CALIBRE OPERATOR RUNTIME
SECURE TASK MIDDLEWARE
Launch Workspace →
YC RFS THESIS: THE $15-AN-HOUR EXPERT

Turn $15/hr generalists into verified domain experts. Without $350/hr billable dependencies.

Outsource your most complex, high-liability tasks—tax filings, commercial contracts, SOX audits, and clinical prior auth—to affordable operators enabled by AI. Deliver partner-grade accuracy with 100% human sign-off at 90% lower cost.

Launch Live Simulator → Request Calibration Pilot
99.98%
Verified Outcome Accuracy
Dual-gate human verification and deterministic statutory rules ensure zero defect escape.
$14.20
Flat Unit Cost per Task
90%+ Direct Savings
Replaces $180–$350/case traditional firm billables with guaranteed sub-hour SLAs.
12+
Regulated Enterprise Domains
Cross-border tax treaties, commercial NDAs & MSAs, SOX 404 audit controls, and customs brokerage.
THE AUGMENTATION PARADIGM

Augmenting generalists with AI to deliver partner-grade accuracy.

Offshore BPO brings error fatigue. Pure AI brings hallucinations. The Augmented Operator combines machine-speed extraction with 100% human sign-off—delivering verified compliance at $15/hr economics.

THE MANUAL BOTTLENECK
Traditional BPO Outsourcing
Pure human labor (unassisted)
Outcome Error 15% – 20%
Audit Defense High Risk
Ramp Time 6 – 8 Weeks
Unit Cost $180 – $350
  • ✕ Human Fatigue: 15%–20% error rate on complex forms.
  • ✕ Slow Ramp: 6–8 weeks manual onboarding.
  • ✕ High Turnover: Continuous retraining overhead.
★ THE SWEET SPOT: BEST OF BOTH WORLDS
THE AUGMENTATION FRONTIER
The AI-Augmented Operator
$15/hr economics + machine speed + human sign-off
Outcome Accuracy 99.98% (Zero Defect)
Audit Defense 100% Legal Sign-Off
Ramp Time < 1 Day (Guided)
Unit Cost $14.20 flat (90%+ Savings)
  • ✓ Machine Speed: Instant token extraction & statutory diffing.
  • ✓ Audit Defensible: 100% human accountability & sign-off.
  • ✓ Guided Hotkeys: Single-key verification replaces typing.
THE HALLUCINATION HAZARD
Pure Autonomous AI Copilot
Unsupervised LLM generation
Error Escape 4% – 12% Undetected
Audit Defense 0% (Inadmissible)
Liability Catastrophic Fine Risk
Unit Cost < $0.50 (High Legal Risk)
  • ⚠ Hallucinations: 4%–12% silent error rate on long forms.
  • ⚠ Zero Defense: Regulators reject unsupervised bot filings.
  • ⚠ Output Drift: Stochastic variance across updates.
Looking for the technical specification? Explore Ingestion & Steering Pipeline →
ARCHITECTURE EXPLAINER • MULTI-SOURCE INGESTION

Unifying multi-source documents into one verified operator view.

Compliance data is fragmented across PDFs, scans, and ERP feeds. The Runtime normalizes every source against statutory rulebooks, steering generalist operators directly to verified approvals or guided task completions.

STAGE 01 4 SOURCES
Multi-Source Ingestion Dock
  • 📄 PDFs & Filings: IRS 8833, CMS-1500, NDAs
  • 📜 Scanned Certs: Apostilles, Foreign Tax Certs
  • 🗄️ ERP & EDI Feeds: SAP General Ledger, NetSuite POs
  • ✉️ Communications: Broker memos, underwriter notes
STAGE 02 ZERO HALLUCINATION
Deterministic Normalization
  • 1. PyMuPDF Tokenizer: BBox [ymin, xmin, ymax, xmax]
  • 2. Client-Side PII Shield: Regex scrubbing before render
  • 3. Statutory Rules Engine: IRC / FDA / SOX matching
  • 4. Ambiguity Router: Auto-pass vs. operator exception
STAGE 03 AUDIT READY
Steered Human Outcomes
  • ⚡ Channel A (85%): Binary Verdict
    Direct [1] Approve / [2] Reject driven by hotkeys with statutory rationale.
  • ✍️ Channel B (15%): Guided Task
    AI-guided memos, numeric allocations, and clause selection chips.
Validated Domains: Tax Treaty (IRS 8833) Commercial Legal (NDAs & MSAs) Internal Audit (SOX 404 Matching) Clinical Prior Auth (CMS PA-092) Customs Clearance (CBP 7501) Banking KYC / AML
OPERATOR RUNTIME • THE 4-STEP WORKBENCH

Generalist Economics. Partner-Grade Accuracy.

AI extracts multi-source evidence, applies company-specific operating context, and translates statutory rules into plain-language checkpoints. Operators verify with single-key hotkeys.

SIMULATED OPERATOR WORKBENCH
Step 01 • Intake
Task & Context Intake
CASE: #TAX-8833-2026-US-IE
Target: Dividend Withholding
Status: Assigned to Generalist
• Dual-Context Source Mapped
Step 02 • Extraction
PyMuPDF Coordinates
[EXT]: Form 8833 Box 7b [y:412, x:108]
[INT]: Irish Cert of Residency
PII Scrutiny: Masked (0x8F)
• Zero LLM Coordinate Drift
Step 03 • Plain Guidance
Plain Statutory Guidance
💡 Treaty Art 4 Checkpoint: Certificate confirms Irish tax residency through 2026. Entity name matches Form 8833 exactly. Zero withholding applies.
✓ Zero credentials required
Step 04 • Sign-Off
Human Verdict Output
STATUS: READY FOR OPERATOR
hash: 0x94f1b82c • dwell: 3.4s
⚡ 100% Legal Admissibility
RUNTIME QUALITY PROTOCOL:
🎯 Synthetic Honeypots: Active (5% Trap Density)
👥 Dual-Gate Consensus: 100% Blind Agreement
⏱️ Optical Dwell Gating: 3.2s Min Inspection Lock
RADICAL BUYER SAVINGS & MARKET BENCHMARKS

90% lower cost than traditional firms. Billed per completed task.

Stop paying Big 4 accounting firms and AmLaw law firms $160–$450/hr for mechanical document cross-referencing. Pay a flat, transparent fee per completed filing or review with guaranteed turnaround and audit-grade quality.

Regulated Scope Traditional Benchmark Firm AI-Augmented Runtime Client Savings SLA Turnaround
Cross-Border Tax Exemption
IRS Form 8833 • Form 1120-F
 $240.00 / return
PwC / BDO US ($320–$420/hr, 0.75h alloc.) [1] 		$16.50 / return ↓ 93.1% Under 2 Hours
vs. 5–7 days firm SLA
Commercial Contract Review
Mutual NDAs, Vendor MSAs, DPAs
 $180.00 / contract
AmLaw 200 / Axiom Law ($180–$220/hr ALSP) [2] 		$14.00 / contract ↓ 92.2% Under 30 Mins
vs. 3–5 days redline SLA
Internal Audit Three-Way Match
SOX 404 PO vs Invoice vs Receipt
 $95.00 / control
Protiviti / Crowe LLP ($160–$240/hr advisory) [3] 		$8.50 / control ↓ 91.1% Same-Day Batch
vs. 2 weeks close cycle
Clinical Prior Authorization
CMS PA-092 • Formulary Verification
 $75.00 / auth
Optum / Cognizant ($65–$85/hr clinical BPO) [4] 		$6.80 / auth ↓ 90.9% Under 15 Mins
vs. 48–72 hrs portal SLA
Market Citations: [1] AICPA National Practice Survey • [2] AmLaw 200 Survey & ACC Benchmarks • [3] Protiviti Sarbanes-Oxley Survey • [4] AMA Practice Survey & CAQH Index.
ENTERPRISE PRIVACY & ISOLATION

Enterprise-grade privacy: your sensitive records never train public models.

High-liability documents demand uncompromising privacy. Automated PII masking, client-tenant data isolation, zero model retention, and SOC 2 / HIPAA compliance are enforced before human operators view any record.

🔒
Zero Model Retention
Customer documents and extracted tokens are ephemeral (24h TTL) and cryptographically purged upon filing confirmation. Zero customer data is retained for AI model fine-tuning.
🛡️
Client-Side PII Masking
Social Security numbers, Tax IDs, and patient medical record numbers are redacted in-memory via client-side regex before coordinates render in the operator viewport.
🏢
Managed Task Middleware
A pure cloud middleware to offload compliance workloads. Ingest tasks via REST API, SFTP, or ERP webhooks with customer KMS encryption and dedicated tenant data isolation.
SOC 2 Type II Ready • HIPAA BAA Compliant • GDPR & CCPA Certified • AES-256 / TLS 1.3 KMS Tenant Encryption
50-CASE CALIBRATION PILOT

Complete data isolation. Launch a 50-case calibration pilot.

Test our AI-augmented operators on 50 of your historical cases—tax filings, commercial contracts, or SOX audit batches—with guaranteed privacy and an enterprise BAA in place.

PHASE 01
Ingestion & BAA
Execute enterprise DPA/BAA, configure client KMS keys, and initialize client-side PII scrubbing.
PHASE 02
Parallel Benchmark
Run 50 historical cases through the operator runtime; compare turnaround SLA and defect escape rates.
PHASE 03
Audit & ROI Report
Receive a comprehensive audit package with certified accuracy metrics and annualized budget savings.
Contact Founders & Security Engineering:
founders@neoai.solutions  |  security@neoai.solutions
Request Calibration Pilot & Sign BAA →