MC Suite
Software to prepare AI requests, protect sensitive data, and supervise autonomous agents.
Here you will find our laboratory products, from local-first utilities to online applications and platforms under development. Each product sheet details its purpose, operating modes, and available features.
Products
Five tool families designed for working with AI. Processing environments and external network connections depend on the specific product and its configuration.
Prompt and Document Preparation
Tools to handle data before dispatch, compress context windows, and structure clearer requests.
Maskyan
Masks names, monetary amounts, and emails prior to model transmission. Maintains an isolated lookup table to restore original data in responses.
Data substitution alone does not guarantee anonymity. Surrounding context may still contain identifiable information.
SlimWire
Reduces context overhead from source files, system logs, and documents while preserving structural utility for the model. Retention and retrieval details are described in the product sheet.
BestPrompt
Helps transform an initial request into a structured prompt with objective, background context, constraints, and response schema. Ready to review and use with your chosen assistant.
Umanizzatore AI
Refines AI-generated text to eliminate repetition, formulaic patterns, and unnatural phrasings. Choose your preferred style and review the result before use.
Impronta AI
Analyzes linguistic indicators commonly observed in AI-generated text and flags passages for human inspection.
The result is a statistical estimate, not definitive proof of text origin. It can produce false positives and false negatives.
ChinoShield
A local gateway designed to manage automated model fallback whenever an upstream service fails to respond or exceeds rate limits.
Switching to another model requires strict rules on authorized destinations and permitted data classifications.
Security and Control
Tools to inspect commands, prompt requests, and communications of AI agents.
WNP
Inspects agent commands prior to execution and classifies them through a green, yellow, or red policy gate. Designed to intercept unauthorized high-risk operations, including destructive deletions and alterations.
Vigil
Enforces policy controls over intercepted requests and communications to keep agent activities strictly within authorized boundaries. Coverage depends on integrations, control points, and configured rules.
AgentScoope
Collects operational telemetry on coding agent activity and observable communications. Helps reconstruct execution histories and isolate behaviors requiring deeper review.
Armor Suite
Four modules for data and file inspection. LogArmor sanitizes credentials and sensitive data in logs. Replay maintains cryptographically verified audit trails. MailArmor inspects emails offline. WeightArmor scans model weight files against supported security checks.
AIPF 路 AI Prompt Firewall
Analyzes prompts and documents to detect signals of prompt injection, jailbreaks, and hidden instructions. Detections assist security controls and require human evaluation of ambiguous cases. Does not guarantee detection of every novel attack.
Coordinating the Work
TCT consolidates agent activities, permission boundaries, execution traces, and human approval checkpoints.
TCT AOI
Designed for professional practices and SMEs looking to introduce AI into case files, documentation, and operational workflows. Includes initial assessment, toolchain configuration, and team training.
TCT AI Security
The dedicated edition for security controls across AI agents and models. Includes adversarial stress testing with Ghost Assailant and a structured defense verification path following Red Team exercises.
Privacy and Regulatory Compliance
Tools that help gather technical evidence, examine compliance requirements, and build audit trails. Compliance assessments also require organizational and legal due diligence.
Guardiano EU
Helps navigate EU AI Act obligations and organize required technical information for preliminary assessment. Available as a client-side web application and Windows desktop software. Operating modes and requirements are detailed in the product sheet.
Privacy Suite
Three modules to inspect links and mitigate tracking vectors. URL Unmasker unpacks redirect chains and isolates marketing parameters. Cookie Tracker supports local cookie audits. Data Obfuscator intervenes against fingerprinting surfaces. Network traffic, coverage, and limitations depend on the module and configuration.
MC CRA Engine
Audits known software component vulnerabilities and validates security evidence under Cyber Resilience Act requirements. Does not certify statutory compliance and cannot preclude undiscovered vulnerabilities.
Engineering and Testing
Tools to validate specifications and software implementations prior to deployment.
Divergo
Compares code generated by multiple independent AI agents from the same requirement, using identical test inputs. Discrepancies highlight ambiguous requirements, coding flaws, or test limitations for investigation, rather than automated diagnosis.
Combined Workflows
Each tool operates autonomously. Combinations illustrate recommended operational workflows, not a monolithic bundle.
MailArmor and URL Unmasker
MailArmor inspects email structures, headers, and attachments. It can read SPF, DKIM, and DMARC results present in the message, without treating them as an independent re-verification of authenticity.
URL Unmasker resolves extracted links to unmask final destinations. Network resolution requires external connections and does not guarantee the destination website is safe.
SlimWire and BestPrompt
SlimWire reduces context payload supplied to the model. BestPrompt organizes prompt objective, context data, and constraints.
Checking that the material contains required information remains necessary before submission.
SlimWire and Vigil
SlimWire eliminates extraneous data from prompt context. Vigil applies policy gates to intercepted requests.
Products can be used independently or in the integrated configuration described in their respective documentation.
Investors and industrial partners
Seeking commercial and industrial partners to scale and distribute our laboratory products.
Due diligence begins with accessible codebase inspections, benchmark logs, and technical roadmaps. Software IP rights, external dependencies, and licensing parameters are clearly defined for each asset.
Incorporate our proprietary technology into your software stack or client solutions under negotiated enterprise licensing and support agreements.
Back the development and commercialization of a specific product line. Investment structures and equity allocations are defined per project vehicle.
Deploy and test a solution against defined enterprise requirements within an agreed operational scope and measurable benchmark criteria.
Interested in evaluating MC Suite?
MC Suite is designed for professionals and businesses using AI while maintaining sovereign control over their sensitive data. Contact us to evaluate which tools match your workflow and how to integrate them.