Best Practices: AI Agents

Last updated: April 30, 2026

Goal

Designed to help your team build accurate, reliable AI Agents that classify, qualify, and enrich companies at scale without ambiguity or misinterpretation.


Why It Matters For You

  • AI Agents power qualification, routing, and personalization across your plays.

  • Clear agent logic reduces false positives and downstream errors in Smart Snippets.

  • Well-structured agents create consistency across teams and use cases.

Example:
“An agent can only be as good as the question you ask it.”


What People Do Wrong

  • Combine multiple questions into a single agent.

  • Use vague or overly verbose guidance that confuses the agent.

  • Rely on free-text outputs when structured outputs would be more reliable.

  • Update agent guidance without documenting the change.


Unify’s Best Practice Recommendations

  • Ask one clear question per agent.

  • Keep agent questions concise and unambiguous.

  • Put all necessary context in the guidance, not the question.

  • Prefer True/False or Multi-Select outputs when the agent will be reused downstream.


How to Apply / Set Up / Build

Step

What to Do

Why It Works

1

Define the single decision the agent should make

Prevents conflicting outputs

2

Match the agent record type to your play trigger record type (e.g., if trigger is 'person', agent should be 'person')

Prevents agent failures and ensures reliable execution

3

Write a short, explicit question

Reduces misinterpretation

4

Add clear, structured guidance with criteria

Improves accuracy and consistency

5

Choose the simplest possible output type

Makes reuse easier

6

Document any guidance updates

Enables auditing and troubleshooting

Example Questions

  • “Does this company fit our ICP?”

  • “Is this company B2B?”

  • “Does this company use Workday?”


Pro Tips

  • Re-read guidance from the agent’s perspective before saving.

  • Avoid extraneous lines that don’t affect the decision.

  • If the logic feels complex, the agent should probably be split into two.

  • Always note when guidance changes — Unify does not auto-track this.


Measuring Success / How To Know You’re Doing This Right

  • Higher accuracy in ICP and enrichment outputs

  • Fewer Smart Snippet failures tied to agent output

  • Reduced need for manual overrides or QA


Templates

Template Name

Guidance

Question

ICP Qualification (True/False)

Your task is to determine whether a company fits our Ideal Customer Profile (ICP). Use reliable information from the company’s website, LinkedIn, or trusted business data sources. Return only True if the company matches the ICP criteria or False if it does not.

<strong>ICP Definition:</strong> A company is considered ICP if it meets all of the following criteria:
• Operates in [Insert target geography]
• Has [Insert employee count threshold] or more employees
• Operates in the [Insert industry / sector]
• Offers [Insert product / service type]
• Serves [Insert target customer type]

If the company meets X of the above criteria, output: True. If not, output: False.

Does this company fit our ICP?

Technographics (Multi-Select)

Your task is to determine whether a company is using [Insert software / tool name]. Use reliable public sources such as the company’s website, job postings, press releases, case studies, or technology lookup databases.Detection Criteria:• Mentions of the tool on the company’s website, job listings, or LinkedIn posts• References to employees working with or implementing the tool (e.g. “Workday Implementation”, “SAP Specialist”)• Evidence that the company’s HR, finance, payroll, or ERP systems are powered by the toolIf clear evidence exists → output the software name.If no evidence is found → output: none.

Which tool does this company use?

Industry Classification (Multi-Select)

Your task is to classify the company into one of the following industries:

• <strong>Healthcare</strong> – Directly delivers medical care to patients
• <strong>Healthtech</strong> – Technology supporting healthcare delivery (e.g. EHRs, telemedicine, medical devices)
• <strong>Ecommerce</strong> – Sells physical or digital products online
• <strong>Fintech</strong> – Technology for financial services (banking, payments, investing)
• <strong>Blockchain</strong> – Built on decentralized or crypto-based technology
• <strong>SaaS</strong> – General-purpose cloud software for businesses

If software is tailored specifically to healthcare or finance, choose Healthtech or Fintech instead of SaaS.

What industry is this company?

Related Resources

Best Practices: Smart Snippets