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QOARC_OS v2.4.0Signal: Stabilized
QOARC Engineering

AI Integration

Embedding large-scale generative and predictive intelligence into your core software infrastructure.

Delivery
6–12 weeks
Origin
AI-native by default
Rights
Full IP transfer

Technical Coverage.

Custom LLM Fine-tuning (OpenAI, Anthropic, Llama)
RAG (Retrieval-Augmented Generation) Architecture
Cognitive Workflow Design
AI Ethics & Safety Guardrails
Automated Quality Assurance

The Strategy.

01

Logic Mapping

Identifying high-leverage cognitive bottlenecks in your current system.

02

Model Selection

Benchmarking and selecting the optimal neural architecture for the task.

03

Deployment

Seamless integration into production with zero-latency monitoring.

Technologies

PythonPyTorchOpenAI APIPineconeLangChainNext.js

Industries Served

FinTech
HealthTech
Logistics
Retail
Pricing Signal

Projects typically start at $12,000

Standard Inquiry.

How long does a typical AI integration take?

Phase 1 MVP usually takes 6–8 weeks for initial deployment.

Do we keep the intellectual property?

Yes, all code and model configurations transfer to you on final payment.

Can you integrate with legacy systems?

Specifically, yes. We specialize in building bridging layers.

What about data privacy?

We implement local-first or VPC-contained models for sensitive data.

Is there an ongoing cost?

Aside from API tokens, we offer optional optimization retainers.

Let's scope your AI Integration project.