AI-mediated dialogue system

AI-mediated dialogue system

AI-mediated dialogue system

Parallaxe

Parallaxe

Parallaxe is a conversational AI system for structured dialogue between people with opposing political positions. A value-based matching system brings participants together, while a real-time orchestration layer coordinates mediation, translation, clarification and source-based claim verification throughout the conversation.

I led the product and interaction design and developed the system architecture for the end-to-end AI-mediated dialogue experience. My work covered the multi-agent orchestration logic, conversational state and session management, multilingual processing, verification workflows, frontend implementation and the integration of the system into a deployable application.

Year

Year

2025–2026

2025–2026

2025–2026

Project Type

Project Type

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AI Systems

AI Systems

AI Systems

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Human-AI-Interaction

Human-AI-Interaction

Human-AI-Interaction

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Conversational Interfaces

Conversational Interfaces

Conversational Interfaces

Technical Scope

Technical Scope

/ Multi-agent orchestration / AI-mediated dialogue / multilingual processing / real-time evidence verification / conversational state management

/ Multi-agent orchestration / AI-mediated dialogue / multilingual processing / real-time evidence verification / conversational state management

/ Multi-agent orchestration / AI-mediated dialogue / multilingual processing / real-time evidence verification / conversational state management

System Architecture

System Architecture

/ Application layer / orchestration layer / model routing / verification pipeline / session & memory layer / observability

/ Application layer / orchestration layer / model routing / verification pipeline / session & memory layer / observability

/ Application layer / orchestration layer / model routing / verification pipeline / session & memory layer / observability

Format

Format

Mobile Web Application + Interactive Installation

Mobile Web Application + Interactive Installation

Mobile Web Application + Interactive Installation

Role

Role

Design Engineer

Design Engineer

Design Engineer

Parallaxe AI-mediated dialogue system by Chantal Pisarzowski

About the project

About the project

Designed and built as an end-to-end conversational AI system, Parallaxe combines multi-agent orchestration, real-time mediation, fact verification and interaction design across a mobile web application and an interactive installation.

Designed and built as an end-to-end conversational AI system, Parallaxe combines multi-agent orchestration, real-time mediation, fact verification and interaction design across a mobile web application and an interactive installation.

Designed and built as an end-to-end conversational AI system, Parallaxe combines multi-agent orchestration, real-time mediation, fact verification and interaction design across a mobile web application and an interactive installation.

Parallaxe

AI-mediated dialogue system

Beyond the filter bubble.

Beyond the filter bubble.

AI for Democratic Dialogue

AI for Democratic Dialogue

App Design Parallaxe AI-mediated dialogue system by Chantal Pisarzowski
App Design Parallaxe AI-mediated dialogue system by Chantal Pisarzowski
Dark gradiend background
Dark gradiend background

Cooperation with

Fraunhofer HHI

Pilot project

Berlin Science Week 2025

Featured in

Next gen AI mediation system.

Match

Pairs participants by maximal opinion distance using a structured intake.

Mediate

Reformulates and contextualises, translating across cultural context.

Verify

Flags verifiable claims and provides real-time, source-backed context where the evidentiary basis is sufficient.

How you interact

How you interact

Human – AI – Human

After being matched with someone holding substantially different views, participants speak to each other through a real-time mediation layer. Each contribution is transcribed and assessed before it reaches the other person: it can be translated, neutrally reformulated, followed up for clarification or checked against external sources. The participants remain in direct dialogue with each other, while the AI intervenes only where the conversation requires mediation or context.

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Parallaxe AI-mediated dialogue system by Chantal Pisarzowski

Build an opinion profile

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Parallaxe AI-mediated dialogue system by Chantal Pisarzowski

Match across disagreement

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Parallaxe AI-mediated dialogue system by Chantal Pisarzowski

Speak through the mediation layer

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Parallaxe AI-mediated dialogue system by Chantal Pisarzowski

Verify and reflect

Watch showreel

(2025-26©)

Watch showreel

(2025-26©)

Parallaxe AI-mediated dialogue system by Chantal Pisarzowski
App Design Parallaxe AI-mediated dialogue system by Chantal Pisarzowski
App Design Parallaxe AI-mediated dialogue system by Chantal Pisarzowski
App Design Parallaxe AI-mediated dialogue system by Chantal Pisarzowski

System architecture

Parallaxe is built around a modular mediation architecture that coordinates real-time dialogue, translation, verification and reflection within an EU-first technical infrastructure.

Conversation orchestration, mediation, translation, fact verification, memory and reflection are separated into distinct system layers. Verifiable claims pass through source retrieval and AI review, with human oversight and correction available through the monitoring interface. The infrastructure follows an EU-first approach across hosting, data storage, AI routing and monitoring, with data minimisation and zero-data-retention controls where supported.

System architecture

Parallaxe is built around a modular mediation architecture that coordinates real-time dialogue, translation, verification and reflection within an EU-first technical infrastructure.

Conversation orchestration, mediation, translation, fact verification, memory and reflection are separated into distinct system layers. Verifiable claims pass through source retrieval and AI review, with human oversight and correction available through the monitoring interface. The infrastructure follows an EU-first approach across hosting, data storage, AI routing and monitoring, with data minimisation and zero-data-retention controls where supported.

Input processingConversation engineResponse renderingUser speechSpeech-to-textTranscriptionEmotion & prosodyVoice cuesConversational AIContext · dialogue · responseKnowledge contextSource material · memorycontext retrievalText-to-speechVoice synthesisFacial animationLip sync · expressionAudio playbackGenerated speechAvatarresponseContinuous behaviourIdle animation · gaze alignment · spatial behaviour
Interaction surfacesPre-conversationConversation runtimeDeliveryMobile web applicationPersonal interactionInteractive installationFace-to-face dialogueOpinion profileValue-based intakeMatchingOpinion-distance pairingSession & roomParticipant · phase · stateUser inputText · voiceConversation orchestratorRouting · phase · contextMediation engineReformulation · clarificationMediated draftOriginal · mediatedDeliveryPreview · sendOtherparticipantConditional servicesVoice processingVAD · dictation · transcriptionConversation contextProfile · memory · room stateTranslationMultilingual mediationFact verificationClaim detection · routingFact-checking workflowSource retrievalTrusted source contextAI claim reviewEvidence · confidenceHUMAN-IN-THE-LOOPHuman reviewMonitor · validate · overridePost-turn & post-conversationReflection layerConsensus · summary · conversation memoryReflection · profile updates

Where it applies

Where it applies

The mediation architecture can be configured for different forms of structured dialogue.

Matching, mediation, translation, verification and reflection are implemented as separate system functions. By adapting conversation rules, source context and interaction setup, Parallaxe can support different dialogue formats without changing the underlying mediation logic.

Civic dialogue

Structured conversations around contested public issues, participation processes and deliberative formats.

Civic dialogue

Structured conversations around contested public issues, participation processes and deliberative formats.

Cross-language dialogue

Real-time translation and mediation for conversations where language differences would otherwise add friction or limit participation.

Cross-language dialogue

Real-time translation and mediation for conversations where language differences would otherwise add friction or limit participation.

Facilitated dialogue

Moderated formats for workshops, research and public participation, with clarification, source context and structured reflection integrated into the conversation.

Facilitated dialogue

Moderated formats for workshops, research and public participation, with clarification, source context and structured reflection integrated into the conversation.

What it investigates

What it investigates

When AI mediates a conversation, it also shapes the conditions under which that conversation takes place.

Parallaxe investigates how mediation changes political dialogue: what happens when emotionally charged language is reformulated, vague arguments trigger follow-up questions, claims are checked against external sources and insufficient evidence leads the system to withhold judgment. These interventions can reduce immediate friction, but they also introduce new forms of influence through wording, timing, source selection and evidence thresholds. The project therefore treats neutrality as a system-design problem: when should AI intervene, what should remain untouched, and how can those interventions stay visible and contestable to the people in the conversation?

What it led to

What it led to

Public testing informed the next iteration of the system.

Through the Designer in Lab collaboration with Fraunhofer HHI, Parallaxe moved from an initial prototype into scientific evaluation and public deployment. It was presented at Berlin Science Week 2025 and later rebuilt for a larger live-testing format at Futurium, where participant feedback and discussion informed a subsequent iteration of the project.

Selected Talks & Workshops

Selected Talks & Workshops

Press & Media

Press & Media

Feature

Feature in FAZ

“Shape the future - Europe”