PRODUCTION INTEGRATION / AI SYSTEMS

AI THAT
DOES ACTUAL
WORK.

We integrate models, data, retrieval, workflows, and software systems to create AI capabilities that operate inside real products.

AI EXECUTION PIPELINE
DETERMINISTIC WRAPPER
USER / EVENTVECTOR RAG CONTEXTPROMPT & GUARDRAILSLLM ORCHESTRATORGPT-4o / CLAUDE 3.5VALIDATESTRUCTURED JSONDATABASE MUTATIONSTREAMING UI RES
LATENCY: ~180MS
COST: $0.002/REQ
ACCURACY: 99.4%
TRACE: ENFORCED
01 / SYSTEM ARCHITECTURE

THE MODEL IS ONE COMPONENT.

An AI feature requires deterministic application logic, retrieval pipelines, tool wrappers, and evaluation monitors.

RETRIEVAL (RAG)
Vector indexing & hybrid search context retrieval
HYBRID SEARCH
PROMPT & CONTEXT
Structured prompt assembly & system guardrails
GUARDRAILS
TOOL EXECUTION
Deterministic API calling & external function execution
DETERMINISTIC
EVALUATION MONITOR
Hallucination checking & response validation
VALIDATED
VECTOR STORAGE
pgvector / Pinecone high-density embeddings
HIGH DENSITY
MODEL ORCHESTRATION
Multi-provider failover & latency optimization
MULTI-PROVIDER
APPLICATION STATE
Session state persistence & UI streaming
REALTIME UI
COST TELEMETRY
Token tracking & rate-limit throttling
TOKEN CONTROL
02 / PRODUCTION WORKFLOWS

AI WORKFLOW INDEX.

Real production AI workflows integrated into application software.

DOCUMENT INTELLIGENCE
Automated multi-page PDF & document extraction
01 / LAYER● READY
SEARCH & RETRIEVAL
Hybrid BM25 + Vector semantic RAG search
02 / LAYER● READY
OPERATIONS AUTOMATION
Autonomous background task & queue processing
03 / LAYER● READY
AI ASSISTANTS
Context-aware conversational app copilots
04 / LAYER● READY
INTENT CLASSIFICATION
Real-time query intent & payload routing
05 / LAYER● READY
DATA EXTRACTION
Unstructured text to validated JSON schema
06 / LAYER● READY
RECOMMENDATION
Embedding similarity rank & personalization
07 / LAYER● READY
WORKFLOW AUTOMATION
Multi-step tool calling & external API loops
08 / LAYER● READY
03 / PRODUCTION STACK

THE AI ENGINEERING STACK.

We use battle-tested AI and backend technologies for production reliability.

OPENAI API
GPT-4o, O1 & Embeddings
● PRODUCTION STACK
ANTHROPIC CLAUDE
Claude 3.5 Sonnet & Haiku
● PRODUCTION STACK
POSTGRESQL / PGVECTOR
High-Density HNSW Vector Indices
● PRODUCTION STACK
REDIS CACHING
Semantic Cache & Rate Limits
● PRODUCTION STACK
VERCEL EDGE
Sub-50ms Global Edge Runtime
● PRODUCTION STACK
PYTHON / FASTAPI
High-Throughput Inference API
● PRODUCTION STACK
NEXT.JS STREAMING
Server-Sent Events & UI Generators
● PRODUCTION STACK
LANGCHAIN / LLAMAINDEX
Agentic Chunking & Chains
● PRODUCTION STACK
PROJECT STATE / READY
IDEADEFINITIONENGINEERINGPRODUCTION
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