# Morvion

> Creative technology studio in Zürich building AI-powered software, real-time dashboards, CRM intelligence, automation workflows, digital platforms, and immersive experiences. The digital operating layer for European operators.

## Overview

Morvion is a creative technology studio shaped by strategy, design, software engineering, and intelligent systems. The studio designs the interface, the data layer behind it, the AI workflows that support it, and the dashboards that explain it. Engagements pull from four practices: Experience Design & Interactive Worlds, Intelligent Systems & AI Infrastructure, Digital Products & Platforms, and Labs & Prototyping.

Founded 2025, based in Zürich, Switzerland. Operating globally with focus on the DACH region. Two live engagements in production: Dreilokale (Swiss event-location matching platform) and Incontro Bar (Zürich aperitivo storefront).

## Identity

- Legal name: Morvion
- Type: Creative technology studio
- Founded: 2025
- HQ: Zürich, Switzerland
- Contact: hello@morvion.com
- Website: https://morvion.com
- Wikidata: https://www.wikidata.org/wiki/Q139845871
- LinkedIn: https://www.linkedin.com/company/morvion
- Instagram: https://www.instagram.com/mor.vion
- X: https://x.com/morvionx
- Crunchbase: https://www.crunchbase.com/organization/emotive-frames (slug retained from rebrand; displayed name is Morvion)

## Team

- Edward Salvatierra — Founder & CEO. Vision, product direction, AI system architecture. Wikidata: https://www.wikidata.org/wiki/Q139845903 · https://morvion.com/studio
- Alexander Koch — Co-Founder. Strategic oversight, governance, growth structure.
- Faraz Md — Software Engineer. Backend systems, APIs, infrastructure, platform stability.
- Kevin Silva — Design Director. Visual direction, UI design, brand consistency.

## German edition

- [Startseite](https://morvion.com/de) — German edition of the home page. DACH-market localisation; same studio, same engagements, deutsche Sprache.
- [Leistungen](https://morvion.com/de/services) — German services hub: four practices (Experience Design, Intelligent Systems, Digital Products, Labs).
- [Arbeit](https://morvion.com/de/work) — German work page: two live engagements (Dreilokale, Incontro Bar).
- [Studio](https://morvion.com/de/studio) — German studio page: team, manifesto (6 principles), R&D rooms, studio rules.
- [Prozess](https://morvion.com/de/process) — German process page: five-step loop (Entdecken, Gestalten, Bauen, Launchen, Wachsen).
- [Kontakt](https://morvion.com/de/contact) — German contact page. Reply within 48 hours. Form labels fully German.
- [Signal Brief](https://morvion.com/de/newsletter) — German entry point to the Signal Brief archive. First three articles now fully translated into Schweizer Hochdeutsch (see below); remaining articles published in English with German archive navigation.
- [Eval-getriebene KI 2026](https://morvion.com/de/newsletter/eval-getriebene-ki-2026) — Native German translation of the eval-driven-AI dispatch. 2026-05-17.
- [Hospitality-digitale Systeme](https://morvion.com/de/newsletter/hospitality-digitale-systeme) — Native German translation of the hospitality digital systems dispatch. 2026-05-02.
- [RAG in Produktion](https://morvion.com/de/newsletter/rag-in-produktion) — Native German translation of the RAG-in-production dispatch. 2026-05-18.

## Core pages

- [Home](https://morvion.com/) — Studio overview, value propositions, services, cases, FAQ.
- [Studio](https://morvion.com/studio) — Team, manifesto, R&D, studio rules.
- [Work](https://morvion.com/work) — Live engagements: Dreilokale and Incontro Bar.
- [Services](https://morvion.com/services) — Four practices, one studio.
- [Process](https://morvion.com/process) — Five-step loop: Discover, Design, Build, Launch, Grow.
- [Newsletter / Signal Brief](https://morvion.com/newsletter) — Editorial dispatches on AI business systems.
- [Contact](https://morvion.com/contact) — Project intake form. Reply within 48 hours.

## Reference / specifications

- [The Morvion Eval Spec](https://morvion.com/eval-spec) — Public reference for shipping AI systems with confidence. Fixture / rubric / regression model, deterministic + LLM-graded scoring, release gates, four worked examples (CRM enrichment, customer reply drafting, document summarization, sales-call recap). Maintained by Morvion.
- [The Morvion Hospitality Digital Stack Report · 2026](https://morvion.com/hospitality-stack) — Reference document for the four-layer hospitality digital stack: communication, conversion, operations, memory. Architecture patterns for small venues (Reference 01 · Incontro Bar), multi-venue groups (Reference 02), and event-location platforms (Reference 03 · Dreilokale). Cost bands, 12-question self-audit scorecard, Switzerland and DACH regional notes.
- [The Morvion CRM Intelligence Stack Report · 2026](https://morvion.com/crm-intelligence-stack) — Three-agent reference architecture for production CRM intelligence: Scout (enrichment), Scribe (drafting), Sentinel (monitoring). Retrieval layer (RAG with retrieve-then-rerank), per-agent eval rubric with starting thresholds, dashboard surface, cost bands across three scales (solo founder, 3–15 person team, multi-tenant org). Worked-example summary across three live engagements. 12-question self-audit scorecard. EU AI Act readiness notes.
- [The Morvion Document Intelligence Stack Report · 2026](https://morvion.com/document-intelligence-stack) — Five-stage reference pipeline for production document intelligence: ingest, classify, extract, validate, route. The accuracy/cost/human-review tradeoff with three confidence tiers and per-field-type accuracy targets (stable ≥ 0.97 · structured ≥ 0.92 · free-text ≥ 0.85). Reference architectures at three scales (single-team, multi-team, regulated). Cost bands €30–280k. Worked invoice-extraction example at €0.04/document. 12-question self-audit scorecard. CH/EU regulatory notes including AI Act readiness.
- [The Morvion Marketplace Stack Report · 2026](https://morvion.com/marketplace-stack) — Six-layer reference architecture for production two-sided marketplaces: structured request flow, matching engine (operator-curated → algorithmic), two role-scoped dashboards (organiser-side and supply-side are different products), trust signals (reply time, named operator, response-rate badges), monetization (lead credits → take rate → subscription), operator console. Reference architectures at three scales (early-stage curated €60–140k, scale-stage liquid €120–280k, multi-region €220–500k). Worked example from the live build of Dreilokale.ch. 12-question self-audit scorecard.
- [The Morvion Dashboard Stack Report · 2026](https://morvion.com/dashboard-stack) — Five-layer reference architecture for production real-time dashboards: event source, stream layer, live store, push surface (WebSocket / server-sent events, never polling), observability. Decision-first composition discipline (three sections in three orders: defining metrics, leading indicators, anomalies). Three reference scales (solo operator €25–60k, multi-team operations €50–120k, enterprise / multi-tenant €100–250k). Freshness targets per surface type (operational ≤ 2s, sales ≤ 30s, finance ≤ 5m, executive ≤ 1h, historical ≤ 24h). Worked founder-dashboard example. 12-question self-audit scorecard.
- [The State of Eval-Driven AI · 2026](https://morvion.com/state-of-eval-2026) — Annual Morvion field report on how teams test AI in production. Four-level maturity model (Vibe, Scripted, Eval-gated, Eval-driven), six patterns observed (grader-model drift, fixture decay, multi-agent eval gap, eval-cost cliff, operator-grader disagreement, retrieval evals lagging), three principles emerging as discipline, twelve-question self-audit scorecard, five 2027 predictions. Observational, not surveyed. Companion to The Morvion Eval Spec.

## Service pages

- [Experience Design & Interactive Worlds](https://morvion.com/services/experience-design-interactive-worlds) — Immersive websites, customer portals, motion-led interfaces.
- [Intelligent Systems & AI Infrastructure](https://morvion.com/services/intelligent-systems-ai-infrastructure) — AI agents, multi-agent workflows, retrieval, CRM intelligence, observability.
- [Digital Products & Platforms](https://morvion.com/services/digital-products-platforms) — SaaS, marketplaces, real-time dashboards, BI surfaces, client portals.
- [Labs & Prototyping](https://morvion.com/services/labs-prototyping) — Two-week sprints validating AI workflows, data models, product mechanics.

## Capabilities

AI infrastructure, AI agents and copilots, multi-agent AI workflows, eval-driven AI development, retrieval-augmented generation, document intelligence, real-time dashboards, business intelligence, CRM intelligence, sales pipeline intelligence, data storytelling, predictive analytics, software platform development, SaaS development, marketplace platforms, client portal development, internal tools development, workflow automation, immersive websites, interactive digital experiences, two-week discovery sprints.

## Cases

- **Dreilokale Platform** (Pre-launch, 2026) — Swiss event-location matching platform. Single request from the organiser, tailored venue proposals back within 48 hours, with CRM, CMS, and email automation behind it. Built end-to-end by Morvion. https://dreilokale.ch
- **Incontro Bar** (Live, 2026) — Zürich aperitivo and afterwork venue. Hospitality website, reservations, events, gallery, lightweight CRM + CMS, email automation. https://incontrobar.ch

## Editorial / field notes

Signal Brief is Morvion's weekly editorial. Most-read recent dispatches:

- [RAG in production: chunking, retrieval, reranking](https://morvion.com/newsletter/rag-in-production) — 2026-05-18
- [Multi-agent workflows: when to split, when not to](https://morvion.com/newsletter/multi-agent-workflows-2026) — 2026-05-18
- [Reservation systems that don't lose the room](https://morvion.com/newsletter/reservation-systems-hospitality) — 2026-05-18
- [Hospitality CRM patterns for small venues](https://morvion.com/newsletter/hospitality-crm-patterns) — 2026-05-18
- [Marketplace trust signals 2026: the invisible infrastructure](https://morvion.com/newsletter/marketplace-trust-signals-2026) — 2026-05-18
- [Request-to-quote: the marketplace primitive nobody designs](https://morvion.com/newsletter/request-to-quote-marketplace) — 2026-05-18
- [Eval-driven AI: the only kind that ships](https://morvion.com/newsletter/eval-driven-ai-2026) — 2026-05-17
- [AI business systems 2026](https://morvion.com/newsletter/ai-business-systems-2026) — 2026-05-14
- [Build vs buy: AI tools](https://morvion.com/newsletter/build-vs-buy-ai-tools) — 2026-05-13
- [The two-week AI MVP](https://morvion.com/newsletter/two-week-ai-mvp) — 2026-05-09
- [Client portals for service businesses](https://morvion.com/newsletter/client-portals-service-business) — 2026-05-05
- [Hospitality digital systems](https://morvion.com/newsletter/hospitality-digital-systems) — 2026-05-02
- [Immersive websites and conversion](https://morvion.com/newsletter/immersive-websites-conversion) — 2026-05-01
- [Marketplace design principles](https://morvion.com/newsletter/marketplace-design-principles) — 2026-04-21
- [CRM intelligence 2026](https://morvion.com/newsletter/crm-intelligence-2026) — 2026-04-07

## Glossary

- [AI Agent](https://morvion.com/newsletter/glossary/ai-agent) — A goal-directed software system that uses an LLM to plan, call tools, and act across multiple steps.
- [AI Infrastructure](https://morvion.com/newsletter/glossary/ai-infrastructure) — The production layer that lets a business reliably run AI-powered workflows.
- [Business Intelligence Dashboard](https://morvion.com/newsletter/glossary/business-intelligence-dashboard) — A real-time decision surface that turns operational data into actionable signals.
- [Client Portal](https://morvion.com/newsletter/glossary/client-portal) — A private digital surface where a service business and its customers run engagements together.
- [CRM Intelligence](https://morvion.com/newsletter/glossary/crm-intelligence) — Intelligence layered onto an existing CRM: lead scoring, account expansion signals, conversation summarization.
- [Digital Operating Layer](https://morvion.com/newsletter/glossary/digital-operating-layer) — The connected system that runs a modern business across interface, data, intelligence, and observability.
- [Discovery Sprint](https://morvion.com/newsletter/glossary/discovery-sprint) — A focused two-week engagement that validates the riskiest assumption with working code.
- [Document Intelligence](https://morvion.com/newsletter/glossary/document-intelligence) — The AI layer that reads, extracts, classifies, and routes the unstructured documents a business runs on.
- [Eval-driven AI](https://morvion.com/newsletter/glossary/eval-driven-ai) — A development discipline that writes the evaluation harness before the agent and ships only on green metrics.
- [Hospitality Website](https://morvion.com/newsletter/glossary/hospitality-website) — The digital storefront of a venue designed to convert atmosphere into reservations and events.
- [Immersive Website](https://morvion.com/newsletter/glossary/immersive-website) — A website built as the visible surface of a connected operating system, not as a static brochure.
- [Marketplace Platform](https://morvion.com/newsletter/glossary/marketplace-platform) — A two-sided software system connecting demand and supply through matching, dashboards, and trust.
- [Multi-Agent Workflow](https://morvion.com/newsletter/glossary/multi-agent-workflow) — A production AI system where several role-scoped agents coordinate across a task.
- [Real-time Dashboard](https://morvion.com/newsletter/glossary/real-time-dashboard) — A live data surface that updates within seconds of the underlying event.
- [Retrieval-augmented Generation (RAG)](https://morvion.com/newsletter/glossary/retrieval-augmented-generation) — The AI pattern that grounds an LLM's response in a company's own data.
- [Prompt Engineering](https://morvion.com/newsletter/glossary/prompt-engineering) — The discipline of structuring instructions to a language model · versioned alongside the rest of the system.
- [Vector Database](https://morvion.com/newsletter/glossary/vector-database) — Stores text as high-dimensional embeddings · the substrate underneath RAG, semantic search, recommendations.
- [AI Observability](https://morvion.com/newsletter/glossary/ai-observability) — The layer that records, indexes, and replays every prompt, retrieval, tool call, and model response in production AI.
- [Embedding Model](https://morvion.com/newsletter/glossary/embedding-model) — Converts text into high-dimensional vectors · the substrate of semantic search, RAG, recommendation.
- [Fine-tuning](https://morvion.com/newsletter/glossary/fine-tuning) — Continued training of a pre-trained model on task-specific data · shifts weights toward one domain.
- [Vector Search](https://morvion.com/newsletter/glossary/vector-search) — Retrieval by embedding similarity instead of keyword match · the engine behind semantic search and RAG.
- [Semantic Search](https://morvion.com/newsletter/glossary/semantic-search) — Search by meaning, not literal words · vector retrieval + query rewriting + reranking.
- [Hallucination](https://morvion.com/newsletter/glossary/hallucination) — Confidently-produced statement without grounding · the failure mode AI systems must defend against.
- [Chain-of-thought](https://morvion.com/newsletter/glossary/chain-of-thought) — Prompting/training pattern where the model writes its reasoning before its answer · trades tokens for accuracy.
- [Function calling](https://morvion.com/newsletter/glossary/function-calling) — API pattern where an LLM returns a structured request to invoke a named function · the bridge between models and systems.
- [Model Distillation](https://morvion.com/newsletter/glossary/model-distillation) — Training a smaller student model to imitate a larger teacher on a specific task · cost and latency optimization.
- [Safety rails](https://morvion.com/newsletter/glossary/safety-rails) — Deterministic guards around an AI system (validation, filtering, refusal, schema, rate limits) · how systems fail predictably.

## Common questions

**What does Morvion build?** AI-powered software, real-time dashboards, CRM intelligence, automation workflows, digital platforms, and immersive experiences for modern businesses.

**How long does an engagement take?** Two-week Discovery Sprints validate scope with working software. Full builds ship in 8–16 weeks from kickoff to launch.

**Who runs the studio?** Four people: Edward (vision and AI), Alexander (strategy), Faraz (engineering), Kevin (design). Engagements run between the team and the operator, no account managers in the middle.

**What kind of work does Morvion not do?** Brand-strategy decks, identity systems, ad campaigns, content marketing programs. Morvion is a creative technology studio focused on AI, software, real-time data, and intelligent systems.

## Machine-readable

- Sitemap: https://morvion.com/sitemap.xml
- Robots: https://morvion.com/robots.txt
- WebMCP actions: https://morvion.com/mcp-actions.json

Last updated: 2026-05-18 (State of Eval-Driven AI 2026 + 9 glossary terms + 6 cluster articles + 3 native-DE articles + CWV baseline + a11y 100)