The Control Plane for the Inference Economy
Solving the Accuracy-Efficiency Paradox in Quantized AI
The Inference Trilemma
Every AI deployment faces the same impossible choice
Speed
Low latency inference for real-time applications
Cost
Efficient deployment on commodity hardware
Accuracy
Production-grade reliability and truthfulness
Speed, Cost, Accuracy. Pick Two.
Quantization gives you speed and cost, but destroys accuracy at high temperatures. Full precision gives you accuracy, but explodes cost and latency.
Verificate breaks the trilemma
All three, on edge hardware. Our geometric steering technology recovers the accuracy lost to quantization while maintaining speed and cost benefits.
Macro Forces Driving Change
The AI industry is at an inflection point. Edge inference is inevitable—the question is who solves the quality problem.
Sovereign AI Mandate
Governments and enterprises demand on-premise, air-gapped AI capabilities. Data sovereignty is non-negotiable.
Economic Reality
Cloud inference costs are unsustainable at scale. Organizations need predictable, controlled AI economics.
66% Compute Shift
Industry analysts predict two-thirds of AI inference will move to edge by 2027. The migration is accelerating.
$312B Market
Edge AI market projected to reach $312B by 2028. First movers in quality edge inference will capture disproportionate value.
4-bit Future
Quantization is the only path to edge-viable LLMs. But quantization destroys accuracy—until Verificate.
These forces create a massive opportunity—but only for technology that actually works at scale.
Verificate is shipping production-grade edge AI today.
Verificate Is Shipping Today
Production system on IBM Fusion A100s • 3 USPTO provisionals • Peer-reviewed research • Outperforms full-precision on 4-bit
Benchmark Leadership
Quantized + Verificate routinely exceeds full-precision baselines while enabling safe high-temperature operation.
| Benchmark | Full-Precision Granite 4.0 Small | 4-bit Quantized + Verificate | Advantage |
|---|---|---|---|
| GSM8K @ T=1.0 | 87.27% | 91.80% | +4.53pp over FP16 |
| GSM8K @ T=3.0 | Collapse | 88.84% | Only -2.81pp degradation |
| MMLU | ~71–72% | 72.49% | Maintains quality |
| Interventions | N/A | 0.2–2.5% tokens | <5% overhead |
Results from research under double-blind peer review.
Patented Moat
- 63/967,230: Uncertainty-Guided Activation Steering
- 63/969,580: Multi-Temperature Synthesis & Directional Steering
- Pending: Adaptive Metric Handover Mechanisms
Peer-Reviewed Research
Paper under double-blind peer review demonstrates trajectory tethering recovers quantization tax and unlocks High-Entropy Creative Reservoir.
- • Geometric framework for trajectory control
- • Unified Truth Score (UTS) metric
- • Cross-architecture validation
UNSW Medical Pilot
Production deployment on IBM Fusion (A100-40GB) for accuracy-critical medical paper extraction.
- • Granite 4.0 Small (4-bit quantized)
- • Full UTS telemetry & audit logging
- • Healthcare-grade accuracy requirements
IBM Strategic Partner
RESELLERVerificate is an official IBM Business Partner and authorized reseller, deploying on enterprise-grade IBM infrastructure.
IBM Fusion HPC
Production deployment on IBM Fusion with NVIDIA A100-40GB GPUs. Enterprise security, compliance, and performance.
Granite 4.0 Optimized
Verified compatibility with IBM Granite 4.0 hybrid Mamba-Transformer architecture. Ideal for sovereign AI deployments.
Sovereign AI Ready
Air-gapped deployments with IBM Fusion. Data never leaves your infrastructure. Full compliance & audit trails.
The High-Entropy Creative Reservoir
At T>2.0, Verificate reveals a previously-masked phenomenon: vast, non-overlapping landscapes of structurally valid ideas that conservative sampling cannot access. This is the creative frontier—and we've made it safe to explore.
Get Started
Deploy production-grade AI on your infrastructure
Why Verificate?
- +4.53pp over full-precision at 4-bit
- 88.84% GSM8K accuracy at T=3.0
- 200–300% more unique concepts
- 3 USPTO patents filed
- IBM Strategic Partner