expensive resource in the building.
Two staff members handle the same unusual situation differently because each learned it from a different colleague. Neither is exactly wrong, but the variance shows up in quality review.
Your longest-tenured clinician holds the institutional memory of why protocols exist and how edge cases were handled. When they retire or leave, that knowledge is not in any system. It was in them.
We build on a defined corpus: your clinical protocols, institutional guidelines, approved reference materials and prior case documentation. Not the open internet. Not a model’s training data. If it is not in the corpus you approved, the system does not have it and will say so.
When the corpus does not contain grounding for a question, the system says so and routes to escalation rather than generating a plausible-sounding answer. We test this explicitly: ambiguous scenarios are deliberately included in the evaluation set to verify the fallback fires when it should.
Each answer names the specific document, section and version it drew from, with a link to the source. A clinician can verify the answer against the original in one click. Unsourced assertions are a failure condition, not an acceptable output.
Out-of-scope questions are refused structurally, not by prompt instruction. Clinical judgment questions, dosing decisions and diagnostic queries return a defined refusal and an escalation path. This is tested in every evaluation set.
The difference between this and a general-purpose AI assistant is what it is allowed to know and what it is required to show.
Predictable structure means frontline staff know where to look, and reviewers know what to evaluate. This is the response format we validated in production.
| Block | What it contains | Purpose |
|---|---|---|
| 1 · Status line | What was asked, restated in operator terms, in 3 to 6 words | Confirms the system understood the question before the reader invests time |
| 2 · Plain-language summary | What the documentation says, in the language the staff member uses, not the language the policy uses | Removes the translation burden between policy prose and operational reality |
| 3 · Why it matters | The operational or regulatory context behind the guidance | Turns compliance from arbitrary into understandable, which drives adherence |
| 4 · What to do next | Concrete numbered steps where the documentation specifies them | Actionable rather than informational: the difference between reference and support |
| 5 · Edge case branch | The “if you cannot do that” path for the most common blocked scenario | Prevents the escalation that happens when step 3 turns out to be impossible |
| 6 · Provenance | Source document, section, version and link | Verifiability. A clinician can check the original in one click. |
| 7 · Escalation path | When the question exceeds scope or the corpus lacks grounding | Ensures the system routes to a human rather than filling the gap itself |
Enterprise pharmacy operations platformFor Luveo Health we built a governed copilot that translated compliance rule outcomes into cited, plain-language guidance for pharmacy technicians. Different domain, regulatory rather than clinical, but the same architecture, the same guardrails and the same non-negotiable requirement: every response traceable to a source, and no fabricated citations under any conditions.
The evaluation set deliberately included ambiguous scenarios where the correct behavior was to decline. The system produced the calibrated fallback in every one of those cases. That is the behavior that matters most in a clinical context: not accuracy on easy questions, but honesty on hard ones.
Read the case study →Audiologists, pharmacists, nurses or care coordinators handling patient-facing workflows at volume, often without real-time access to a senior clinician. Consistency across a distributed team is the recurring challenge.
Technicians navigating handling, storage, compounding and documentation requirements, where the protocol exists but retrieving the right one under time pressure is the bottleneck.
Teams that need to answer “have we encountered this before, and what did we do” across prior program documentation, assay records and internal reports.
We scope each cycle to a single bounded corpus and one clinical workflow family. Narrow enough to validate properly, which in a clinical context matters more than breadth.
We define the document corpus with your clinical leads, establish scope boundaries and refusal conditions, and stand up the environment.
We build the governed retrieval layer with provenance tracking and shape the response format around your workflow.
We build the scenario evaluation set, including out-of-scope and ambiguous cases, and your clinical reviewer scores the outputs.
Deployment into your environment, staff walkthrough, documentation and the expansion roadmap.
Your clinical reviewer signs off on the evaluation before the system reaches staff. We do not deploy a clinical knowledge assistant your own clinicians have not validated. How we work →
If we can scope it into a four-week cycle, we will tell you exactly what that includes and what it costs. If it belongs outside our scope, we will tell you that too.
Book a 30-minute scoping call →Hi. Ask me about our services, the four-week cycle, PHI and security, or the Luveo case study. Every answer links to where it comes from.