We specialise in Data Engineering — transforming raw data into competitive advantage for businesses worldwide.
What We Do
From raw data ingestion to intelligent applications — every layer of the stack, built to your exact specifications.
Automated, scalable pipelines that gather high-quality structured data from any source — APIs, web, IoT, enterprise systems — with built-in cleansing and validation.
Transform raw data into production-ready formats using custom LLMs and cloud-native pipelines built for throughput and reliability.
Scalable architectures and ETL pipelines that power complex data workflows across PostgreSQL, MySQL, AWS, Azure, and GCP.
Intuitive dashboards and automated reports that put actionable insights directly in decision-makers' hands, in real time.
AI-powered predictive analytics uncovering trends, forecasting outcomes, and optimising strategy across your key business metrics.
Bespoke web platforms and application extensions — AI-integrated, cross-platform, built to scale with your business.
Capabilities
Petaflop-scale hardware. Sub-microsecond interconnects. Production-grade inference. Every layer engineered for AI at the frontier.
72× B200 GPUs in a single non-blocking NVLink 5.0 domain. 30× faster than H100 on trillion-parameter LLM inference. NVLink Switch at 14.4 TB/s per ASIC — up to 576 GPUs in a single non-blocking fabric. DGX SuperPOD scales to 9,216 B200 GPUs and 5,760 PFLOPS FP8 per Scalable Unit.
NVIDIA H200 SXM5
Hopper · 4th-Gen Transformer Engine · FP8 Dynamic Cast
43% more bandwidth than H100. Full 70B+ LLM inference with KV-cache entirely in-memory. DGX H200: 1,128 GB total GPU memory across 8 SXM5 modules, 38.4 TB/s aggregate bandwidth.
AMD Instinct MI300X
CDNA 3 · 8-XCD Chiplet · 8,192-bit Memory Bus
Highest single-GPU memory bandwidth. 192 GB unified HBM3 — 70B+ models without sharding. 12.8 TB/s Infinity Cache internal bandwidth across all 8 compute dies.
InfiniBand NDR 400 → 800 Gb/s
NVIDIA Quantum-2 — 64× 400Gb/s ports, 51.2 Tb/s non-blocking switching. Sub-microsecond MPI latency. SHARP in-network AllReduce: 32× gradient aggregation without touching host CPU. NDR2/XDR 800Gb/s on GB200 NVL72 scale-out.
NVLink 5.0 Scale-Up Fabric
1,800 GB/s bidirectional per B200 GPU — 2× Hopper. 130 TB/s all-to-all non-blocking domain across 72 GPUs. NVLink-C2C die-to-die at 900 GB/s coherent bandwidth. Scales to 576-GPU single fabric.
RoCE v2 & 800 GbE Fabric
RDMA over Converged Ethernet — kernel-bypass, zero-copy at Layer 3. IEEE 802.3df with DCQCN, PFC (802.1Qbb) & ETS QoS. ~95% of InfiniBand throughput. Gaudi 3: 24× 200 GbE RDMA ports, 4.8 Tbps per card.
vLLM & Triton Inference Server
PagedAttention KV-cache (24× throughput vs. naive), continuous batching, speculative decoding (3× speedup), tensor & pipeline parallelism. TensorRT-LLM backend. Flash Attention 3 with WGMMA + TMA on Hopper.
Kafka + Flink Streaming
Millions of events/sec with exactly-once semantics, event-time windowing and Complex Event Processing. Async I/O to Triton endpoints — sub-100ms end-to-end AI inference latency on live data streams.
Vector DB & RAG Pipeline
Hybrid BM25 + dense retrieval, cross-encoder reranking via RRF. pgvector+pgvectorscale: 471 QPS @ 99% recall on 50M vectors. GraphRAG for multi-hop knowledge graph traversal. HNSW & DiskANN indexes.
Multi-Cloud Orchestration
AWS SageMaker HyperPod (15k nodes, EFA v3 3.2 Tbps), Vertex AI TPU v5p (4.45 exaFLOPS/pod), Azure ND H200 v5 (400Gb/s IB NDR). Argo CD GitOps, Terraform IaC, Istio mTLS, Prometheus+Thanos.
Our Work
A selection of AI-driven platforms and data solutions we've built across industries.
The UK's first AI-powered DIY, hardware and power tools price and product comparison platform — simultaneously monitoring 304 UK e-commerce traders in real time via a distributed data collection cluster, processing 50M+ price events per month through a Kafka/Flink streaming pipeline, and deploying transformer-based AI for demand forecasting, buyer behaviour modelling, and nationwide trade intelligence across every product category.
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The UK's first real-time AI-driven FX scalping platform — processing 50,000+ tick events per second, executing trades in under 5ms during peak volatility windows, powered by a self-training reinforcement learning agent and a transformer-based volatility prediction model that continuously improves on live market outcomes.
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Worldwide maritime intelligence and supply management platform monitoring the entire global commercial fleet in real time — powered by a self-training AI that predicts ship schedules, bunker windows, drydocking events, and supply opportunities across every ocean basin, with an integrated CRM-driven sales and after-sales layer.
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About Us
Founded in 2019 in the United States, The Clever Machine is an innovator in AI-driven data solutions and custom application development. We specialise in building intelligent systems that empower businesses in real estate, retail, energy, government, and beyond.
Our team of data scientists, engineers, and developers collaborates to deliver bespoke solutions that combine cutting-edge technology with a deep understanding of our clients' needs.
Learn Our Story
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