Mentomy | IA para PYMES

From research to product

Research designed to solve real AI problems

We do not separate research from product development. Mentomy's core capabilities grow from challenges encountered while deploying generative AI in real organizations.

Our objective is to create systems that are more controllable, explainable, measurable and useful for business decisions.

Research Question

Identify fundamental limitations in today's business AI systems.

Architecture & Infrastructure

Combine advanced AI software architectures with sovereign infrastructure optimized for performance and low latency.

Mentomy Platform

Transform validated research into secure, production-ready AI capabilities.

Business Impact

Deliver reliable, explainable, and controllable AI for organizations.

Featured research

Current research

Advancing trustworthy generative AI through auditable architectures, grounded knowledge and controlled decision-making.

Conversational AI

Symbolic–RAG–Generative AI for Goal-Oriented Conversation Orchestration

Goal-oriented systems must answer factual questions, infer visitor-supplied information and advance business objectives without becoming an interrogation.

Our Hybrid Goal-State Conversation Orchestrator separates symbolic state, grounded retrieval and generation to make behavior auditable and controllable.

Immutable semantic business objectives.
Auditable monotonic goal-state transitions.
Grounded answers before conversational steering.
Pareto-aware visitor utility and information acquisition.

RAG Explainability

A Hierarchical Consistency Framework for RAG Systems

When a RAG answer is unreliable, the failure may begin in the corpus, retrieval process or generated response. Similarity scores alone do not explain where degradation started.

Our framework traces consistency across all three layers and produces an auditable diagnostic trail without access to model internals.

Corpus-level knowledge consistency.
Retrieval relevance and evidence coverage.
Answer grounding and claim-level traceability.
Diagnosis of the earliest identifiable failure point.

Research team

Scientific depth. Product discipline.

Mentomy's research team brings experience as research scholars at MIT and through collaborations involving NASA and NATO. We connect academic rigor with the constraints of deploying secure, useful AI in real organizations.

Our standard is not novelty alone: proposals must be explainable and capable of improving production systems without compromising user trust.

MITFrontier AI research

NASAAI for planetary robotics

80+Scientific publications

10Patents

Bring trustworthy AI into your organization

Experience how Mentomy turns applied research into practical, auditable business AI.

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Mentomy AI Research