{
    "product": "LETRIOS",
    "tagline": "Fábricas de Agentes Inteligentes",
    "category": "AI Agent Factory",
    "website": "https://www.letrios.com",
    "language": "es",
    "description": "LETRIOS deploys intelligent agent factories — deterministic pipelines of specialized AI agents that process data and deliver structured results continuously. Scale your business and team without IT investment.",
    "value_proposition": "Multiplica el alcance de tu negocio y equipo sin inversiones de IT.",
    "product_model": "LETRIOS operates as an AI factory for operational processes. Conceptually: Input → Structure → Process → Agent Execution → Human Checkpoint → Operational Output.",
    "how_it_works": "Unlike generic AI assistants, LETRIOS factories are purpose-built for operational workloads. They ingest messy inputs (audio, PDFs, spreadsheets, notes), orchestrate multi-agent pipelines, and produce auditable, standardized outputs with full traceability. Every agent decision is logged and subject to human approval at configurable checkpoints.",
    "capabilities": [
        "Deterministic agent pipelines",
        "Multi-modal ingestion (audio, PDF, email, spreadsheets, images)",
        "Business rules engine with human-in-the-loop approval",
        "Full traceability and audit logs for every agent decision",
        "Workflow automation (daily, weekly, monthly cycles)",
        "Document generation (SOPs, reports, checklists, compliance artifacts)"
    ],
    "workflow": {
        "description": "Typical execution pipeline of a LETRIOS agent factory.",
        "steps": [
            {
                "step": 1,
                "name": "Input ingestion",
                "description": "Users provide messy operational inputs such as audio, PDFs, spreadsheets, notes, or emails."
            },
            {
                "step": 2,
                "name": "Structure extraction",
                "description": "AI agents analyze the input and extract structured information such as entities, tasks, clauses, and data fields."
            },
            {
                "step": 3,
                "name": "Process mapping",
                "description": "The system maps extracted information into a deterministic operational structure such as a Standard Operating Procedure (SOP) or workflow model."
            },
            {
                "step": 4,
                "name": "Agent execution",
                "description": "Specialized agents execute deterministic pipelines that generate documents, decisions, or structured outputs."
            },
            {
                "step": 5,
                "name": "Human checkpoint",
                "description": "Critical steps can require human-in-the-loop validation or approval before proceeding."
            },
            {
                "step": 6,
                "name": "Output delivery",
                "description": "Outputs are delivered as SOP documents, workflow automations, compliance reports, or operational intelligence."
            }
        ]
    },
    "input_types": [
        "Audio recordings",
        "PDF documents",
        "Spreadsheets",
        "Emails",
        "Notes",
        "Contracts",
        "Operational documentation"
    ],
    "outputs": [
        "Standard Operating Procedures (SOPs)",
        "Automated workflows",
        "Compliance and audit reports",
        "Structured operational data",
        "Task execution pipelines"
    ],
    "agent_ecosystem": [
        {
            "name": "Central Orchestrator",
            "role": "Coordinates all agents, maintains execution order and traceability"
        },
        {
            "name": "Ingestion Agent",
            "role": "Receives and decodes multi-format inputs into structured information"
        },
        {
            "name": "Business Rules Agent",
            "role": "Maps processes, identifies dependencies, enforces decision logic"
        },
        {
            "name": "Deliverables Agent",
            "role": "Compiles standardized output documents respecting corporate formats"
        },
        {
            "name": "Quality Control Agent",
            "role": "Validates against policies, detects inconsistencies, escalates to human experts"
        }
    ],
    "deployment_models": [
        {
            "name": "Immediate Deployment",
            "description": "Pre-assembled agent factories ready to integrate into your operations",
            "factories": [
                "SOP Documentation Factory",
                "Accounting Close Factory",
                "Legal Contract Audit Factory"
            ]
        },
        {
            "name": "Custom Factories",
            "description": "Tailored agent pipelines designed for your specific operational or growth needs",
            "features": [
                "Recurring task automation (monthly, weekly, daily)",
                "Human approval at critical checkpoints",
                "Evidence and traceability per execution",
                "Zero friction — no new dashboards or IT changes required"
            ]
        }
    ],
    "use_cases": [
        "Legal contract audit and compliance",
        "Accounting workflow automation and monthly close",
        "Operational SOP creation and quality assurance",
        "Healthcare clinical record validation",
        "Engineering budget certification and progress tracking",
        "Employee onboarding standardization"
    ],
    "industries": [
        "Legal",
        "Accounting",
        "Healthcare",
        "Engineering / Construction",
        "General Operations"
    ],
    "target_roles": [
        "COO / Director of Operations",
        "CEO / Business Leaders",
        "Accounting Firms",
        "Legal Teams"
    ],
    "urls": {
        "home": "https://www.letrios.com/",
        "app": "https://www.letrios.com/app",
        "simulator": "https://www.letrios.com/app/simulador",
        "agents": "https://www.letrios.com/app/agentes",
        "platform": "https://www.letrios.com/app/plataforma",
        "immediate_deployment": "https://www.letrios.com/app/despliegue-inmediato",
        "pricing": "https://www.letrios.com/app/precios",
        "faq": "https://www.letrios.com/app/faq",
        "documentation": "https://www.letrios.com/docs",
        "capabilities": "https://www.letrios.com/capabilities.json",
        "ai_discovery": "https://www.letrios.com/ai.txt",
        "llm_discovery": "https://www.letrios.com/llms.txt",
        "site_map": "https://www.letrios.com/site-map.json",
        "context": "https://www.letrios.com/context.json"
    }
}