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The AI & Innovation Lab of Wortya
Backed by Wisdom Beyond Technology

Where AI learns
to serve people.

Wortya AI Lab is the technical-scientific core of Wortya.
A responsible AI lab dedicated to developing methodologies, architectures, and experiments to understand human behavior with more context, rigor, and responsibility.

We build the tools, APIs, trust-index systems, and analytics that power every Wortya platform, from PopMe to Wokpy and Wortya Studio, connecting synthetic populations, cognitive twins, and intelligence systems in a common infrastructure.

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"Can synthetic personas predict what real people do?"

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How Wortya AI Lab started

How it started

Adriana Rocha · MIT xPRO Module 8 · The Sustainability, Feasibility and Responsibility of GANs (Generative Adversarial Networks)

Oct 2025

Responsible AI · Production-grade · Powering PopMe · Wokpy · Wortya Studio · BVE Paper · Nov 2025 · Web Summit 2025 · Prague Congress 2025 · Across US · Europe · Brazil ·
Lab Thesis Responsible AI

Most AI is built to perform.
We build AI to serve.

The race for ever-larger language models advances toward fluency, but not always toward truth. Toward demonstration, but not always toward decision. Toward synthetic personas that sound human, but don't always behave like real people.

We follow another path: science before the model, behavior before simulation, and responsibility before scale, using OCEAN and Centaur as foundations to understand profiles, decisions, and human context with more rigor.

"The mind already exists. The AI only speaks after."

What We Build

The engine behind every Wortya platform.

Wortya AI Lab develops four families of AI infrastructure, built and matured inside the Lab, deployed across PopMe, Wokpy, and Wortya Studio. These are layers of trust, cognition, personality, and orchestration, designed to make every Wortya product safer, smarter, and more human.

Module 01 Validated Methodology

Synthetic Populations

Census-grounded synthetic populations, designed to simulate audiences with more rigor before validation with real people.

Our 6-step methodology combines universe definition, 70/30 distribution, 4-layer profiles, OCEAN, RAG training, archetype clustering, and 5-test validation.

Structured to operate across 3 countries, 6 models, and 11,000 interviews, the foundation makes it possible to compare patterns, reduce simulation biases, and support hypotheses with more consistency.

76% variance · Identity-Operation 3 countries · US/BR/PE
Module 02 Across Wortya Platforms

Cognitive Twin Engine

Centaur-inspired cognitive architecture, built to support the different types of twins within the Wortya ecosystem.

The engine combines unified Cognitive Encoding with a technical pipeline that connects Event, OCEAN Loader, Encoder, Store, Retriever, and Agent. Retrieval happens via pgvector, allowing each twin to access context, memory, and behavioral signals in a structured way.

The engine evolves along a 3-phase roadmap: heuristic, LLM, and LoRA fine-tuning, advancing from interpretable rules to more adaptive, behavior-calibrated models.

Based on Centaur · Nature 2025 pgvector RAG
Module 03 Ethically Reviewed

OCEAN Personality Layer

A personality layer based on the Big Five, used to represent differences in profile, motivation, reaction, and decision-making across synthetic simulations.

The methodology treats openness, conscientiousness, extraversion, agreeableness, and neuroticism as the primary personality layer. These traits help calibrate how different twins interpret stimuli, respond to scenarios, and express preferences.

The layer includes bidirectional slider mapping, per-twin-type sources, ethical compliance, protection against misuse, and non-WEIRD mitigation by default.

OCEAN · Big Five Non-WEIRD calibrated
Module 04 Vendor-Agnostic

Provider Abstraction Layer

Multi-provider infrastructure used by Wortya AI Lab to run different AI models without locking the ecosystem to a single vendor.

The layer brings together a unified LLM Gateway, a Smart Router to select the best model per task, a Storage Connector, and per-organization provider configuration.

It supports Anthropic, OpenAI, Google, Azure, and local models, allowing each Wortya platform to choose the best balance of performance, cost, security, and use context, with no vendor lock-in by design.

Multi-provider Smart Router
In Print & On Stage

Thought leadership.

Papers, articles, talks, and public conversations that translate the vision of Wortya AI Lab: responsible AI, synthetic populations, post-AI organizations, and intelligence built with method.

Speaking · ESOMAR

May 2026 · Rio de Janeiro

Wortya at ESOMAR LATAM 2026

Adriana Rocha · Keynote on synthetic consumers and Responsible AI

Wortya at the leading Latin American insights congress — presenting the science behind responsible synthetic intelligence to the global research community. Video of the talk on LinkedIn.

Watch

Article · Research World

May 2026

Synthetic Consumers Are Not Fake Humans

By Adriana Rocha · Published in Research World (ESOMAR)

A response to the critique of AI-generated consumers: synthetic minds, when grounded in proper data architecture, are not a replacement for real research — they are a new methodology for concept-stage exploration and brand evaluation.

Read

Article · Research World

May 2026

Why Your AI Persona Is Lying to You: The Danger of Data Overload in Synthetic Populations

By Adriana Rocha & Dr. Luiz Duarte, PhD · Published in Research World

How more data can sabotage synthetic consumer accuracy — and why AI research needs domain-aware design. Identifies "Layer Interference," where personality data causes models to role-play rather than predict behavior.

Read

Article · Intelligence-Native

January 2026

The AI-first era is over

By Adriana Rocha · Published in Mariana Kotscho / UOL

A reflection on the transition from AI-first companies to intelligence-native organizations, connecting human judgment, AI, collective behavior, and continuous decision systems.

Read

Talk

November 2025

The Post-AI Era: Notes from Web Summit

Lisbon · 40,000 attendees

Keynote on the gap between AI fluency and AI utility. Why synthetic populations beat prompt-engineered personas in 5 of 5 validation criteria.

Read

Talk

October 2025

Prague Congress: The Intelligence-Native Organization

Prague · Founder keynote

Public introduction of the Intelligence-Native Organization framework — how a four-layer architecture (Pulse, INAs, Squads, Twins) makes organizations measurably more fluid.

Read
The Lab

Where AI meets responsibility.

Wortya AI Lab is the AI and innovation engine of Wortya. Our team builds and matures the technical capabilities — trust, cognition, intelligence, and analytics — that flow through every Wortya platform. We were launched with the backing of Wisdom Beyond Technology, our venture builder and pre-seed investor.

Our mission is to advance Responsible AI — through engineering that respects people, experiments that validate it, and methodologies our founder publishes openly. Every system we ship is auditable, reproducible, and built to make AI more humane in production.

3

Platforms
powered

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Continents
US · EU · BR

Adriana Rocha

Adriana Rocha

Founder & CEO

Author of "Refactoring the Firm" · Inventor of INO-OS

Meet the full team at wortya.com