Unsolicited concept by NorthBore — built for Trulieve's Monticello Post-Harvest team. Not an official Trulieve product.
Post-Harvest · Monticello, FL · Req 19193

Stop hand-keying every gram into MJ Freeway.

TruHarvest Capture reads your handwritten harvest logs, weight sheets and recorded reports, validates every figure against the source, and posts clean rows straight into MJ Freeway and SAP — with a full audit trail for state regulators.

Seed-to-sale compliant Writes to MJ Freeway + SAP ~90% fewer keystrokes
Harvest Sheet · Room B-3 · Batch intake Scanning
Daily Harvest Log
Monticello Post-Harvest · paper intake form
Strain: Sour Tangie
Batch UID: 1A40-0083-7741
Room: B-3 · Date: 06/19
Wet wt: 48.20 lb
Dry wt: 11.40 lb
Tech: M. Alvarez
Extracted fields
Strain
Sour Tangie
99%
Batch UID
1A40-0083-7741
98%
Room / Date
B-3 · 06/19
99%
Dry weight
11.40 lb ⚠
Mismatch
🛡️Reconciling weights against source… Post to MJ Freeway
200+ dispensariesFlorida · Arizona · Pennsylvania · OhioMJ Freeway seed-to-saleSAP systems of recordEvery gram, tracked200+ dispensariesFlorida · Arizona · Pennsylvania · OhioMJ Freeway seed-to-saleSAP systems of recordEvery gram, tracked
The problem in Req 19193

You're throwing 6am clerks at an OCR problem.

Trulieve's Post-Harvest team is hiring Data Entry Clerks to manually transcribe compliance-critical harvest data into MJ Freeway and SAP. In a federally-regulated industry, one transcription error becomes a state-compliance liability — and you can't hire your way out of it across 200+ sites.

Verbatim — Trulieve job posting, Req 19193
"Transfer data from written records, interviews, and paper formats via computer, recorders, or scanners… Verify data by correctly checking and comparing source documentation… Correct and modify inaccurate files and records."
Required tools: MJ Freeway + SAP · Shift: Sun–Wed, 6am–5pm · Location: Monticello, FL Post-Harvest
200+
Locations all keying the same paper logs by hand
1
A single wrong gram = a seed-to-sale compliance liability
11hr
Shifts of fatigue-prone manual transcription, per clerk
From the grow room to the system of record

Every gram you grow, captured automatically.

Vertically integrated means every plant is yours to track. TruHarvest Capture sits between the harvest bench and MJ Freeway — turning paper into compliant, audited records the moment a sheet is scanned.

Turn your data entry clerk into a data verification specialist.

The TruHarvest Capture pipeline

Paper in. Compliant rows out.

01
Intake

Snap, scan, or speak.

Staff photograph or scan paper harvest logs, weight sheets, batch tags and material source files. Recorded reports and interviews upload as audio — exactly the sources the JD lists.

Mobile captureBatch scannerAudio upload
02
AI extraction

Vision-OCR reads the handwriting.

A document-AI model lifts handwritten and printed forms into structured fields — strain, batch ID, wet/dry weight, room, date, employee. Whisper-class speech-to-text transcribes the recorded reports.

Claude visionDocument AISpeech-to-text
03
Compliance validation

Verified against the source.

Math reconciliation on weights, plant-tag / UID format checks, duplicate detection and per-field confidence scoring. Anything under 95% confidence is flagged red — never silently posted.

Weight mathUID formatConfidence ≥95%
04
Human-in-the-loop

One clerk approves, side-by-side.

Flagged items appear next to the scanned original. The clerk approves or corrects in one click — ~90% fewer keystrokes. The data entry clerk becomes a data verification specialist.

Side-by-side reviewOne-click fix~90% fewer keystrokes
05
Systems of record

Straight into MJ Freeway + SAP.

Validated rows write to MJ Freeway via its API and into SAP, with a full, timestamped audit trail ready for state regulators. Seed-to-sale stays clean — automatically.

MJ Freeway APISAPRegulator audit trail
Live capture dashboard

What Monticello sees at 5pm.

TruHarvest Capture · Post-Harvest Monticello, FL · today Live
0
Forms processed today
0
Errors caught before posting
0%
Auto-posted, no clerk touch
0
Clerk-hours saved this week
1A40-0083-7741Sour Tangie · Room B-311.40 lbFlag · weight
1A40-0083-7740Gelato 41 · Room B-19.82 lbPosted
1A40-0083-7739Wedding Cake · Room A-413.05 lbVerified
1A40-0083-7738Modern Flower · Room A-210.60 lbPosted

One AI capture layer running across the floor — instead of another headcount per site. The flagged weight up top is exactly the kind of mismatch that used to slip into MJ Freeway unnoticed.

The math for 200+ sites

More clerks, or one capture layer?

Today — hire more 6am clerks

Headcount that scales linearly with sites.

  • Every new dispensary adds another manual keying shift.
  • Fatigue-prone 11-hour transcription, every day.
  • One wrong gram → a state-compliance liability.
  • No audit trail tying a row back to its paper source.
With TruHarvest Capture

One AI layer that scales the same workload.

  • The same workload absorbed at a fraction of the cost.
  • ~90% fewer keystrokes — clerks verify, don't type.
  • Sub-95% confidence flagged before it ever posts.
  • Full timestamped audit trail for every regulator.

Capture the harvest. Not the headcount.

This is a working concept of what NorthBore would build for your Monticello Post-Harvest team — branded in Trulieve evergreen, wired to MJ Freeway + SAP, and deployable across all 200+ sites. Reply and I'll tailor it to your exact harvest forms.

60 seconds to scan a sheet. Reply and tell me which harvest form to start with.