A simple outcome, mechanism, and proof formula for AI product copy that buyers actually trust.
Good landing page copy for an AI product explains the outcome first, the mechanism second, and the proof third. Avoid vague claims like “AI-powered” on their own. Instead, describe the specific work the product does, the time or money it saves, and how people stay in control.
Key takeaways
Lead with the outcome, not the technology.
Describe the exact work the AI does.
Address trust: accuracy, approvals, and data privacy.
Use specific numbers wherever you can.
What is the outcome, mechanism, proof formula?
Step | Question | Example |
|---|---|---|
Outcome | What changes for the customer? | Put your busywork on autopilot. |
Mechanism | How does it happen? | AI agents handle repetitive work across the tools you already use. |
Proof | Why should I believe it? | 1,200+ teams, SOC 2 Type II, and a live dashboard of time saved. |
How do you write a strong AI headline?
State a clear benefit in under ten words
Use everyday language your buyer would actually say
Avoid stacking buzzwords
Make it specific enough that a competitor couldn’t use the same line
How do you handle trust in your copy?
AI buyers worry about accuracy, control, and data. Answer those concerns directly: explain what happens when the AI is unsure, how approvals work, and whether customer data is used to train models.
Which words should you avoid?
“Revolutionary” and “game-changing”
“Seamless” without saying what it connects
“AI-powered” with no explanation of what the AI does
Long lists of features with no benefits
How does the Lumora template help?
Lumora ships with complete, benefit-led copy for every section, written for AI and SaaS products. You can keep the structure and swap in your own product details.
Frequently asked questions
How long should a landing page headline be?
Most strong headlines are between five and ten words.
Should I mention the AI model I use?
Only if it matters to your buyers. Most customers care more about results, reliability, and privacy than the model behind them.
How do I make AI copy sound less generic?
Name the exact tasks your product handles, the teams it helps, and the results customers measured.
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