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Built-in Product · Medical Record Chronologies

AI medical record chronologies, built from thousands of pages in hours.

Simz Chron is the AI medical record chronology engine behind every Simz engagement, turning outside records, faxes, and scanned charts into sorted, deduplicated, source-cited timelines, ready for the clinical and billing work that actually needs a person.

Records arrive→
AI reads & sorts→
Deduplicated→
Timeline delivered
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Hours, not weeksto turn a records set into a cited chronology
1,000sof pages processed per patient file
100%source-page citations on every timeline entry
6–8 wksfrom kickoff to a live production pipeline

Why it matters

A 4,000-page record set doesn't summarize itself, and reading it page by page takes your staff days.

Chronologies, extraction, and record review all run on someone reading every page by hand, and every day spent reading is a day a new patient waits on a consult, an authorization, or an appeal.

40–80 hrsof nurse or staff time to manually chronologize a large outside record set
$50–150/hrloaded cost of the staff time spent reading instead of caring for patients

…before counting the duplicate pages, missed dates, and inconsistent formatting that come with manual review.

Records arrive as an unsorted pile

Hundreds or thousands of pages, out of order, from multiple providers or sources, with no structure.

Duplicate pages waste review time

The same records resent by multiple providers get read and re-read as if they were new.

Manual chronologies are inconsistent

Format, detail level, and citation style vary by whoever built it, and by how tired they were on page 300.

Key dates get missed

A single overlooked date in a 4,000-page set can derail a treatment plan, an authorization, or an appeal.

Turnaround blocks everything downstream

Consults, authorizations, and appeals all wait on the record review being done first.

How it works

How Simz Chron works

AI Ingestion

Any format · fax, scan, PDF, EHR export

Extraction

Dates, providers, events pulled automatically

Deduplication

Duplicate & near-duplicate pages filtered

Cited Timeline

Every entry linked to its source page

Export

Consult-ready, auth-ready, structured

Capability 01 · AI ingestion & extraction

Any format in, structured data out , without a person reading page one

6–8 weekskickoff to a live production chronology pipeline
Any formatfax, scan, PDF, and EHR/EMR exports all ingested
Field-levelextraction accuracy benchmarked on your documents
  • Universal document ingestionFaxes, scans, PDFs, and structured EHR exports all processed through the same pipeline.
  • Automatic date & event extractionEvery encounter, diagnosis, treatment, and provider note extracted with its date, automatically.
  • Provider & source trackingEvery extracted event tagged with its originating provider and source document.
  • Case management & DMS syncExtracted data and finished timelines delivered directly into your case management or document system.
  • Human review queueAnything below the confidence threshold routes to staff for a fast verify-and-correct, nothing uncertain ships silently.

Capability 02 · Deduplication & sorting

The same page sent three times only gets read once

Exact and near-duplicate pages are detected and collapsed automatically, and every remaining event is sorted into a clean, chronological sequence.

EVERY DOCUMENT SET ROUTES ITSELF INTO A STATUS:

Ingested→
Deduplicated→
Sorted→
Cross-Referenced→
Ready for Review

Exact & near-duplicate detection

Resent records, cover sheets, and blank pages identified and filtered automatically.

Chronological sequencing

Every remaining event sorted into a clean timeline, regardless of the order pages arrived in.

Cross-provider reconciliation

Overlapping treatment across multiple providers merged into one coherent sequence instead of parallel timelines.

Capability 03 · Cited timeline output

Every entry traces back to the exact page it came from

01
Timeline drafted

A complete chronological sequence assembled from every extracted event.

02
Citations attached

Every entry linked back to its source document and page number, no unsupported claims.

03
Summarized at the right level

Entries summarized clearly without losing the clinical or factual detail that matters.

04
Delivered ready to use

Exported in the format your team already works in, ready to drop into a consult note, an authorization request, or an appeal packet.

ALSO HANDLES

Custom formatting per specialty or care team · flagging of key events for clinical review · multi-file consolidation for patients with several record sources.

ACCURACY BY DESIGN

No entry ships without a source citation, ever. Ambiguous or conflicting records flag for human review instead of a best guess. Every chronology is fully traceable back to the original page.

Capability 04 · Beyond the chronology

Records requests and analytics , running in the background

RECORDS WORKFLOW
  • Provider request automationRecords requests generated and sent per provider, with statutory follow-up timing tracked automatically.
  • Intake status trackingEvery records request tracked from sent to received, so nothing waits on someone checking a mailbox.
  • Multi-patient processingRecords for multiple patients or referrals processed in parallel, at the same accuracy standard.
ANALYTICS
  • Turnaround-time dashboardsLive visibility into how long each chronology takes, from ingestion to delivery.
  • Volume & throughput reportingPages and patient files processed tracked automatically, no manual counting.
  • Key-event flaggingEspecially significant dates or findings surfaced automatically for priority clinical or billing review.

Where it shows up

Where Simz Chron shows up

The same medical record chronology engine powers record and document workflows across every Simz healthcare engagement, configured to each team's format and output needs.

New-patient record chronologies

Oncology practices get a cited treatment timeline from outside records before the first consult. See it on the oncology practice automation page.

Prior authorization evidence

Clinical history, prior treatments, and imaging pulled from the record for every auth request. See it on the prior authorization automation page.

Appeal packets

Denials answered with the records that prove medical necessity, cited to the source page. See it on the denial management software page.

Fax & referral extraction

The same extraction engine reads incoming faxes and e-referrals and files them to the right patient. See it on the referral management automation page.

Imaging order intake

Imaging centers pull patient, exam, and insurance details out of faxed orders automatically. See it on the radiology automation page.

Pre-op history review

Surgery centers surface H&Ps, clearances, and relevant history for every case before surgery day. See it on the ambulatory surgery center automation page.

Therapy scripts & progress notes

PT clinics extract diagnosis, frequency, and duration from scripts and track recert deadlines. See it on the physical therapy practice automation page.

Credentialing & compliance documents

Licenses, certifications, and payer enrollment documents read for expiration dates and required fields.

Custom document intelligence

Built around any record type your facility processes at volume, intake packets, consent forms, or outside charts.

Why we're confident

This is the same engine already building real chronologies in production

Simz Chron is live today across Simz client engagements, processing thousands of pages of medical records and documents into cited, deduplicated timelines, on the same EHR and document system integrations we'd build for you.

Works alongside Simz Conversational for records-request follow-up calls and Simz Shift for scheduling around what the records reveal, or standalone, integrated with your existing case management or document system.

  • Thousands of pages ingested from any format, automatically
  • Duplicate and near-duplicate pages filtered before review
  • Every timeline entry cited back to its source page
  • Chronologies delivered in hours, not weeks
  • Full audit trail from source document to finished timeline

See Simz Chron on your own records

Thirty minutes with your records or operations lead. Bring a real (de-identified) record set if you'd like, we'll show you exactly what a chronology looks like, and hand you a rollout plan.

Book a demoBook a demoNo pitch deck. No obligation. Just a map of your busywork.