AI Agent Templates: 160 Ready-to-Use Configs for Every Use Case
Building an AI agent from a blank prompt is slow. Here's what I've learned after deploying 38 agents — and the 160 templates we've open-sourced so you don't have to start from scratch.
Kevin Zai
Building an AI agent from a blank prompt is slow. Most of the time, someone else has already solved the hard parts: the role framing, the tool definitions, the output format, the edge case handling.
After running 38 production AI agents and consulting on hundreds of deployments, I've catalogued what works. We've organized 160 tested agent templates into a library so you can start with something proven rather than something blank.
Why Templates Matter
The hardest part of building a useful AI agent isn't the technology — it's the prompt design. Specifically:
- Role definition: What is this agent's exact job? What does it NOT do?
- Input handling: What formats does it accept? How does it handle edge cases?
- Output structure: What does a good response look like? How is it formatted?
- Tool scoping: Which tools does it need? Which ones would it misuse if given access?
- Escalation logic: When should it punt to a human rather than attempt an answer?
Getting all five right from scratch takes iteration — usually weeks of tuning. A good template compresses that down to hours.
How the Library Is Organized
The 160 templates span 10 categories. Here's the breakdown and the highest-value entry points in each:
Customer Operations (23 templates)
The most-deployed category. Ticket routing, FAQ response, escalation logic, sentiment detection, and post-resolution follow-up. The "Tier-1 Support Agent" template alone has been deployed by 40+ companies.
Key templates: Support Triage Agent, Churn Risk Detector, Onboarding Assistant, Renewal Reminder Bot.
Sales Enablement (18 templates)
Lead qualification, outreach personalization, proposal drafting, competitive objection handling, and follow-up sequencing. Designed to augment human sales reps, not replace them — the escalation logic is built in.
Key templates: Lead Qualifier, Outreach Personalizer, Proposal Drafter, Objection Handler.
Content Production (21 templates)
Blog drafts, social media, email newsletters, ad copy, product descriptions. Each template includes style guide fields so the agent matches your brand voice, not a generic AI voice.
Key templates: Blog Draft Agent, Email Sequence Writer, Product Description Generator, LinkedIn Content Assistant.
Research & Intelligence (16 templates)
Competitive monitoring, news synthesis, market analysis, document summarization. These are the agents that run overnight and have reports ready in the morning.
Key templates: Competitor Monitor, Earnings Call Summarizer, Industry News Digest, Document Analyst.
Development Assistance (19 templates)
Code review, documentation generation, bug triage, PR summary, and architecture analysis. All include instructions for handling incomplete context gracefully — the most common failure mode in code-focused agents.
Key templates: PR Reviewer, Documentation Writer, Bug Triage Agent, Code Explainer.
Data & Analytics (14 templates)
SQL query generation, report narration, anomaly detection, data quality checking. These work best as second-pass agents — they receive structured data outputs and turn them into prose summaries for non-technical stakeholders.
Key templates: SQL Query Generator, Report Narrator, Anomaly Explainer, Data Quality Auditor.
Operations & Process (17 templates)
Meeting summarization, task extraction, project status synthesis, vendor comparison, and risk flagging. The highest ROI category for most organizations — these replace the manual work that happens around actual decision-making.
Key templates: Meeting Summarizer, Task Extractor, Project Status Agent, Vendor Evaluator.
HR & People (12 templates)
Interview question generation, job description writing, performance review drafting, policy lookup, and onboarding guidance. Built with appropriate sensitivity guardrails for people-facing contexts.
Key templates: Job Description Writer, Interview Question Generator, Performance Review Drafter, Policy Assistant.
Finance & Legal (9 templates)
Contract review, invoice processing, financial narrative generation, and compliance checking. These include conservative escalation thresholds — anything above a defined complexity threshold routes to a human.
Key templates: Contract Reviewer, Invoice Processor, Financial Narrative Writer, Compliance Checker.
Learning & Enablement (11 templates)
Course content generation, quiz creation, knowledge base building, and skills assessment. Useful for both external customer education and internal team upskilling.
Key templates: Course Outline Generator, Quiz Creator, Knowledge Base Writer, Skills Assessor.
What Makes a Good Template
Not all agent templates are equal. The ones in our library share these characteristics:
Clear job definition. Every template starts with a precise role statement and an explicit list of what the agent will and won't do. Ambiguity in the role bleeds into ambiguity in every response.
Structured output. Templates specify output format — not just "write a summary" but "write a 3-bullet summary with a recommended action at the end." Structured outputs are easier to use downstream.
Graceful uncertainty handling. Every template includes instructions for handling edge cases — what to do when the input is incomplete, contradictory, or outside the agent's competence. Agents that don't have explicit fallback behavior tend to hallucinate their way through uncertainty.
Tested escalation logic. Every template that touches anything important includes explicit escalation conditions — cases where the agent should flag for human review rather than attempt an answer.
How to Customize a Template
Start with a template from the relevant category. Run it on 10-15 real examples from your domain. Note where it gets things wrong.
Customization usually falls into three buckets:
- Vocabulary adjustment — adding domain-specific terminology, acronyms, or brand language
- Output format tweaks — adjusting structure to match your downstream workflow
- Escalation tuning — tightening or loosening the conditions under which the agent punts to a human
Most deployments need all three. Very few need anything more complex. The core logic of a well-designed template is usually solid.
Browse all 160 templates in our Agent Library — filter by category, use case, model compatibility, and complexity level. Each template includes a live preview so you can test it before you deploy it.