Production Telemetry & Deployments

Proven architectures in production

Inspect verified telemetry, benchmarked latency, and model efficiency gains across enterprise deployments.

High-Frequency TradingFintech

Sub-12ms risk evaluation engine

Legacy batch inference pipelines caused 450ms decision delays during volatility spikes.

Core Stack
TensorRT-LLMTriton ServerPyTorchC++ CUDA
97.3%Latency reduction
4.8xThroughput gain
$1.4MAnnual compute saved
Clinical DiagnosticsHealthcare

HIPAA-compliant multimodal diagnostic pipeline

Radiology teams faced a 72-hour backlog analyzing multi-gigabyte 3D CT volumetric scans.

Core Stack
MONAIvLLMNVIDIA NeMoRay Cluster
99.2%Diagnostic accuracy
84%Turnaround reduction
100%Air-gapped compliance
Global Freight RoutingSupply

Real-time dynamic fleet optimization network

Global port congestion and fuel volatility disrupted predictable multimodal routing.

Core Stack
Deep Reinforcement LearningONNX RuntimeFastAPIRedis Vector
38%Fuel cost reduction
120kNodes solved / sec
99.98%System uptime
Autonomous Fraud DefenseFintech

Self-healing fraud detection cluster

Synthetic identity fraud evaded traditional heuristic rules across 40M daily transactions.

Core Stack
Graph Neural NetworksPyTorch GeometricKafkaAWS Inferentia
91.4%Zero-day fraud caught
< 8msInference window
0.01%false positive rate
Biochemical SynthesisHealthcare

Generative molecular ligand screening

Target synthesis candidate validation took 9 months per molecular trial cycle.

Core Stack
Diffusion ModelsDeepChemJAXBioNeMo
14xCandidate discovery
62%Lab trial reduction
4.2MLigands screened / hr
Autonomous RoboticsSupply

Distributed visual SLAM for warehouse fulfillment

Edge robotics suffered path drifts and computational bottlenecks in low-light facilities.

Core Stack
Edge PyTorchROS2TensorRTCUDA Graphs
3.2msEdge perception sync
99.94%Navigation precision
3.5xEnergy efficiency

All production metrics verified by client engineering leadership

Senior engineering team available to review architectural schematics under NDA.

Book technical review
Verified telemetry & leadership impact

Engineered for production. Proven at scale.

See how engineering leaders cut inference latency, reduce compute costs, and launch resilient AI systems with our senior collective.

78% LATENCY REDUCTION
NEURO rebuilt our multi-model serving layer in six weeks. We went from dropping queries under peak traffic to handling triple our volume with predictable sub-50 millisecond latency.
Core LLM Serving PipelineVerified

Jane Doe

Chief Technology Officer

FinTech Corp

4.2X INFERENCE SPEEDUP
Their team brought senior-level systems engineering from day one. They fine-tuned our proprietary diagnostic models and halved our GPU fleet costs without losing precision.
Diagnostic Neural EngineVerified

John Smith

Head of Data Science

Healthcare Inc

$1.8M ANNUAL SAVINGS
No handoffs to junior devs. The engineers who planned our real-time retrieval architecture were the ones writing the CUDA kernels and monitoring production rollout.
Enterprise Vector MeshVerified

Elena Rostova

VP of Machine Learning

Apex Data Systems

Ready to review technical scope and deploy benchmarks with our team?

Book a consultation