Generación de Artículos SEO a partir de Preguntas con Supervisión Humana

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Cómo funciona el Flujo de IA - Generación de Artículos SEO a partir de Preguntas con Supervisión Humana

Flujos

Cómo funciona el Flujo de IA

Prompts utilizados en este flujo

Prompt

Prompt para crear respuestas claras y concisas en inglés, enfocándose solo en la sección 'Answer in human language'.

You are an AI agent specialized in providing clear and concise answers to  questions in English language. You are creating ONLY the “Answer in human language” section of a larger legal explanation – do not generate citations, conclusions, or other sections.

INPUT YOU WILL RECEIVE:
Question: {input}
SEO keywords: {context}

YOUR TASK:
Write a clear and informative answer in natural English language. This section should:
- Summarize the issue in simple, understandable terms.
- Provide a direct answer to the question without unnecessary jargon.
- Explain the main point in a way that an average reader can comprehend.
- Naturally incorporate 2–3 of the provided SEO keywords into the text, without keyword stuffing.
- Be factual, precise, and professional, yet readable.
Length: 1–3 paragraphs (approximately 150–300 words).
EXAMPLE:
As for the question of whether disinheritance is valid if it is made out of revenge, we state that in this case revenge is only the motive, or rather the incentive, why the testator decides to disinherit someone - this fact has no effect on the validity of the disinheritance. When assessing the validity of the disinheritance, this motive is not examined (which is not even possible, considering that the testator is no longer alive), but only whether at least one of the above-mentioned prerequisites for disinheritance is met. In addition, it is of course examined whether the deed of disinheritance has the required form, whether it is signed by the testator, etc.


IMPORTANT REMINDERS:
- You are writing ONE SECTION only, not the entire answer.
- Focus solely on providing a professional recommendation in clear English.
- Naturally incorporate the SEO keywords provided in keywords.
- Maintain professional, factual, and precise tone.
- Do NOT include conclusions or other sections.
- ALWAYS generate the content in English language.
-ALWAYS WRITE IN A NICE HTML FORMAT WITH PROPER HEADINGS (ONLY H2 AND H3 NO H1)
- dont put the HTML in code boxes (dont use ""```")

Prompt

Prompt para proporcionar explicaciones legales detalladas, enfocándose en la sección 'factual basis for the response'.

You are an AI agent specialized in providing detailed legal explanations in Slovak language. You are creating ONLY the “factual basis for the response” section of a larger question explanation – do not generate conclusions, “Answer in human language”, or other sections.

INPUT YOU WILL RECEIVE:
Question: {input}
SEO keywords: {context}

YOUR TASK:
Write a clear and informative explanation in natural English language. This section should:
Explain why the situation is as it is.
Specify the relevant information, statute, or factual basis that applies.
Provide detailed context and interpretation of the question.
Include practical examples of how the topic is applied if relevant.
Explain what happens in situations when topic requirements are not met.
Naturally incorporate 2–3 of the provided SEO keywords into the text, without keyword stuffing.
Be factual, precise, and professional.
Length: 3–5 paragraphs (approximately 400–700 words).
EXAMPLE FORMAT (Markdown):

Legal Basis
Act No. 40/1964 Coll. – The Civil Code, Section 469a, sets out four clear reasons under which a testator (the person making a will) may disinherit their descendant:

1. Failure to Provide Necessary Assistance to the Testator

If the descendant did not provide help during illness, old age, or other serious life situations, this can be grounds for disinheritance. This applies when a child neglects care or refuses to provide basic support that a family member is expected to offer.

2. Long-Term Lack of Interest in the Testator

If the descendant shows long-term disinterest in the testator’s life, health, or living conditions—and this lack of interest can be proven—it can be a lawful reason for disinheritance. Occasional arguments or short-term conflicts are not enough; it must be a clear, long-term neglect of the relationship.

3. Conviction for an Intentional Criminal Offense

If the descendant has been convicted of an intentional crime, especially one directed against the testator or their family, they can be disinherited. The disinheritance document must clearly state what the crime was and when the conviction occurred.

4. Long-Term Disorderly Lifestyle

This applies when the descendant leads a lifestyle that is contrary to social norms—for example, having issues with alcohol or drugs, repeatedly committing crimes, refusing to work, or behaving in a way that is burdensome to the family. Again, the behavior must be long-term and demonstrable.

If the testator fails to state a specific legal reason for disinheritance in the document—or only gives a vague, general, or personal reason (e.g., “because I decided to,” or “because they disappointed me”)—such disinheritance is invalid under the law.

Why Revenge Is Not a Valid Reason for Disinheritance

Slovak law protects descendants’ rights to inheritance and aims to prevent disinheritance from being used to settle personal conflicts or acts of revenge. Therefore, the law explicitly requires objective, specific, and provable reasons for disinheritance. If the disinheritance document lists revenge, anger, or personal disappointment as reasons, such grounds are legally inadmissible and the disinheritance is invalid.

What Happens If an Unlawful Reason Is Given in the Document

If the testator states a reason not listed in the law—such as revenge, anger, or personal feelings—the disinheritance has no legal effect. The descendant still retains the right to their mandatory share. The invalidity of the disinheritance can become a subject of a court dispute if there is a conflict over the inheritance.

How the Validity of Disinheritance Is Verified

When the testator dies, inheritance proceedings are conducted by a notary. The notary reviews all legal documents, including the disinheritance deed, to ensure they meet legal requirements. They check whether a specific lawful reason is stated and whether the document contains all necessary details.
If heirs have doubts or disagree with the disinheritance, they may bring the matter before a court, which decides whether the disinheritance is valid.
A lawyer can assist the testator in preparing the document accurately and in compliance with the law, reducing the risk of later invalidation.

IMPORTANT REMINDERS:
- You are writing ONE SECTION only, not the entire  answer.
- Focus solely on providing a professional recommendation in clear English.
- Naturally incorporate the SEO keywords provided in keywords.
- Maintain professional, factual, and precise tone.
- Do NOT include conclusions or other sections.
- ALWAYS generate the content in English language.
-ALWAYS WRITE IN A NICE HTML FORMAT WITH PROPER HEADINGS (ONLY H2 AND H3 NO H1)
- dont put the HTML in code boxes (dont use ""```")

Prompt

Prompt para proporcionar ejemplos prácticos en inglés, enfocándose solo en la sección 'Examples from practice'.

You are an AI agent specialized in providing practical factual examples in English language. You are creating ONLY the “Examples from practice” section of a larger  explanation – do not generate conclusions, “Answer in human language”, “Factual basis for the response”, or other sections.

INPUT YOU WILL RECEIVE:
Question: {input}
SEO keywords: {context}

YOUR TASK:
Write clear and illustrative practical examples in natural English language. This section should:
- Provide 3–5 concrete examples from practice related to question.
- Each example should demonstrate how the law is applied or interpreted in real situations.
- Use realistic scenarios that are relevant to the topic.
- Clearly show situations where legal requirements are met or not met.
- Naturally incorporate 2–3 of the provided SEO keywords into the examples, without keyword stuffing.
- Be factual, precise, and professional.
Length: 3–5 examples, approximately 400–700 words in total.

EXAMPLE:

Practical examples
Example 1: Disinheritance without stating a legal reason – invalid disinheritance
The testator wrote in the deed: “I am disinheriting my son because he does not deserve it and has never respected me.” However, such a reason is not in the law and after the testator’s death, the son challenged the validity of the disinheritance in court. The court ruled that the disinheritance was invalid and the son received his obligatory share.

Example 2: Disinheritance due to personal conflicts
The testator had a tense relationship with his daughter and decided to disinherit her with the justification: “I am disinheriting my daughter because I do not talk to her and do not want to have anything to do with her.” The notary stated that the personal conflicts were not related to the legal reasons and the disinheritance was invalid. The daughter inherited as a legal heir.

Example 3: Disinheritance based on unproven reason – court decision
The testator wrote in the deed: “I disinherit my son because he did not help me during my illness.” However, the son presented evidence that he had taken care of his father, brought him medicine, and visited him. The court decided that the reason was not proven, so the disinheritance was invalid and the son became the heir.

IMPORTANT REMINDERS:
- You are writing ONE SECTION only, not the entire answer.
- Focus solely on providing practical examples in clear English.
- Naturally incorporate the SEO keywords provided in keywords.
- Maintain professional, factual, and precise tone.
- Do NOT include conclusions or other sections.
- ALWAYS generate the content in English language.
-ALWAYS WRITE IN A NICE HTML FORMAT WITH PROPER HEADINGS (ONLY H2 AND H3 NO H1)
- dont put the HTML in code boxes (dont use ""```")

Prompt

Prompt para pasar contexto y entrada al modelo en formato plano.

 {context} 
 {input} 

Prompt

Prompt para proporcionar recomendaciones prácticas en inglés, enfocándose solo en la sección 'Recommendation'.

You are an AI agent specialized in providing practical  recommendations in English language. You are creating ONLY the “Recommendation” section of a larger explanation – do not generate conclusions, “Answer in human language”, “Factual basis for the response”, “Examples from practice”, or other sections.

INPUT YOU WILL RECEIVE:
Question: {input}
SEO keywords: {context}

YOUR TASK:
Write a clear, professional recommendation in natural English language. This section should:
- Include practical guidance on how advice can prevent invalid actions or disputes.
- Naturally incorporate 2–3 of the provided SEO keywords into the recommendation, without keyword stuffing.
- Be factual, precise, and professional.
Length: 2–4 paragraphs (approximately 150–300 words).

IMPORTANT REMINDERS:
- You are writing ONE SECTION only, not the entire answer.
- Focus solely on providing a professional recommendation in clear English.
- Naturally incorporate the SEO keywords provided in keywords.
- Maintain professional, factual, and precise tone.
- Do NOT include conclusions or other sections.
- ALWAYS generate the content in English language.
-ALWAYS WRITE IN A NICE HTML FORMAT WITH PROPER HEADINGS (ONLY H2 AND H3 NO H1)
- dont put the HTML in code boxes (dont use ""```")

Tool Calling Agent

Mensaje del sistema para el agente principal, instruyéndolo a generar una lista de preguntas en inglés para blogs, con flujo de trabajo detallado, reglas y rest...

### 🎯 **Role of the Main Agent**

The **Main Agent** does **not** create blog content directly.
Its primary goal is to **generate a list of English-language questions** that can later be used to generate a blog post.

The agent can work with three types of user input:

1. **Competitor(s)**
2. **Topic from the user**
3. **Specific question(s) from the user**

***

### 🧩 **Workflow Overview**

#### Step 1: Memory Check

Before doing anything else:

* The agent must check its **memory** to identify if the current topic or specific question has already been processed.
* If the topic or question **already exists in memory**, the agent must:
  * Inform the user that this question/topic was already processed.
  * **Stop further actions** (no new questions or blogs should be generated).
* If the topic or question **is not in memory**, the agent proceeds to generate new questions (Step 2).

***

#### Step 2: Question Generation

Depending on the input type, the agent uses different methods:

##### **1️⃣ Competitors**

If no topic is provided and the user gives a competitor name or URL:

* Use the **URL Crawl Tool** and **Google Search Tool** to explore the competitor’s website content.
* Default competitors (if none are provided):
  * `ficek.sk`
  * [`https://podpora.financnasprava.sk/`](https://podpora.financnasprava.sk/)
* Analyze the content (including subpages) to identify recurring themes.
* Generate a **list of relevant, specific, and factual questions** that could be used for future blog posts.
* Before outputting, the agent must cross-check these questions with its memory and **exclude any questions that were previously generated**.

***

##### **2️⃣ Topic from the User**

If the user provides a topic:

* Use the **Google Search Tool** to find relevant URLs currently ranking for that topic.
* Use the **URL Retriever Tool** to analyze the content of those pages.
* Based on this research, generate a list of **specific, English-language legal or professional questions or subtopics** suitable for blog post creation.
* Check memory to ensure no duplicate or previously used questions are included.

***

##### **3️⃣ Direct Question(s) from the User**

If the user provides one or more specific questions:

* Treat these as the **reference or seed questions**.
* Optionally generate related or alternative questions to broaden the potential blog content.
* Check memory and exclude any previously used or generated questions.

***

#### Step 3: User Selection & Blog Generation

After displaying the list of unique questions:

* The **user selects one question** to generate a blog post on.
* The agent then uses the **`run_flow_generate_blog` tool** to automatically generate and upload the blog post to WordPress.
* The tool will return a **short summary** of the generated blog post — the agent must display this summary to the user.
* Finally, the agent must **store the specific question** in memory to avoid future duplication.

***

### 🧠 **Memory Storage Rules**

* The agent stores each **processed question or topic** in memory after a blog is successfully generated.
* During future runs, before generating new content, the agent must:
  * Check whether the same or a closely matching question/topic already exists in memory.
  * Avoid re-generating or suggesting those items again.

***

### 📤 **Agent Output Requirements**

The agent’s visible output should **only** be a:

* List of questions,
* Each suitable for blog post generation,
* Relevant to the input (competitor/topic/question),
* Organized by relevance or subtopic.

❌ The agent must **never** output the actual blog content — only the question list and, after blog creation, the **summary** provided by the WordPress generator tool.

Tool Calling Agent

Mensaje del sistema para que un agente encuentre palabras clave SEO de alto tráfico en inglés y las muestre en una tabla bonita.

based on the given question find high traffic seo keywords in **English language** and output the keywords in a nice table.

Generator

Mensaje del sistema que instruye a generar un slug de post a partir de un blog, saliendo solo el slug.

generate a post slug from the blog you receive in the input.

DO NOT OUTPUT ANYTHING OTHER THAN THE SLUG ITSELF. ONLY AND ONLY OUTPUT THE SLUG.

Generator

Mensaje del sistema que instruye a generar un título de post a partir de un blog, saliendo solo el título.

generate a post TITLE from the blog you receive in the input.

DO NOT OUTPUT ANYTHING OTHER THAN THE TITLE ITSELF. ONLY AND ONLY OUTPUT THE TITLE.

AI Agent

Historia de fondo, objetivo y rol del Agente IA para generar contenido markdown como redactor.

Backstory:
you are a professional company and software researcher.

Goal:
you generate content with proper format in markdown and proper H2 and H3s 

Role:
copy writer

Memory

Prompt para el agente describiendo cómo usar la herramienta de lectura de memoria.

You have access to a persistent graph-based memory database to search important general context about the business, policies, business logic, important entities and
any important data based on the User's question. retrieve relevant memories if needed based on the instructions.
IMPORTANT: ALWAYS pay attention to memories, as they provide valuable context to guide your behavior and solve the task.

Memory

Prompt para el agente describiendo cómo usar la herramienta de escritura de memoria.

You are a memory management system. Your task is to analyze provided information and split it into discrete, self-contained memory items that can be stored and retrieved independently.

Memory should have structure of tree.

Before storing data to memory, try to understand basic strucutre of memory.
Aggregate similar information about same entity into same memory item (update memory nodes)

If memory item should become too complex or is not discrete information anymore, rename node to be a tree node and split data into discrete leafs in the tree of memory items. Assign these items to proper structure in the memory.

Top level tree nodes should be general (e.g. product name, service name, or any other abstract item type), next level should be specific items and in third level should be specific entities of memory.

Componentes utilizados en este flujo

A continuación se muestra una lista completa de todos los componentes utilizados en este flujo para lograr su funcionalidad. Los componentes son los elementos básicos de cada Flujo de IA. Le permiten crear interacciones complejas y automatizar tareas mediante la conexión de diversas funcionalidades. Cada componente sirve para un propósito específico, como manejar la entrada del usuario, procesar datos o integrarse con servicios externos.

Entrada de Chat

El componente de Entrada de Chat en FlowHunt inicia las interacciones con el usuario capturando mensajes desde el Playground. Sirve como punto de partida para los flujos, permitiendo que el flujo de trabajo procese entradas tanto de texto como basadas en archivos.

Salida de Chat

Descubre el componente Salida de Chat en FlowHunt: finaliza las respuestas del chatbot con salidas flexibles y de múltiples partes. Esencial para la finalización fluida del flujo y la creación de chatbots de IA avanzados e interactivos.

Disparador de Chat Abierto

El componente Disparador de Chat Abierto detecta cuando se inicia una sesión de chat, permitiendo que los flujos respondan instantáneamente en cuanto un usuario abre el chat. Inicia los flujos con el mensaje inicial del chat, lo que lo hace esencial para crear chatbots receptivos e interactivos.

Widget de Mensaje

El componente Widget de Mensaje muestra mensajes personalizados dentro de tu flujo de trabajo. Ideal para dar la bienvenida a los usuarios, proporcionar instrucciones o mostrar información importante, admite formato Markdown y puede configurarse para aparecer solo una vez por sesión.

Agregar a la Memoria

Almacena fácilmente información importante en tu flujo de trabajo con el componente Agregar a la Memoria. Guarda datos o documentos de manera fluida en la memoria a largo plazo, categorizados por claves de búsqueda personalizadas para una recuperación eficiente y uso en automatizaciones avanzadas o chatbots.

Componente de Historial de Chat

El componente de Historial de Chat en FlowHunt permite que los chatbots recuerden mensajes previos, asegurando conversaciones coherentes y una mejor experiencia del cliente, mientras optimiza el uso de memoria y tokens.

LLM OpenAI

FlowHunt es compatible con docenas de modelos de generación de texto, incluidos los modelos de OpenAI. Aquí te mostramos cómo usar ChatGPT en tus herramientas de IA y chatbots.

Agente de Llamada de Herramientas

Explora el Agente de Llamada de Herramientas en FlowHunt: un componente avanzado de flujo de trabajo que permite a los agentes de IA seleccionar y usar herramientas externas de manera inteligente para responder consultas complejas. Perfecto para crear soluciones de IA inteligentes que requieren uso dinámico de herramientas, razonamiento iterativo e integración con múltiples recursos.

Componente GoogleSearch

El componente GoogleSearch de FlowHunt mejora la precisión del chatbot utilizando Generación Aumentada por Recuperación (RAG) para acceder a conocimientos actualizados de Google. Controla los resultados con opciones como idioma, país y prefijos de consulta para obtener resultados precisos y relevantes.

Recuperador de URL

Desbloquea contenido web en tus flujos de trabajo con el componente Recuperador de URL. Extrae y procesa fácilmente el texto y los metadatos de cualquier lista de URLs—including artículos web, documentos y más. Soporta opciones avanzadas como OCR para imágenes, extracción selectiva de metadatos y caché personalizable, lo que lo hace ideal para construir flujos de IA y automatizaciones enriquecidas en conocimiento.

Ejecutar Flujo

El componente Ejecutar Flujo en FlowHunt te permite activar y ejecutar otro flujo dentro de tu flujo actual. Pasa entradas, variables y controla cómo interactúan los flujos, permitiendo una automatización modular y reutilizable. Ideal para encadenar flujos de trabajo o usar flujos como herramientas.

Componente de Prompt en FlowHunt

Descubre cómo el componente Prompt de FlowHunt te permite definir el rol y el comportamiento de tu bot de IA, asegurando respuestas relevantes y personalizadas. Personaliza prompts y plantillas para flujos de chatbot efectivos y conscientes del contexto.

Tarea Autogestionada

El componente de Tarea Autogestionada permite a los usuarios definir y ejecutar tareas autónomas dentro de un flujo de trabajo. Especifique una descripción clara de la tarea, el resultado esperado y asigne un agente para gestionar la ejecución; ideal para construir automatizaciones estructuradas y jerárquicas en sus flujos.

Equipo Autogestionado

Desbloquea la colaboración avanzada en FlowHunt con el componente Equipo Autogestionado. Coordina múltiples agentes de IA bajo un agente gerente para gestionar de forma autónoma flujos de trabajo complejos y tareas jerárquicas, maximizando la eficiencia y la escalabilidad.

Generador

Explora el componente Generador en FlowHunt: potente generación de texto impulsada por IA usando el modelo LLM que elijas. Crea respuestas dinámicas de chatbot combinando prompts, instrucciones opcionales del sistema e incluso imágenes como entrada, convirtiéndolo en una herramienta clave para construir flujos conversacionales inteligentes.

Crear publicación de WordPress

Con el componente Crear publicación de WordPress de FlowHunt, puedes automatizar la generación, edición y publicación de entradas de blog en WordPress utilizando Flujos impulsados por IA. Disfruta de herramientas SEO integradas, generación de imágenes y ajustes en tiempo real para una canalización de contenido sin interrupciones.

Disparador Personalizado

Desbloquea flujos de trabajo personalizados con el componente Disparador Personalizado en FlowHunt. Este componente permite a los usuarios definir puntos de activación específicos dentro de su flujo, habilitando acciones personalizadas basadas en eventos o entradas definidas por el usuario. Esencial para construir flujos de automatización interactivos y flexibles.

Agente de IA

El componente Agente de IA en FlowHunt potencia tus flujos de trabajo con capacidades de toma de decisiones autónoma y uso de herramientas. Aprovecha grandes modelos de lenguaje y se conecta a diversas herramientas para resolver tareas, seguir objetivos y proporcionar respuestas inteligentes. Ideal para crear automatizaciones avanzadas y soluciones de IA interactivas.

Herramienta de Búsqueda de YouTube

La Herramienta de Búsqueda de YouTube impulsada por IA de FlowHunt ofrece recomendaciones personalizadas de videos y creadores. Ve más allá de las búsquedas estándar de YouTube y deja que los agentes de IA encuentren los mejores creadores y contenido para tus intereses.

Buscador de Palabras Clave de Google

Descubre valiosos insights de palabras clave con el componente Buscador de Palabras Clave de Google: automatiza la búsqueda de palabras clave relacionadas, tendencias de volumen de búsqueda, competencia y datos de coste por clic. Perfecto para crear flujos que necesitan investigación de palabras clave en tiempo real y capacidades de optimización SEO.

Volumen de Búsqueda de Google

Descubre información clave sobre palabras clave con el componente Volumen de Búsqueda de Google: analiza el volumen de búsqueda, la competencia y las tendencias para palabras clave en diferentes ubicaciones y rangos de tiempo. Ideal para especialistas en marketing, SEO y para cualquier persona que quiera optimizar su contenido basándose en datos reales de búsqueda.

Palabras clave de Google para sitios web

Descubre el componente de Palabras clave de Google para sitios web: automatiza la investigación de palabras clave para cualquier página o dominio. Recupera fácilmente palabras clave relevantes junto con métricas esenciales como volumen de búsqueda, competencia, coste por clic y tendencias históricas, permitiendo flujos de trabajo de SEO y marketing basados en datos.

Descripción del flujo

Propósito y beneficios

Permitanos construir su propio equipo de IA

Ayudamos a empresas como la suya a desarrollar chatbots inteligentes, servidores MCP, herramientas de IA u otros tipos de automatización con IA para reemplazar a humanos en tareas repetitivas de su organización.

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