# AI Engineer & Full-Stack Product Engineer | Samwell.dev > I build AI products and score them before release. The eval harness is public and pre-registered. Open to a full-time remote role or a fixed-scope project. - [AI Engineer & Full-Stack Product Engineer | Samwell.dev](https://samwell.dev/): I build AI products and score them before release. The eval harness is public and pre-registered. Open to a full-time remote role or a fixed-scope project. - [About Samvel Avagyan, AI and full-stack engineer](https://samwell.dev/about/): I build AI products and score them before release. The eval harness is public and pre-registered. Open to a full-time remote role or a fixed-scope project. - [Fixed-scope work, scored before it ships | Samwell.dev](https://samwell.dev/services/): I build AI products and score them before release. Three fixed-scope engagements, each with the acceptance criterion written before the build. - [AI & Full-Stack Case Studies | Samwell.dev](https://samwell.dev/projects/): Case studies since 2018: my own products, client builds through Samwell.dev, and work via Frontjet. Every number on a page carries its source. - [Contact: a full-time role or a fixed-scope project](https://samwell.dev/contact/): For a full-time remote role or a fixed-scope project. I build AI products and score them before release. The eval harness is public and pre-registered. ## Fixed-scope work, scored before it ships | Samwell.dev - [One AI feature, shipped and scored](https://samwell.dev/services/ai-sprint/): I build one feature on a language model and ship it to your users. The scope, the acceptance criterion and the eval report are agreed before the build. - [Score your AI feature before release](https://samwell.dev/services/eval-audit/): I build an eval harness on your AI feature, run it, and hand you the measured baseline, the failure modes, the token spend and a written fix plan. - [The whole product, one owner](https://samwell.dev/services/product-build/): I build a web or AI product end to end: data model, backend, interface, payments, content. Performance, accessibility and search are gates in the build. ## AI & Full-Stack Case Studies | Samwell.dev - [jewelry.am: a trilingual reference site, live in 8 days](https://samwell.dev/projects/jewelry-am/): A reference publication on Armenian jewelry in English, Armenian and Russian. 213 prerendered URLs, Lighthouse 95/100/100/100, CLS 0.000 on 2026-09-11. - [DirectiveForge: AI workflow kits with published evals](https://samwell.dev/projects/directiveforge/): Open-source generator for Claude Code and Cursor kits. 22 skills measured on a pre-registered harness with Wilson 95% CIs, one regression published. - [Teach For Armenia donation platform, in production](https://samwell.dev/projects/tfa-donation-platform/): A donation page for Teach For Armenia: card payments through AmeriaBank vPOS 3.1, English and Armenian, and an admin dashboard for refunds and exports. - [Teach For Armenia: bilingual site on Next.js and Sanity](https://samwell.dev/projects/teach-for-armenia-case-study/): A national education nonprofit's site in English and Armenian: 16 pages, 2 locales, 61 Sanity schemas, and a type scale set from Armenian x-height. - [Name.am AI website builder: 1,000+ sites generated](https://samwell.dev/projects/nameam-ai-website-builder/): An AI builder that generates a website from a text prompt. Name.am's figures for the build I led: 1,000+ sites generated, 40% less build time. - [Creating the Sabrina AI Website](https://samwell.dev/projects/sabrina-ai-website-development/): Technical lead on a three-person build: a 3D model viewer for floor plans and point clouds, with streaming chat from OpenAI. Jan to Jun 2025. - [Developing the Dr.Acula Landing Page](https://samwell.dev/projects/dr-acula-landing-page/): Co-founder of a health tracking app: I built the backend and the model orchestration as well as the landing page. Live in the App Store. - [Developing the BabyCheese Studio Website](https://samwell.dev/projects/babycheese-studio-website-development/): Front-end work for BabyCheese Studio, outsourced via Samwell.dev: the React interface and the shared component library, Sep to Nov 2024. - [Developing the Name.am Domain Parking Page](https://samwell.dev/projects/nameam-domain-parking-page/): The parking page for domains on sale at Name.am: search, suggestions, and a route from a parked domain to its marketplace listing. 2024. - [TheOne Fitness Trainer Website Development](https://samwell.dev/projects/fitness-trainer-website-development/): TheOne, a fitness trainer's site: React front end with Node, Strapi and MySQL behind it. A full-stack build over four months in 2023. - [InfoSec: a security platform from React to MongoDB](https://samwell.dev/projects/comprehensive-cybersecurity-platform-for-info-sec/): A cybersecurity company's platform, built as an employee: React front end, Node and Express API, MongoDB, and WebSocket alerts, 2023. - [Name.am: interface rebuild, technical SEO, AI suggestions](https://samwell.dev/projects/name-am-website-development/): Name.am, a domain registrar: I rebuilt the interface, did the technical SEO, and put OpenAI domain suggestions into search. 2023 to 2024. - [EstateGuru: front-end build for a lending marketplace](https://samwell.dev/projects/robust-crowdfunding-platform-with-estateguru/): Via Frontjet: front-end work on a property-backed lending marketplace, including the investor dashboard and the portfolio views. 2022. - [Ayo Credit Development](https://samwell.dev/projects/comprehensive-ayo-credit-credits-web-platform/): Via Frontjet: front-end build for a lender's site, including the loan calculator. The client says the site is their main acquisition channel.