Platform/Research/Case Studies & Benchmarks
Verifiable Production Teardowns

Systems Architecture in Production.

We don't publish hypothetical marketing claims. These architectural teardowns break down real production constraints, benchmarks, and exact code topologies engineered for venture-backed founders and enterprise clients.

14–28 Day Production Cadence100% Client Code OwnershipMathematically Verified Telemetry
Zero Downtime Cutover·Series A Enterprise FinTech Platform

Architecting a 16-Agent Production Mesh for $45M+ in Transaction Volume

16 Days to Production

Engineered an autonomous multi-agent reasoning loop utilizing LangGraph and Redis Enterprise. Eliminated human triage bottlenecks, reduced p95 execution latency from 650ms to 78ms, and processed $45M+ with zero downtime.

78msp95 LatencyDown from 650ms
$45M+Transaction VolumeProcessed autonomously
16 DaysDelivery SpeedProduction cutover
LangGraphRedis EnterprisegRPCHuman-in-the-LoopPython/Rust
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Sub-100ms Budget Guaranteed·Global Industrial Hardware Manufacturer

Sub-100ms Enterprise RAG across 12M Technical Documents with Qdrant & Hybrid Reranking

14 Days to Production

Replaced an unmaintained, slow legacy search platform with a hybrid sparse-dense vector retrieval engine. Integrated Cohere reranking, dynamic semantic caching, and sub-100ms response guarantees across 12 million documents.

62msRetrieval LatencySub-100ms SLA met
12M DocsCorpus ScaleReal-time sync
99.4%Answer PrecisionZero hallucinations
QdrantpgvectorCohere RerankSemantic CachingHybrid Search
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14x Query Acceleration·Fortune 1000 Supply Chain Network

Migrating a 40TB Legacy Warehouse to Microsoft Fabric Delta Tables in 21 Days

21 Days to Production

Modernized a brittle 40TB legacy SQL monolith into a unified Microsoft Fabric OneLake architecture. Enforced governed dbt data contracts, sub-second semantic model queries, and 68% compute cost reduction.

40 TBData Volume100% data fidelity
14x FasterQuery SpeedupDirect Lake engine
-68%Cloud CostAnnual compute savings
Microsoft FabricAzure Synapsedbt ContractsDelta LakeDirect Lake
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Rapid Production Scoping

Have an Architecture Challenge at This Scale?

We architect and ship production platforms in 14 to 28 days with full commercial IP code ownership from day one.