Agent Builder¶
Configure AI agents to automate content workflows, campaign creation, and advisory conversations with Brand Voice integration.
Overview¶
The Agent Builder lets you create AI-powered agents that turn simple briefs into ready-to-publish content. Describe the outcome you want — a product launch campaign, a series of LinkedIn posts, or a co-branded one-pager — and the agent handles research, drafting, and channel adaptation, all aligned to your Brand Voice.
Why Use Agent Builder?¶
| Without Agent Builder | With Agent Builder |
|---|---|
| 3–5 days per campaign | Ready in minutes |
| Coordinate writer, designer, SEO | One unified workflow |
| Inconsistent brand voice | Always on-brand |
| Manual repurposing across channels | Auto-adapted per channel |
How It Works¶
- Brief it like a teammate — "Launch our Q1 feature with a blog and social campaign"
- It works — pulls from your Brand Voice, researches keywords, drafts content
- You ship — review, tweak, publish directly
Agent Types¶
Choose the execution mode that fits your use case:
Smart Mode (Recommended)
AI determines the optimal execution strategy based on your goal. Best for most use cases — just describe the outcome and let the agent figure out the steps.Workflow
Multi-step content creation and campaign automation with explicit control. Best when you need a defined sequence of steps, such as research → draft → optimize → publish.Assistant
Interactive Q&A and advisory conversations. Best for brainstorming sessions, strategy reviews, or when you want to iterate through dialog rather than automated execution.Creation Wizard¶
The Agent Builder walks you through four steps:
Step 1: Choose Agent Type¶
Select Smart Mode, Workflow, or Assistant. Optionally expand Advanced Settings to configure:
| Setting | Description | Default |
|---|---|---|
| AI Model | Claude 3 Sonnet, Claude 3 Haiku, or Claude 2.1 | Claude 3 Sonnet |
| Max Workflow Steps | Maximum steps the agent can execute (1–50) | 10 |
| Timeout | Execution timeout in seconds (30–3,600) | 300 |
| Bedrock Guardrails | Enable AWS content filtering guardrails | Disabled |
| Agent Memory | Enable session continuity for 40–60% token savings | Disabled |
Agent Memory
When enabled, Agent Memory stores context across sessions using AWS Bedrock. Choose between Session Summary (condensed recap) or Semantic (concept-level recall), with retention from 1 to 365 days.
Step 2: Agent Details¶
Configure the agent's identity and context sources:
Basic Fields:
- Agent Name (required) — A descriptive name like "Product Launch Agent" or "GTM Intelligence Agent"
- Goal / Outcome — Describe what the agent should achieve. An AI-assisted helper provides example prompts to get you started
Context Sources:
Connect your company profile for consistent, on-brand output.
- Select a company from your account
- Optionally select a product for product-specific context
- The agent pulls tone, audience, guidelines, and keywords automatically
Ground the agent in your company's proprietary data.
- OpenAI Vector — Local RAG with vector embeddings
- Bedrock Knowledge Base — AWS-managed knowledge base
Provide source material from outside the platform.
- URL — Fetch content from any web page
- External Connections — Link S3, Box, Dropbox, or Google Drive sources
Step 3: Select Capabilities¶
Choose from 40+ capabilities organized into four categories:
Generation¶
Create content across formats:
- Generate Text — Blog posts, articles, documentation
- Generate Content Series — Multi-piece campaigns from a single brief
- Generate Image — AI-powered visuals via AWS Bedrock
- Generate Meta Tags — SEO-optimized titles and descriptions
- Generate AWS Profile — AWS partner profile content
Publishing & Distribution¶
Get content to market:
- Publish to Social Media — Direct posting to social channels
- Marketplace Listing SEO — Optimize AWS Marketplace listings for search
- Marketplace Listing Optimizer — Improve listing quality and conversion
- Sync Marketplace Listings — Keep listings synchronized
- RSS Post Scoring — Score and prioritize content for distribution
Analysis & Intelligence¶
Research and optimize:
- SEO Intelligence — Keyword research and search analysis
- Content Gap Analysis — Identify missing content opportunities
- Competitor Analysis — Benchmark against competitors
- Partner Intelligence — Research potential partners
- LinkedIn Graph Analysis — Map professional network insights
- Content Readiness Analyzer — Assess content quality before publishing
- Predict Performance — Forecast content performance metrics
Workflow & Integration¶
Connect and enhance:
- Query Knowledge Base — Pull answers from your KB
- Enrich Brand Voice — Enhance context from company data
- Fetch External URL — Import web content into workflows
- Co-Sell Matching — Find partner co-sell opportunities
- Joint GTM Planner — Plan go-to-market campaigns with partners
- ACE Opportunity Sync — Sync with AWS ACE pipeline
- Funding Application Writer — Draft AWS funding proposals
AI-Powered Suggestions
As you enter your agent name and goal, the builder suggests capabilities that match your intent. Selected capabilities also trigger companion suggestions — capabilities that work best together.
Step 4: Review & Create¶
Review your full configuration before creating the agent:
- Agent type, name, and goal
- Connected context sources (Brand Voice, Knowledge Base, External Content)
- Selected capabilities
- Confirm and create
Example Use Cases¶
Product Launch Campaign¶
"Launch our Q1 feature with a blog post, social campaign, and hero image"
Recommended capabilities: Generate Text, Generate Content Series, Generate Image, Publish to Social Media, SEO Intelligence
Content Repurposing¶
"Turn our latest webinar into 10 LinkedIn posts and a summary blog"
Recommended capabilities: Generate Text, Generate Content Series, Publish to Social Media, Content Readiness Analyzer
Partner GTM¶
"Create a co-branded one-pager and email sequence for our AWS partnership"
Recommended capabilities: Generate Text, Generate Content Series, Enrich Brand Voice, Co-Sell Matching, Joint GTM Planner
Marketplace Optimization¶
"Audit and improve our AWS Marketplace listing for better search visibility"
Recommended capabilities: Marketplace Listing SEO, Marketplace Listing Optimizer, SEO Intelligence, Generate Meta Tags, Content Gap Analysis
Advanced Configuration¶
Bedrock Guardrails¶
Enable AWS content filtering to enforce responsible AI usage:
- Check Enable Guardrails in Advanced Settings
- Select a guardrail from your AWS account
- Choose a version (Draft or Version 1)
Guardrail interventions are tracked per execution for audit purposes.
Agent Memory¶
Enable session continuity to reduce token usage and improve context:
| Memory Type | Description | Best For |
|---|---|---|
| Session Summary | Condensed recap of previous sessions | General workflows |
| Semantic | Concept-level recall across sessions | Complex, ongoing projects |
Set retention from 1 to 365 days (default: 30 days).
Best Practices¶
- Be specific with goals — "Write a 1,200-word blog post about our new analytics feature for DevOps teams" produces better results than "Write a blog post"
- Enable Brand Voice — Connecting your company profile ensures consistent tone and messaging across all outputs
- Start with Smart Mode — Let AI determine the best execution strategy; switch to Workflow when you need explicit step control
- Use companion suggestions — The capability suggestions are tuned to common workflows; trust them as a starting point
- Enable Memory for recurring tasks — If your agent runs regularly on similar topics, Agent Memory saves tokens and improves context
Getting Started¶
- Navigate to Content Manager → Agents in your dashboard
- Click Create Agent
- Choose your agent type (Smart Mode recommended)
- Enter a name and describe your goal
- Connect Brand Voice and any other context sources
- Select capabilities (or accept AI suggestions)
- Review and create your agent
Support¶
- Email: support@vell.io
- Documentation: FAQ
- In-App Chat: Available in dashboard