AI Product from Ideas
Collaborate to bring AI ideas to life and develop tailored solutions for your business.
Learn more →AI & data studio · Netherlands
Innovation with a Heartbeat of Culture
Empowering innovation through cutting-edge digital solutions, Vervai brings your ideas to fruition. With expertise in software and artificial intelligence, we turn vision into reality.
Services
What we do
Data Infrastructures
Build scalable data systems to enhance decision-making and ensure long-term value.
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AI and Tech Awareness
Promote AI knowledge through content, podcasts, and interactive events.
Learn more →Selected work
Projects built to ship
Explore practical AI products and experiments built to solve real problems.
Agentic WorkflowRouting Slip: A Process in Plain Words, Run on a Real Inbox
Describe a business process in plain words and watch it become a live workflow. Each step is routed to the tool that fits: code for rules, Jev for judgment calls, an LLM only where text must be written. A person steps in whenever Jev isn't confident enough.
- Agentic AI
- Jev (TypeSafe)
- FastAPI
- React Flow
- SSE
- OpenAI
- Docker
Agentic Risk AIProofline: Agentic Risk Assessment, Explained
Watch an AI agent find evidence in a document, verify it's real against the source, then compute a risk score by formula, never by asking the model directly. An LLM finds quotes; Jev rates severity and likelihood with a confidence score, flagging anything uncertain for a person to review.
- Agentic AI
- Jev (TypeSafe)
- FastAPI
- React
- SSE
- OpenAI
- Docker
Agentic Risk AIARGUS: Agentic Risk Governance System
Decision-support for financial-risk analysts: an agentic workflow investigates a counterparty case file, cites a source for every finding, argues against its own conclusions and computes an explainable rating by arithmetic. The AI recommends; an analyst decides at a human review gate.
- Agentic AI
- FastAPI
- Next.js
- RAG
- pgvector
- Docker
Voice AITelecomNL Voice AI Assistant
Full-stack voice AI customer-support agent: speak your issue, hear Sarah respond in real time. Whisper STT, GPT-4o tool-calling with live diagnostics, ElevenLabs TTS, multi-agent personas, a sentiment timeline, and a hands-free voice-activity mode.
- FastAPI
- GPT-4o
- Whisper
- ElevenLabs
- Web Audio API
- SSE
Document AIAI Contract Risk Analyzer
Upload a contract and get clause-level risk scores, suggested revisions, a Q&A chat, and a PDF report. Jev classifies each clause with a probability per risk category, so the score is computed from those probabilities (not picked by an AI), and an LLM only writes the explanations.
- FastAPI
- Jev (TypeSafe)
- ChromaDB
- OpenAI
- React
Agentic ResearchMulti-Agent Research Assistant
A five-agent pipeline that decomposes a research question, searches the web with Tavily, and synthesizes sources into a structured report, streamed live over SSE as each agent finishes its stage, with follow-up Q&A once the report is done.
- Agentic AI
- FastAPI
- Groq
- Tavily
- SSE
- React
Agentic NLPMunazara: AI Debate Engine
Watch AI argue both sides of any topic, or challenge it yourself, with evidence pulled live via RAG and fact-checked in real time. Includes a voting system, a leaderboard, and an interactive knowledge graph connecting every debate on the platform.
- FastAPI
- gpt-4o-mini
- Tavily
- ChromaDB
- React
- SSE
Data IntelligenceRivalScan: Competitor Intelligence Dashboard
Tracks competitor product updates in real time: RSS feeds, GitHub releases, and changelogs aggregated automatically, summarised by AI, and scored by business impact so the updates that matter surface first, not the noise.
- FastAPI
- OpenAI
- SQLAlchemy
- React
- Vite
ML ProductSwipeEat: Adaptive Meal Recommendation
A preference-based recommendation engine matching people to meals through an intuitive swipe-driven interface, learning what someone likes with every swipe. Built for Vervai as a mobile web app MVP, from concept to a working, demo-ready product.
- Python
- JavaScript
- Flask
- HTML/CSS