QERA Diagnostic

AI architecture diagnostic for RAG and LLM systems · by Allerin

1 · Blueprint 2 · Access Gate 3 · Risk Matrix

foundation

GPT-4o

orchestration

LangChain

vector

Pinecone

Topology nominal

Foundation Layer

Orchestration Layer

Vector DB Layer

Monthly Token Consumption1.2B

10M → 10B+ tokens

Average Context Window Load48k tokens

2k → 128k+ tokens

Orchestration / Agent Hops4 hops

Compounding latency + cost multiplier

Chunking StrategyE_chunk 0.52

Retrieval K8 chunks

Injected per query

Chunk Size512 tok

Per retrieved block

Live preview (unverified)

Est. monthly leak

$1,980

Health score

71.6

Drift

84.29

TTFT

272.84ms

Full mathematical audit unlocks after secure verification.