Commercial Capabilities

Enterprise Edge AI Services

QuantizedLab delivers end-to-end compression, custom neural adaptation, and native runtime engines for enterprises demanding zero-cloud sovereign intelligence.

Flagship Service

Model Compression as a Service (MCaaS)

Transform your proprietary enterprise models (7B to 70B parameters) into ultra-dense 1.58-bit and 2-bit sovereign binaries with zero retraining required and guaranteed mathematical perplexity retention.

Request Compression Quote →
Service Deliverables
  • Zero Retraining Required: 100% one-shot analytic compaction directly from your weight checkpoint
  • Zero Customer Data Sharing: You never need to expose private training datasets or user prompts
  • Eliminates $50,000+ in cloud GPU retraining bills with turnaround in under 2 hours
  • Up to 87.5% memory footprint reduction (e.g., 16.0 GB down to 2.05 GB)
  • Certified mathematical perplexity retention (< 0.02 Δ PPL on WikiText-2 benchmark)
  • Direct export to pure-Rust zero-dependency binary formats (.leviathan2)
Pure-Rust Runtime

Leviathan Edge Engine SDK & Licensing

Embed native, high-performance foundation model inference directly into your mobile apps, games, and autonomous robotic systems with zero cloud dependencies.

Explore Developer SDK →
Service Deliverables
  • Android NDK (Kotlin/C++) & iOS (Swift/Objective-C++) native bindings
  • Unity C# (UPM) & Unreal Engine 5 C++ (0-byte heap allocation, 120 FPS game-loop safe)
  • ROS2 robotic perception nodes & Embedded Linux (Raspberry Pi 5, Jetson)
  • Zero garbage collection pauses, zero JVM overhead, zero ANR crashes
High-Rank Adaptation

'God Mode' Custom LoRA Adaptation

Elevate compact 1.5B and 8B edge models to frontier 70B-class reasoning in your specific industry domain (medical, legal, financial, robotics, NPC dialogue).

Order Custom Domain Cartridge →
Service Deliverables
  • Rank-256 / Alpha-512 massive capacity architecture (295M trainable parameters)
  • SOTA 3-Pass SFT curriculum protected by NEFTune noise injection
  • Phase 5 Direct Preference Optimization (DPO) for zero hallucination drift
  • Hot-swappable ~22 MB cartridges loaded via zero-copy mmap in 0 ms
Hardware Co-Design

Custom Silicon & Kernel Optimization

Direct hardware optimization contracts for OEMs, semiconductor designers, and device manufacturers seeking maximum token throughput on specific SoCs.

Consult Hardware Engineers →
Service Deliverables
  • Proprietary hardware-tuned inference kernels for ARM (Cortex-A78, A55, X-series)
  • Qualcomm Adreno Vulkan compute acceleration & shared DRAM mapping
  • Apple Silicon M-series & A-series AMX / Metal kernel optimization
  • Thermal throttling prevention locking battery temps under 33°C
Defense & Healthcare

Air-Gapped Sovereign Edge Appliances

Turnkey, completely offline AI appliances designed for defense, intelligence, and clinical healthcare environments where cloud connectivity is prohibited.

Schedule Security Briefing →
Service Deliverables
  • 100% air-gapped: zero network sockets, zero telemetry exfiltration
  • Compliant with HIPAA, GDPR, SOC 2, and defense data sovereignty regulations
  • Pre-flashed on ruggedized edge hardware or delivered as secure container images
  • Deterministic local execution with sub-20ms response latency
Strategic Flexibility

Two Clear Enterprise Deployment Tiers

Whether you need rapid one-shot compression of an existing model or custom intelligence elevation for domain specialization.

TIER 1 • ZERO RETRAINING

One-Shot Analytic Compaction

Take your existing HuggingFace or fine-tuned model and compress it directly to 2-bit with zero retraining, zero dataset sharing, and zero GPU training costs.

  • ✓ Zero epochs of post-training required
  • ✓ Zero customer training data needed (100% private)
  • ✓ Compaction turnaround in under 2 hours
  • ✓ WikiText perplexity delta < 0.02
Select Tier 1 Compaction →
TIER 2 • FRONTIER REASONING

"God Mode" Cognitive Booster

For enterprises whose mobile models must punch above their weight class, competing with 7B or 70B models on math proofs, code synthesis, or clinical triage.

  • ✓ Massive Rank-256 / Alpha-512 LoRA architecture
  • ✓ 3-Pass SFT + 1-Pass DPO preference alignment
  • ✓ Hot-swappable ~22 MB cartridge (0 ms load overhead)
  • ✓ Outscores uncompressed FP16 base on GSM8K by +6.4%
Order Tier 2 Cognitive Adapter →

How We Engage With Your Team

From initial weight intake to certified on-device deployment in 4 seamless stages.

01
Secure Intake
Upload your fine-tuned weights (.safetensors / PyTorch) via encrypted intake under strict NDA.
02
Compaction
Our proprietary pipeline compresses weights to 1.58-bit / 2-bit with residual calibration.
03
Silicon Testing
We validate TPS, memory, and accuracy across physical mobile and edge test devices.
04
Edge Delivery
Download the zero-dependency native SDK binary ready to ship inside your production app.