Accelerators
›Purpose-built LLM systems, multi-agent reasoning workflows, and domain-adapted models.
Universal semantic metric layers, natural language querying, and executive intelligence.
Mathematical constraint solvers (MILP, CP-SAT) for scheduling, allocation, and routing.
Pragmatic ERP modernisation, event-driven API mesh, and custom operational applications.
Industry Trends in AI & Analytics
Practical benchmarks on what actually works when moving AI from pilot to production.
Prior Authorization Operations: Prior authorization that doesn't hold up treatment.
For every case: the payer's rule, what the chart already proves with the sentence it came from, what is missing, and what to do next. Ranked by what could delay care, inside Retool.
"Which case to work next, what the payer's rule needs, whether the chart already proves it, and whether a denial is worth appealing."
Benchmark Impact & Verified ROI
How the Decision Engine Executes
From raw ERP and source system transactions into approved, constraint-validated execution write-backs.
PA Command Center
620 open cases ranked by treatment date, expedited requests and payer deadlines, with the reason for each rank. Money never outranks urgency.
Case 360
The evidence checklist, timeline and payer rule in one view. For Medicare plans, the rule card quotes the CMS National Coverage Determination with version and effective date.
Evidence Review
Each finding links to the exact sentence in this patient's chart. A denied symptom, planned test or family history never counts. Reject a finding and criteria are re-checked at once.
Payer Policy
Every rule, its source and version, and the date the version changed. Commercial payer policies are configured as versioned rules.
Submissions
A packet that cites every criterion. With evidence missing, only a supervisor can submit, with a written reason.
Denials & Appeals
Denials ranked by what you can recover, the chart re-checked now, and the appeal drafted from cited records for supervisor approval.
Nested Accelerator Modules Included in this Pack
Activate the flagship engine standalone or combine with specialized department modules.
Priority Queue
Ranks open cases by treatment date, expedited status and payer deadlines. Financial value can influence priority, but never outranks urgency.
Rule-Based Evidence Finder
Runs in the browser against one patient's chart and cites the exact sentence for every finding. It is not an LLM.
Versioned Payer Rules
Tracks each rule, source, version, effective date and change date, including real CMS National Coverage Determinations in the sample.
Appeal Drafting Workbench
Re-checks the chart after a denial and drafts an appeal from cited records, leaving final approval with a human reviewer.
Canonical Data Model & Integrations
Built following the Seven Billion Retool & Python Decision Service standard.
Canonical Entities & Data Feeds
casepayer_planservice_codediagnosischart_sentencepayer_policy_ruleevidence_itemdenialappeal_packet- Cases: one row per case with payer and plan, service code, diagnosis, date of service, urgency, ordering provider and route
- Documents: chart text, one row per sentence, with document, date, kind and section
- Payer policies and CMS National Coverage Determinations
- Denial records and appeal outcomes
- Ranked PA Command Center
- Evidence checklist with sentence-level citations
- Supervisor-gated submission packet
- Appeal draft from cited records
Scale & Enterprise Connectors
Frequently Answered Specifications
Deploy Prior Authorization Operations in Your Private Cloud
Schedule an architecture session with our mathematical and AI systems engineers. We will inspect your ERP schemas and present a live shadow prototype.