Kliv

    Healthcare

    Build an AI-powered healthcare analytics and forecasting tool

    Kliv is an AI app builder. Describe your clinic operations desk, and it builds visit-count history, staffing grids, nightly forecast runs, forecast grading, and morning huddle sheets.

    kliv.dev

    Just enter your idea into the text box and AI will build it for you

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    What is Kliv?

    Kliv isn’t a hospital analytics suite with generic dashboards — it’s an AI that builds software for you.

    You describe the app you need in plain words, and Kliv builds it: the data tables, scheduled jobs, calculations, screens, and access rules. What you get is a real application that’s yours. You can run it on your own accounts, keep sensitive data out of the parts that do not need it, and change it later by asking for changes. It isn’t a template.

    On this page, that app is a clinic operations desk for demand forecasting. Kliv builds all kinds of web apps; this is one example.

    Why build your own healthcare analytics tool?

    A clinic group may have years of scheduling history and still staff Monday morning by instinct. The useful question is local: what volume should each site expect, by hour, and where is the roster thin?

    Kliv can build a focused operations desk from visit-count rows, staffing data, forecast runs, forecast grading, and a morning huddle sheet each site can act on.

    The forecast’s raw material

    The desk stores counts, staffing, forecast runs, and the sheet each site reads.

    Visit history

    Every appointment becomes a row with site, hour, and outcome: kept, no-show, or walk-in. The desk works on counts, not clinical charts.

    The staffing grid

    The grid stores who is on per site and shift, including nurses, front desk, and providers. Demand against rostered staff becomes a query.

    Forecasts with history

    Each forecast stores when it was made, by which version of the forecasting logic, and for which week. Predictions stay available for grading.

    The grade

    Every Monday, last week’s forecast is compared with actual counts, and the error lands in a table.

    The huddle sheet

    At 7:15 each morning, each site gets expected volume by hour, yesterday’s misses, and today’s thin spots.

    An example: Ruta’s three-site clinic group

    Here’s how one clinic group might use a healthcare analytics and forecasting tool built with Kliv. It’s only an example — you would describe your own sites, visit data, forecast logic, and staffing rules.

    01

    Visit history becomes count rows

    Three years of scheduling exports become one table with 61,000 visit rows. The first useful number is clear: no-shows are 11% overall and 19% for Monday’s first hour.

    02

    Nightly forecasting leaves the laptop

    The forecasting logic Ruta’s analyst kept in a notebook becomes a typed server-side function that runs every night at two.

    03

    Forecasts earn trust before staffing changes

    For four weeks, the desk forecasts quietly and grades itself against actuals. By week five, the error is small enough to use for roster decisions.

    04

    September staffing changes before the rush

    Urgent care is expected to run long on Thursday evenings from mid-October. The staffing grid changes three weeks before the queue would have forced it.

    05

    Each site starts from its own sheet

    Elm Street, Harbor Road, and urgent care each read a morning sheet for their site. The argument shifts from whether the number is right to what to do about it.

    Describe what you want to build

    Kliv builds from your description, so the more detail you give, the closer the first version. Include the counts you use, schedule, forecast logic, grading, and access rules. Here are three to build on:

    kliv.dev

    Clinic group demand

    Visit history, no-shows, forecast runs, and grades.

    “Build a demand forecasting desk for a three-site clinic group. Import visit history as site-hour-outcome rows with kept visits, no-shows, and walk-ins. Run our forecast every night, compare forecast to actuals each Monday, and produce a per-site staffing sheet.”

    kliv.dev

    Urgent care staffing

    Hourly arrivals and thin shifts.

    “Build an urgent care staffing tool that forecasts hourly arrivals from two years of visit counts, compares expected demand to rostered nurses and front-desk staff, and flags shifts where staffing falls short.”

    kliv.dev

    Vaccination campaign

    Doses, appointment blocks, and throughput.

    “Build a vaccination campaign planner that tracks doses on hand, books appointment blocks per site, projects weekly throughput against the delivery schedule, and flags weeks where capacity or inventory is short.”

    What the huddle sheet stands on

    The privacy decision is part of the design. Site managers read their own building’s numbers, and the group view belongs to operations. Because the desk counts visits rather than reading charts, clinical content does not enter the forecasting workflow.

    The forecasting logic stays inspectable. It is a typed TypeScript function in the app. The analyst can read assumptions, change them, version the change, and each forecast records which version produced it.

    The assistant can answer questions such as “what did we forecast for this week last year, and what happened?” from the app’s rows, limited to what the asking login may read.

    Clinics run on many focused tools like this one. Kliv for internal tools is where the other ones fit.

    Common questions

    What exactly is Kliv?

    Kliv is an AI that builds custom web apps from a description. For clinic forecasting, it can build count tables, staffing grids, scheduled forecast runs, forecast grading, huddle sheets, and scoped views.

    Do I get a real app, or a template?

    A real app. Kliv builds the imports, calculations, scheduled jobs, screens, and permissions for your sites and operations process.

    Can I change it after it’s built?

    Yes. Ask for a new site, a different forecast calculation, another huddle-sheet field, or new permissions, and Kliv updates the app.

    Who does the forecasting?

    You define the logic. Kliv builds the desk that runs it on schedule, stores each forecast, grades it, and feeds the staffing sheet.

    Does patient data end up in this system?

    The source design uses counts: site, hour, and outcome. It does not need clinical chart content for the forecasting workflow.

    What happens when the forecast is wrong?

    It gets graded. Misses land beside the version of the forecast logic that produced them, so errors become evidence for the next revision.

    Can each site have its own view?

    Yes. A site manager can be scoped to that site’s rows, while operations can read across the group.

    Can the huddle sheet send every morning?

    Yes. A scheduled job can produce a per-site sheet at the time you set, such as 7:15 each morning.

    Can we import old scheduling exports?

    Yes. Historical exports can become visit-count rows with site, hour, and outcome.

    Can we see forecast accuracy over time?

    Yes. Each forecast and actual can be stored, so accuracy by week, site, and version can be reported.

    Can I move off Kliv later?

    Yes. The app source can sync to your own Git repository, and your count and staffing records remain yours.

    Is this clinical decision support?

    No. The page describes an operations tool for staffing and demand counts, not clinical advice or patient diagnosis.

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    Plan staffing before the queue forms

    Describe your visit counts, staffing grid, forecast logic, and huddle sheet. Kliv builds the operations desk around your clinics.