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See the command center.

A module-by-module walkthrough of PrintFarmAI's core capabilities. Interactive demo in development — guided previews and access available now.

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Module 01

Command Center

Your operational home base. The command center surfaces everything that matters — active jobs, fleet state, priority flags, pending recommendations, and today's operational summary — without requiring you to dig through multiple tools.

At-a-glance view of queue depth, fleet efficiency, and active job count
Priority flag surface — see what needs attention before anything else
AI-generated session briefing with specific recommended actions
Live filament stock overview with low-stock alerts
One-click navigation to any module from the command surface
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command-center.view
Preview
TODAY'S QUEUE 847 units across 23 jobs FLEET EFFICIENCY 94.2% ▲ 2.1% from yesterday ACTIVE PRINTERS 8/12 3 idle · 1 offline PRIORITY FLAGS 2 Review required AI OPERATOR BRIEFING · 08:32 AM 8 printers active, 2 priority items need review. P-03 back online — recommend assigning JOB-1850 (ABS-GRY, 2h 14m). ABS-Gray at 18% stock — consider ordering today. JOB-1851 has a data flag requiring operator resolution before assignment. Take Actions ITEMS REQUIRING ATTENTION JOB-1851 · Size field mismatch Etsy order field "size" does not map to known SKU variants. Requires operator review before assignment. Review FILAMENT · ABS-Gray at 18% (Low) At current throughput (~90g/day), estimated 3.4 days until interruption. Recommend placing order. Order Now QUICK NAVIGATION Queue Fleet Inventory Planner AI Briefing → Full interactive demo in development · Guided preview available on request
planner.deterministic
Preview
ASSIGNMENT PLANNER · JOB-1850 Mini Succulent × 4 Material: ABS-GRY · Weight: 62g/unit · Print time est: 2h 14m · Priority: Standard STAGED PRINTER CONSTRAINT EVALUATION PRINTER MATERIAL STATUS MAINTENANCE ELIGIBLE NOTE P-01 PLA-WHT Idle Clear ✗ No Material mismatch P-02 PLA-BLK Printing Clear ✗ No Printer occupied P-03 ABS-GRY ✓ Idle Cleared ✓ ✓ Yes All constraints pass P-04 PETG-CLR Printing Clear ✗ No Material + occupied AI RECOMMENDATION Assign JOB-1850 → P-03 · Estimated start: immediate · Run time: 2h 14m P-03 is the only eligible printer. Material loaded (ABS-GRY), maintenance cleared, printer idle. Assign → Skip Constraint evaluation runs before every recommendation · Rules cannot be overridden
Module 02

Deterministic Planner

Before any recommendation is made, the planner evaluates every eligible printer against every feasible job using hard production rules. No ambiguity. No workarounds. Material compatibility, printer availability, maintenance status, and capacity — all enforced before AI ever speaks.

Hard constraint evaluation — not soft scoring — for every printer/job pair
Material, maintenance, capacity, and status rules applied sequentially
Ineligible printers are excluded, not downranked
AI recommendation layer operates within the valid constraint space only
Operator sees full reasoning before making any assignment decision
Design Principle

The deterministic layer exists specifically so AI cannot make recommendations that violate production reality. Rules always run first.

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Module 03

SKU Resolution & Mapping

Every sales channel has its own product naming conventions. PrintFarmAI resolves messy, inconsistent channel identifiers into trusted internal production records — model file, print profile, material specification, weight, dimensions, and color — deterministically and without manual lookup.

Translate channel-specific SKUs to internal production model IDs
Resolve size, color, material, and weight from variant strings
Flag unmapped or ambiguous identifiers for operator review
Maintain a versioned SKU mapping table — update once, apply everywhere
Batch resolution across full order intakes in a single pass
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sku.resolution
Preview
SKU RESOLUTION · BATCH 2024-03-14 CHANNEL INPUT → RESOLVED TO STATUS articulated-dragon-lg-blk Etsy · variant string MDL-DRAGON-LG PLA-BLK · 187g · profile_v3 ✓ Resolved Low-Poly-Wolf-Medium Shopify · product title variant MDL-WOLF-MD PETG-CLR · 94g · profile_v2 ✓ Resolved flexi-rex-XL-color-custom Etsy · non-standard size flag MDL-FLEXREX-? Size ambiguous · color unclear ⚠ Flag SUCC-SM-4PK-GRY Direct channel · internal SKU MDL-SUCC-SM × 4 ABS-GRY · 62g × 4 · profile_v1 ✓ Resolved tpu-bracelet-v2-gold-custom Etsy · unknown product line — no match — No SKU mapping exists ✗ Unresolved BATCH SUMMARY 23 orders processed · 21 resolved · 1 flagged · 1 unresolved · 0 errors Review Flags (2)
fleet.visibility
Live State
P-01 IDLE
PLA-WHT loaded · Ready
P-02 ACTIVE
JOB-1847 · PLA-BLK · 78% done
P-03 OFFLINE
Maintenance complete · Ready soon
P-04 ACTIVE
JOB-1848 · PETG-CLR · 34% done
P-05 IDLE
PETG-CLR loaded · Ready
+ 7 more printers
8
Active
3
Idle
1
Offline
67%
Utilization
Module 04

Fleet Visibility

Real-time state for every printer in your farm — active jobs, progress, material loaded, idle status, and maintenance awareness — from one screen. Never lose track of what's running, what's ready, and what needs attention.

Per-printer status: active, idle, offline, maintenance
Live job progress tracking for all active print jobs
Material loaded state per printer — no guessing before assignment
Fleet utilization summary with efficiency metrics
Maintenance event logging and window awareness
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Module 05

Filament Intelligence

Stock levels, deduction logic, purchase reconciliation, and replenishment awareness — all in one place. PrintFarmAI tracks every gram consumed, flags low-stock conditions before they interrupt production, and integrates purchase intake to keep inventory current without manual updates.

Real-time stock levels per material, color, and spool
Automatic deduction as jobs complete — no manual logging required
Purchase intake: add new stock and reconcile against expected orders
Low-stock alerts with estimated days-remaining at current throughput
Material consumption history and trend visibility
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filament.inventory
Live
PLA · Black
3 spools · ~2.4kg remaining
67%
PETG · Clear
2 spools · ~1.8kg remaining
43%
ABS · Gray
⚠ LOW · ~320g remaining · ~3.4 days left
18%
TPU · White
4 spools · ~3.2kg remaining
82%
Last 24h Deduction
PLA-BLK: 1.2kg · PETG-CLR: 840g
ops.summary · AI-generated
Preview
Operational Briefing · 08:32

8 printers active, 3 idle, 1 offline (maintenance cleared). Queue depth 23 jobs. Throughput on track at 142 units/day.

P-03 returned from maintenance — ABS-GRY loaded. Recommend immediate assignment of JOB-1850 to maximize utilization.

Recommended Actions
→
Assign JOB-1850 → P-03 (ABS-GRY · 2h 14m)
!
Order ABS-Gray — 18% stock (~3.4 days remaining)
⚠
Review JOB-1851 — size field mismatch, cannot assign
94.2%
Efficiency
142
Units/Day
67%
Fleet Use
Module 06

Maintenance & Ops Summary

Start every session with a clear operational picture. The AI-generated ops summary synthesizes fleet state, queue status, inventory levels, and priority flags into actionable briefings — with specific recommended actions and the context to understand why.

AI-generated daily session briefing — synthesized from live system state
Maintenance event logging and upcoming window awareness
Prioritized action list with one-click execution hooks
Throughput and efficiency trends over configurable time windows
Operator-visible reasoning for every AI-generated recommendation
Note on AI Transparency

Every AI summary includes the data sources and reasoning that produced it. Nothing is surfaced without an explainable basis.

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PrintFarmAI is currently in limited access. Operators running serious print farm operations are invited to request a guided preview and early access.

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