Generate Article

The Generate Article agent produces a complete, publication-ready article tailored to your topic, audience, and brand. It is the final step in Profound’s content creation pipeline and is designed to work seamlessly with upstream agents such as Article Title Suggestion and Create Content Brief.

Unlike a single LLM call, this agent runs a structured, multi-stage workflow that drafts, evaluates, refines, and brand-aligns the final article. The result is a polished, AEO-optimized piece that is consistent, trustworthy, and ready for editing or direct publication.

When to use this agent

Use Generate Article when you need:

• A full-length, coherent, well-structured article

• Consistent voice and tone that aligns with your company or audience

• AEO-aligned phrasing and structure optimized for AI-generated answers

• Articles informed by a full content brief or standalone inputs

• Automated content pipelines for SEO, editorial teams, or content operations

This agent is ideal as the final stage in automated or semi-automated content production workflows.

Agent inputs

The following fields determine how the article is produced:

Article Title (required)

Provide the final working title of the article.
This is the anchor for narrative structure, tone, and topical focus.

Most workflows pass the output from Article Title Suggestion into this field.

Audience Segment (optional)

Specify who the article is for.

Examples:

• “Retail operations managers”

• “Enterprise IT leaders”

• “Founders of early-stage startups”

This helps adjust tone, vocabulary, and level of explanation.

Company Name (optional)

Adds brand context to the writing.
Useful when the company should be referenced or when tone alignment matters.

Content Brief (optional but strongly recommended)

Paste or reference the output of the Create Content Brief agent.
If a brief is provided, the agent:

• Uses the outline to structure the article

• Incorporates key points, angles, and metadata

• Aligns with recommended headers, insights, and prompts

If you do not provide a brief, the agent generates a high-quality article using title + audience alone, but without the advanced research backing.

Additional Instructions (optional)

Any special requirements such as:

• Formatting preferences

• Markdown or HTML structure

• Reading-level constraints

• Examples to incorporate

• Style guidelines (e.g., “conversational but authoritative”)

These instructions override or augment the default behavior.

Target Prompt (optional)

If your article must optimize for a specific user query used in AI search, include it here.

Example:

• “How is AI transforming retail supply chains?”

This helps align the introduction, framing, and definitions with answer-engine behavior.

Output Label (required)

Name the output variable. Example: generated_article.

How the agent works behind the scenes

The Generate Article agent executes a multi-step workflow designed for quality, stability, and alignment:

1. Input validation and branching

The workflow determines whether a Content Brief was provided.

• If brief exists: The agent follows the outline closely, using it as the blueprint for structure, sections, and insights.

• If brief is empty: The agent generates an internal outline based on topic and title, ensuring readability and cohesion.

2. First-pass drafting

Using a high-quality generative model, the agent produces the initial draft.
The draft incorporates:

• Title framing

• Target audience considerations

• Brand context

• Brief-based structure (if provided)

• Any additional instructions

This is the most substantial stage of article creation.

3. Draft consolidation

If the workflow generates multiple variants or sections, these are merged and processed into a single cohesive article.
Variable aggregation ensures:

• Consistent narrative voice

• Smooth transitions

• Unified structure

4. Optional refinement and QA logic

If certain fields are provided (e.g., extensive instructions or company name), the workflow may run additional logic to adjust tone, expand examples, or reinforce brand positioning.

5. Brand alignment pass

A final refinement stage ensures the article:

• Reads as brand-safe

• Maintains proper terminology

• Uses the desired voice and perspective

• Aligns with AEO-based clarity and trust guidelines

This step often employs a lighter model to polish and finalize the text.

6. Final output formatting

The agent outputs the complete article as a single, clean block of text.

Output

The output is a fully drafted, publication-ready article that can be:

• Published directly

• Edited by a human writer

• Scored by the AEO Content Scorecard

• Used in automated content distribution workflows

The output generally includes:

• A compelling introduction

• Clear sections and headers

• Well-structured explanations

• Actionable insights

• A conclusion that reinforces the article’s value

Example usage

1. Full content pipeline

1. Generate title

2. Create brief

3. Generate article

4. Score and optimize using AEO Content Scorecard

2. Standalone article creation

Provide a title + audience segment + additional instructions for a quick, single-step content generation workflow.

3. Automated multi-topic content series

Loop over a list of topics, feeding each into this agent to produce a series of consistent, high-quality articles.

Best practices

• Always provide a Content Brief for the strongest results—this unlocks the research-driven outline.

• Use Audience Segment to ensure the article resonates with the right people.

• Add Additional Instructions for custom formatting or editorial rules.

• Use Target Prompt when optimizing for AI search queries.

• Pair with the AEO Content Scorecard to evaluate and refine output.