AI consulting and integration
AI consulting and integration, built into your product.
Conversational interfaces, smart matching, document analysis and generated media, built as working features of a web product.
I’m Nareg, a senior full-stack developer and AI engineer. I help you find where AI does a specific job, then build the feature and the application around it so it holds up with real users and real data.
What you get
AI features, scoped like any other feature.
Conversational interfaces
Chat that understands what a person needs and takes them to the right place, the way JustiConnect connects people with lawyers.
ExampleJustiConnect
Intent detection and matching
Classify a request and match it to the right person, product or record. Built with OpenAI and LangChain on JustiConnect.
Document and image analysis
Read contracts, receipts and other documents, extract the fields that matter and categorize them, with OCR and vision models where the input is an image.
Generated content and media
Multi-step pipelines that research, write and review text, or turn a prompt into images, narration and edited video.
ExampleAI video engine
Tracing and cost control
Model calls traced with Langfuse, so answer quality, speed and cost stay visible after launch.
- OpenAI
- Anthropic
- LangChain
- Vercel AI SDK
How it works
From use case to production.
Pick the job
We start from one task the AI should do, the data it needs and what a good answer looks like.
Prototype
I test it on real examples and compare models from OpenAI, Anthropic, Gemini and others on quality, speed and cost.
Build it into the product
The feature gets its interface, access control, error handling and fallbacks, like the rest of the application.
Launch and measure
Calls are traced after launch, so we can see where answers fall short and improve them.
Proof
AI features in production.
JustiConnect
A legal tech platform I co-founded that connects people with lawyers through conversational AI. I built the intent detection and lawyer matching with OpenAI and LangChain, alongside scheduling and client management. 100+ lawyers onboarded in the first year.
AI video engine
Turns a text prompt into an edited TikTok or YouTube video, with generated images, narration, music and subtitles. Live at video.naregt.cloud.
Document analysis
An AI contract-analysis workflow for a client, and a receipt scanner that combines OCR, vision models and a categorization agent, traced with Langfuse.
Client reviews
What clients said.
“He went above and beyond to provide great service, and got the job done quickly and on time!”
AI contract-analysis workflowAccountable for OutcomesReliable “Nareg is an amazing engineer who produces high quality work. Would recommend him to anyone looking for either small or large projects!”
Founding AI software engineer contractCommitted to Quality
Reviews from Upwork.
FAQ
Common questions about AI consulting and integration.
Can AI be added to the software I already have?
Usually, yes. An AI feature connects to an existing application through its data and an API. The first step is reviewing the current system and choosing where the feature fits.
Which AI models do you work with?
Models from OpenAI, Anthropic, Gemini and DeepSeek, through LangChain or the Vercel AI SDK. The model is chosen per task on quality, speed and cost, and the feature is built so it can be swapped later.
How do you keep AI answers reliable?
By giving the model a narrow job, testing it on real examples, adding a review step where an answer matters, and tracing calls after launch to see where it falls short.
What happens to my data?
Access is controlled in the application and the database, so users only see what they are allowed to see. Which data goes to a model provider is decided during scoping and kept to what the feature needs.
Do you offer AI consulting, or only development?
Both. I can advise on where AI fits, which models to use and what it will take, as a consulting engagement on its own. Or I scope the feature and build it into the product, so one person is responsible from the use case to production.
Contact
Discuss an AI feature for your product.
A short message with the context is enough. If there is a fit, we schedule a call to define scope.