A hybrid architecture designed for performance and sovereignty

ProductivIA is built on a two-tier architecture: Matania, our sovereign orchestration layer, handles requests on the front line. When a task requires it, we switch to world-class models recognized for their excellence in specific domains.

This pragmatic approach allows us to deliver the best possible operational response while progressively building our technological autonomy. Each month, we expand Matania's capabilities to delegate fewer tasks to external models.

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Matania

Our sovereign front-line orchestrator

Matania is a multi-model orchestration solution developed by ProductivIA. It leverages several of the world's most powerful open-source models, all hosted on Québec servers.

Intelligent orchestration

Each request is broken down into distinct tasks. The orchestrator activates the optimal model for each—one for logic, one for creativity, one for speed. A validation agent checks every step.

100% auditable code

Open source gives us a decisive advantage: we can audit the code, validate the absence of hidden connections, and guarantee that your data never leaves Québec.

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Switching to global models

When the task demands it

ProductivIA takes a pragmatic approach: for certain specialized or particularly demanding tasks, we call upon recognized global models. This switch is transparent and controlled.

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Advanced reasoning

For complex analyses requiring deep multi-step reasoning, we may call upon specialized reasoning models.

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Image generation

Visual creation uses dedicated models, selected for their quality and adherence to instructions.

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Voice synthesis

For voice, we use specialized services offering natural and expressive rendering.

Transparency: Users can see which engine processes their request. No sensitive data is transmitted without prior risk assessment.

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A trajectory toward autonomy

Each month, Matania does more

Our goal is clear: progressively delegate more and more tasks to Matania, reducing our dependence on external models.

Today

Matania handles orchestration, intelligent routing, common writing tasks, contextual understanding, and a growing portion of reasoning. Global models step in for the most demanding cases.

Tomorrow

As we enrich Matania—new open-source models, local fine-tuning, expanded Québec corpora—we reduce external calls. Autonomy is built step by step, without compromising quality.

We don't promise immediate total independence. We're building it, methodically, measuring every step of progress.

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Our approach: honesty and pragmatism

We choose total transparency about our architecture. You know exactly when Matania processes your request locally and when an external model steps in.

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Complete visibility

Each request clearly indicates which engine handles it. No gray areas.

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Measurable progress

We invest every day to expand Matania's capabilities and reduce external calls.

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Lasting trust

By acknowledging our current limits while demonstrating our progress, we build a relationship of trust.

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Under Matania's hood

Technical architecture

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Multi-model orchestration

Matania doesn't rely on a single model but orchestrates several open-source models. Each task is directed to the most suitable engine: logic, creativity, speed, or power.

RAG — Retrieval Augmented Generation

The system can query knowledge bases in real time (your documents, our corpora) to enrich responses with verifiable, up-to-date information.

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Agentic architecture

Multiple specialized agents collaborate: planning, research, analysis, execution, validation, memory. The orchestrator coordinates their work for coherent responses.

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Source code in our possession

We own the complete source code of the open-source models we use. No external entity can prohibit our use of them.

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The models we use

Open source and proprietary, as needed

Open-source models (Matania)

We leverage the best available open models: Llama, Mistral, Qwen families and others. These models are tested, measured, and specialized according to their strengths.

Auditable code: total transparency
Local hosting: Québec servers
Lasting sovereignty: we own the sources

Global models (switching)

For certain tasks, we call upon recognized proprietary models. This choice is always justified by a significant quality gain.

Rigorous selection: only the best
Controlled usage: data transmission assessment
Progressive transition: toward greater autonomy

Languages and coding

Language capabilities

Matania and the models we use support a wide range of languages, with particular attention to Québec French and Indigenous languages of Canada.

Coding capabilities

Python, JavaScript, TypeScript, Java, C++, C#, Ruby, PHP, Go, Rust, SQL, and most common languages. Code generation, analysis, refactoring, and documentation.

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Environmental footprint

A more sustainable AI

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Clean energy

Our Québec servers are powered by low-emission electricity (hydroelectricity, wind).

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Intelligent routing

The orchestrator directs each task to the most efficient model, avoiding excessive resource use.

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Optimized models

We favor models offering a good performance/consumption ratio.

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Frequently asked questions

What exactly is Matania?

Matania is our sovereign AI orchestration layer. It leverages several open-source models hosted in Québec to process your requests on the front line.

Why also use external models?

For certain highly specialized tasks (images, voice, advanced reasoning), external models still offer superior quality. We're transparent about their use.

Is my data secure?

Yes. Data processed by Matania stays in Québec. For external models, we assess risks and never transmit sensitive data without precautions.

Will ProductivIA become 100% autonomous?

That's our trajectory. Each month, we expand Matania's capabilities. We don't promise a date, but we measure our progress.

What's the difference from ChatGPT or Claude?

Those solutions depend on a single foreign provider. ProductivIA orchestrates multiple models, prioritizes open source, and hosts locally what can be.

How can I follow your progress?

We regularly publish updates on Matania's evolution. Contact us to stay informed.

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