ShippedHealthcare AIRevenue Cycle
// product

PriorPilot

An AI prior-authorization and denial-management platform that auto-assembles and submits auths, predicts denials before submission, and drafts the appeals to recover revenue.

Client:Multi-specialty clinic group (NDA)
Duration9 weeks
ScopeMVP product design and front-end build of the Authorization Queue and single-authorization detail experience, backed by a denial-prediction model, a packet-assembly service, and an appeal-drafting engine.
Team1 product designer, 2 senior front-end engineers, and a fractional PM

// The Authorization Queue — first-pass approval, turnaround, and denial exposure above a worst-first table of prior-auth requests.

214Auths in flight
88%First-pass approval
1.9 daysAvg turnaround
$146KAt risk in denials
01

Overview

PriorPilot turns a slow fax-and-phone prior-authorization process into a single triaged queue for a clinic revenue-cycle team. It reads the order and chart to auto-assemble a payer-ready submission packet, scores each request's denial risk 0–100 before it's sent, tracks status across every payer, and — when a decision goes the wrong way — drafts a citation-backed appeal with re-coding suggestions. BuildspaceLabs designed and built the MVP front end — an Authorization Queue for portfolio triage and a per-authorization detail view for working a denial and its appeal — turning a denial-prediction model and a stream of payer signals into a workflow a biller can act on in minutes.

02

Highlights

  • Predicts likely denials before an auth is ever submitted
  • Auto-assembles payer-ready packets from the order and chart, no manual collation
  • Drafts citation-backed appeals so denied revenue gets recovered on time
  • Every denial-risk score is explainable — weighted gaps, not a black-box number
03

Gallery

04

Outcomes

  • Delivered a production-quality MVP of the Authorization Queue and authorization detail view in a 9-week engagement
  • Consolidated intake, submission, denial prediction, and appeals into a single revenue-cycle workflow
  • Gave RCM leadership a real-time view of first-pass approval and denial exposure across 214 auths in flight
  • Established a reusable design system (status pills, denial-risk bars, appeal cards) for the product's next surfaces
05

Tech Stack

Chosen per constraint, not per habit — the stack shifts with the problem.

Frontend & Mobile
Next.jsReactTypeScriptTailwind CSS
Data & Infrastructure
PostgreSQL
Backend & APIs
FastAPI · PythonFHIR / HL7 intake
06

Features

  • Authorization Queue with first-pass approval, turnaround, and denial-exposure KPIs over a status-coded requests table
  • 0–100 denial-risk score computed before submission, attributed to specific fixable gaps
  • Auto-assembled submission packets — order, chart notes, imaging, and codes matched to each payer's policy
  • AI-drafted appeals with policy citations, re-coding suggestions, and a peer-to-peer path
  • Live payer tracking across submitted, in-review, info-requested, and decided statuses
  • Denial-reason and per-payer approval and turnaround analytics to fix recurring gaps at the source
// live landing page

See PriorPilot as its own site.

Beyond the build, we designed and shipped PriorPilot a standalone landing page — its own look, copy and motion. Here's a live preview; scroll inside it, or open it full-screen.

// more from the lab

A team that ships across the board.

36products in production
8industries served
68+technologies in play

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