Most enterprise AI fails because it reaches for the wrong tool. MARTE matches every problem to the right engine — symbolic, neurosymbolic, or LLM. Fully local. Zero data egress. Every output auditable.
The right tool for the right problem.
Not the most expensive one.
The industry conflates AI with large language models. But LLMs are just one tool — often the most expensive, least transparent, and most resource-intensive one. Many real-world classification, routing, and decision problems can be solved with lightweight symbolic logic or hybrid neurosymbolic approaches at a fraction of the cost, with full explainability and zero cloud dependency.
MARTE exists to match problems to the right AI paradigm — not to sell you the most expensive one.
Deterministic, rule-based classification. Every output is fully explainable with a step-by-step reasoning trace. Lightweight. No GPU required.
Best for: Structured decisions, compliance, auditsCombines pattern recognition with symbolic reasoning. Handles nuance and ambiguity while maintaining an explainable decision trail.
Best for: Complex classification, edge cases, NLP + rulesWhen you truly need generative capabilities — text generation, summarization, conversational agents — MARTE routes to Ouroboros, our locally-hosted LLM layer. Controlled, reliable outputs. Private. No data egress.
Best for: Generative tasks, open-ended reasoningDescribe your problem. MARTE's orchestrator analyzes complexity, explainability requirements, and resource constraints — then routes to the optimal engine. You never overpay for intelligence you don't need.
All execution happens locally. Zero data egress isn't our policy — it's our architecture.
Every platform says "we don't train on your data." We say your data never leaves your building. The distinction matters.
All processing happens locally. No API calls to external services. No data touches third-party servers. Ever.
Every decision includes a traceable reasoning chain. Built for SR 11-7 model validation, EU AI Act compliance, HIPAA, and ABA ethics obligations.
Open-source language models managed by Ouroboros, running on our infrastructure or yours. Full generative AI with zero privacy trade-offs.
Production-ready classifiers generated from natural language. Run anywhere — edge devices, air-gapped environments, minimal hardware — with full reasoning traces.
Symbolic engines deploy to edge devices, microcontrollers, and air-gapped environments. Sub-millisecond decisions on minimal hardware.
Python-native algorithms. REST APIs. No vendor lock-in. No token billing. Embeds into your pipeline in hours.
MOSAIC Studio generates production-ready classification algorithms from natural language descriptions. No training data required. No GPU clusters. No waiting. Your algorithm, your code, your ownership.
Each problem gets matched to the optimal AI paradigm — with the audit trail regulators require.
Instant, explainable credit decisions with traceable reason codes. Every step auditable under SR 11-7 and ECOA/FCRA requirements.
Symbolic SR 11-7 EU AI ActRoute claims to approve, review, or escalate — with explicit policy clause references for each decision. Fully explainable under EU AI Act high-risk requirements.
Neurosymbolic EU AI ActOn-device patient prioritization with deterministic rules and visible clinical reasoning. No PHI leaves the device.
Symbolic HIPAAExtract clauses, flag risk language, and generate review summaries via Ouroboros. Attorney-client privilege preserved — data never leaves your firm.
Ouroboros ABA 512Symbolic classifiers on microcontrollers for real-time anomaly detection. Sub-millisecond decisions, zero cloud dependency, air-gapped deployment.
Symbolic Edge / Air-gapConversational AI over your internal docs — powered by Ouroboros with controlled, reliable outputs. No data leaves your infrastructure.
Ouroboros Zero egressEvery business challenge is different, and not every problem requires the same kind of AI. Our diagnoser helps you articulate what you're facing — then maps it to the right approach, whether that's a lightweight symbolic classifier, a neurosymbolic pipeline, or an Ouroboros LLM deployment.
Your conversation is saved so our team can prepare a tailored proposal if you choose to move forward.
Our diagnoser walks you through your operation in about 15 minutes — then our team comes back with a tailored recommendation.
Start the AI Diagnoser