AI Feature in Your Product: LLM Integration by Ergin KAI Feature in Your Product: LLM Integration by Ergin K
AI Feature in Your Product: LLM IntegrationErgin K
OpenAI, Claude or an open model inside the product you already have: chat, summaries, classification, extraction or search over your documents.
What's included: the feature behind your own auth, per-account usage caps, an evaluation set so you can change models safely, logging you can read, and the EU AI Act Article 50 transparency notice where your users are in the EU.
How I build it
A written scope and a fixed price within three days of a free 30-minute call
Structured outputs and validation, so the feature behaves the same on the hundredth request as on the first
Evals on your real data before launch, plus logging and cost controls after it
EU data residency, data minimization and a deletion path where you need them
Shipped examples
OmniAPI, typed functions generated from one sentence. AURA Studio, AI photoshoots with automatic fidelity checks. Xandidate, LLM screening with quoted evidence.
A single feature from $3,500, usually 1 to 3 weeks. Retrieval with evaluation and agentic features are quoted on the call.
OpenAI, Claude or an open model inside the product you already have: chat, summaries, classification, extraction or search over your documents.
What's included: the feature behind your own auth, per-account usage caps, an evaluation set so you can change models safely, logging you can read, and the EU AI Act Article 50 transparency notice where your users are in the EU.
How I build it
A written scope and a fixed price within three days of a free 30-minute call
Structured outputs and validation, so the feature behaves the same on the hundredth request as on the first
Evals on your real data before launch, plus logging and cost controls after it
EU data residency, data minimization and a deletion path where you need them
Shipped examples
OmniAPI, typed functions generated from one sentence. AURA Studio, AI photoshoots with automatic fidelity checks. Xandidate, LLM screening with quoted evidence.
A single feature from $3,500, usually 1 to 3 weeks. Retrieval with evaluation and agentic features are quoted on the call.