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Nautilus™ · AI Engine · Claude Haiku + Sonnet 4.6

AI That Works While You Sleep

Claude Haiku powers receipt intake, BOL extraction, AP scanning, and SOP onboarding. Five autonomous AI agents run continuously - monitoring compliance, security, infrastructure, platform validation, and institutional memory across the entire operation.

Six document intake types. Five autonomous agents. All live in production.
WL-03 · Live
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BOL Scan & Extraction
Photo 1-5 images of a vendor's Bill of Lading on mobile. Haiku extracts VendorName, BOL number, trailer number, carrier, receive date, and line items. Pre-fills the receiving form automatically.
Live
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Receipt & Expense Intake
Email receipts to receipts@ or upload directly. Haiku reads the receipt, extracts vendor, amount, date, and GL category. Confidence-gated auto-posting. Duplicate detection across a 30-day window.
WL-04 · Live
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AP Invoice Auto-Intake
Drop a PDF or image into the AP Invoices page. Haiku extracts VendorName, invoice number, invoice date, due date, amount, and line items. Returns structured JSON with confidence score.
WL-04 · Live
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Sales Order OCR
Scan a customer's paper purchase order. Haiku extracts CustomerName, PO number, order date, total, and line items - pre-filling the sales order creation form. Source stamped as manual_scan.
Latitude™ · Live
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SOP Document Extraction
Upload prospect SOP documents via Sonar™. Haiku extracts operational signals - process types, quality procedures, compliance posture - and maps them to Littoral™ module recommendations.
Manifest™ · Live
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Questionnaire Auto-Fill
Sonnet 4.6 reads your SOP library and fills customer questionnaires automatically. 16K/32K token limits, confidence scoring per answer, and human review before anything is sent.
Roz · Autonomous Agent
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Roz: Weekly Compliance Monitor
Runs every Monday. Checks training expirations, open NCRs past due date, calibration due dates, and vendor qualification gaps. Generates a narrative compliance report and flags critical findings on the dashboard. No human prompt required.
Triton · Autonomous Agent
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Triton: Security Intelligence
Security intelligence agent. Monitors API access patterns across all tenants, flags anomalous sequences for review, and surfaces failed auth attempts and CORS probes before they become incidents.
Meridian · Autonomous Agent
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Meridian: Platform Validation Intelligence
Maps platform coverage against the QMS framework, classifies gaps by severity, and tracks closure across every System Verification Test (SVT). Zero regressions ship to production.
Manta · Autonomous Agent
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Manta: Infrastructure Cost Tracking
Infrastructure cost intelligence agent. Monitors Azure and DigitalOcean spend in real time, flags unexpected spend against budget, and reports MTD burn across all tenants.
Mnemon · Autonomous Agent
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Mnemon: Institutional Memory
Institutional memory agent. Maintains the platform knowledge base, catalogs every platform decision and schema pattern, and helps onboard new team members. 297 entries and growing.
How Nautilus™ processes documents
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Email Intake Triggers
Azure Logic Apps monitors orders@, ap@, and receipts@ mailboxes. On receipt, the Logic App POSTs the email body and attachments to the Nautilus™ intake endpoint - triggering Haiku extraction immediately.
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Confidence Scoring
Every extracted field carries a confidence score (0-1.0). Fields below 0.70 are flagged amber in the review UI. No data is posted to the database without a human acknowledging low-confidence fields.
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Duplicate Detection
Expense intake checks for duplicates within a 30-day rolling window on vendor name + amount + date. Suspected duplicates are flagged with PossibleDuplicateOf reference - held for review before posting.
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Audit Log on Every Extraction
Every Haiku invocation is logged: BOL_SCAN_ATTEMPTED, SO_INTAKE_SCANNED, AP_INTAKE_SCANNED. The audit log captures the raw JSON response, confidence, and whether the result was accepted or rejected.
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Anthropic Beta PDF Support
PDF documents use Anthropic's pdfs-2024-09-25 beta document block - direct PDF reading without conversion. Images use standard vision blocks. Both paths normalize to the same structured output schema.
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Within Your Compliance Boundary
All AI processing runs server-side via the Littoral™ API - your document data does not leave through the browser. API key secured in environment variables, never exposed to the frontend.
Running Every Monday
Meet Roz: Your Autonomous Compliance Monitor
Roz is an AI agent powered by Claude Sonnet 4.6. She runs every Monday, scans your entire operation, writes a narrative report, and flags issues on the dashboard before the work week starts.
The Weekly Checks
1
Training expirations approaching or already past due
2
Open NCRs with no action past their due date
3
Calibration due dates coming up or missed
4
Vendor Qualification Program gaps - approvals lapsing or incomplete
5
Vendors accumulating 2+ open SCARs (repeat-offender detection)
6
CAPAs open longer than 90 days. Escalates to critical at 180 days.
✍️
Written Narrative Report
Roz doesn't just return rows of data. She writes a paragraph-form compliance narrative: what she found, why it matters, and what should happen next. Plain English, not JSON.
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Dashboard Integration
Critical unresolved findings appear as a red card on the management dashboard. Count goes to zero when findings are resolved. No report means a clean week, acknowledged with one click.
Run On-Demand
Administrators can trigger Roz manually via the /admin/roz page. Response fires immediately, scan runs in the background. New report appears within 30 seconds for most production databases.
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Example Roz Narrative (real output)
"This week's scan identified 3 high-severity findings. Two raw material profiles (Maltodextrin 20DE and Calcium Carbonate USP) have been revised since their last approval but are not linked to an active MOC record, which creates a gap in your change control audit trail. Additionally, Pacific Ingredients has 2 open SCARs with no corrective action documented in over 45 days. Recommend escalating supplier contact before the next PO release."

AI with a compliance-first design

Nautilus™ is designed for regulated manufacturing environments. Every AI action is audit-logged with user identity, timestamp, and raw model output. No AI result is persisted to the database without human review and explicit approval. Confidence scores are surfaced - never hidden. The system's posture is always: AI suggests, human confirms.

See Nautilus™ in action: documents and Roz

Bring a receipt, a BOL, or a vendor invoice to the demo. We'll run Haiku extraction live and trigger a Roz scan so you can see the compliance narrative in real time.