Agentic SaaS: Building Products Around AI Agents
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AIMay 2, 20266 min read

Agentic SaaS: Building Products Around AI Agents

Posium is an agent. Here's what we learned building it.

The Agent Pattern

An agent: AI that takes actions. Not just generates text.

Posium is an agent. It tests websites autonomously.

Here's what building agentic products taught us.


What Makes It Different

Traditional SaaS

User takes action. Software responds.

Agentic SaaS

User sets goal. Agent acts autonomously.

Different UX. Different architecture. Different risks.


The Architecture

1. Goal Definition

User says: "Test our checkout flow."

Not: "Click button X. Then button Y."

2. Action Planning

Agent breaks goal into steps.

This is hard. Requires good prompting.

3. Execution

Agent acts. Browser automation. API calls.

4. Monitoring

User watches. Agent reports progress.

5. Verification

Agent checks results. Did it work?


The Risks

1. Infinite Loops

Agents can get stuck.

Build safeguards. Time limits. Escape hatches.

2. Unexpected Actions

Agents do unexpected things.

Sandbox carefully. Monitor closely.

3. Cost Explosion

Agents make many calls.

Costs can spiral. Monitor per-task costs.


The Opportunities

1. Automation

Agents automate tasks humans hate.

Boring, repetitive work. Perfect for agents.

2. Scale

One agent does work of many humans.

Cost-effective at scale.

3. Consistency

Agents don't get tired. Don't make tired mistakes.

Same quality, always.


When Agents Make Sense

Good For

  • Repetitive tasks
  • Well-defined goals
  • High-volume work
  • 24/7 operation

Not Good For

  • Creative work
  • Ambiguous requirements
  • High-stakes decisions
  • Novel problems

The Honest Take

Agentic SaaS is early. Risky. Promising.

Build agents when:

  • Task is repetitive
  • Goal is clear
  • You can monitor costs
  • Failure is recoverable

Don't build agents for everything. But for the right tasks, they're powerful.

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