Ville Toimela

Full-Stack Engineer & AI Product Developer.
Building an AI chatbot product family end-to-end — from LLM backends to the interfaces people actually touch.

Based inFinland

VILLE

TOIMELA

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6Years of experienceBuilding for the web since 2021
100+Projects shippedStart-to-finish — a selection shown here
AIChatbot product familyFull-stack engineering, in production
Full-stackBackend · AI · FrontendDatabase to deploy to pixel
(Manifesto)

Years of building for real clients, now channelled into AI. I'm a full-stack engineer building an AI chatbot product family — retrieval pipelines, LLM backends, the APIs that serve them, and the crafted interfaces people actually use. 

Selected Work

View all 34 projects ↗

WhatIdo

01

AI Product Engineering

LLM-powered applications end-to-end: retrieval-augmented generation, embeddings and vector search, prompt systems, and the chatbot products built on top of them. Turning models into reliable, shippable features.

LLMs / OpenAI APIRAGEmbeddingsVector SearchPrompt Systems
02

Full-Stack Development

Python backends, REST APIs and data models on PostgreSQL, wired to React & Next.js front-ends. Containerised with Docker, shipped through CI/CD. I build features from database to pixel.

Python / DjangoREST APIsPostgreSQLNext.jsDocker
03

Web Craft & Interaction

High-end, animated front-ends with an agency-trained eye for detail. Motion, performance and design systems — the layer that makes a product feel considered instead of generic.

ReactGSAPFramer MotionDesign SystemsUI / UX

Stack

Python/LLMs/RAG/Embeddings/LangChain/pgvector/Next.js/React/TypeScript/Vite/PostgreSQL/Redis/Django/FastAPI/Celery/Docker/DigitalOcean/Nginx/GSAP/Tailwind/Stripe/Sentry/
Language · AIPython
AI coreLLMs / OpenAI
AIRAG
AIEmbeddings
AI · DBpgvector
AILangChain
AI · Crawlingcrawl4ai
BackendDjango
BackendFastAPI
BackendPostgreSQL
BackendRedis
BackendCelery
BackendREST APIs
PaymentsStripe
FrontendNext.js
FrontendReact
LanguageTypeScript
FrontendVite
FrontendTanStack Query
FrontendTailwind
FrontendSCSS
MotionGSAP
MotionFramer Motion
InfraDocker
InfraDigitalOcean
InfraNginx
ToolsGit
MonitoringSentry
DesignFigma
Web · LegacyWordPress / ACF
Web · CMSHubSpot
(About)

FromcustomWordPressbuildstoproductionAI.

I learned the craft building custom sites for demanding clients — the kind of work that teaches you detail, deadlines and how to talk to people who don’t speak “developer.” That foundation now powers something bigger: building AI products end-to-end. Same obsessive energy I once poured into tens of thousands of hours of gaming, now aimed at shipping software.
Read the full story↗
    NowFull-stack engineer — AI chatbot products (since 2026)
    BeforeCustom web at a top Finnish marketing agency (2022–25)
    StudioCo-founded Hiisi Digital Oy — 4 yrs freelancing
    Experience6 years building for the web
    LanguagesFinnish, English
(Always open to the right opportunity)

Havesomethinginmind?

Let'sbuildit.

ville.toimela@gmail.com→