Developing
Vendor claims. The guaranteed click rate and speed figures are Treasure AI's.

In 60 seconds
- Treasure AI announced Personalization Studio at its Agentic World 2026 conference; the articles are dated October 6.
- It builds real-time website personalization from batch profile data and real-time behavioral signals; Treasure's product chief says a campaign takes "10 minutes".
- New pricing ties email cost to customer actions: one plan sets AI credit at 20,000 engagements instead of a million emails sent, with a guaranteed minimum 2% click rate.
- The stated industry benchmark is 1% to 1.5%.
Impact Layer
- What changed
- A CDP vendor is selling personalization and email by outcome rather than by volume.
- Why it matters
- Outcome-based pricing shifts risk to the vendor but depends on how clicks and engagements are defined and counted.
- Who is affected
- Marketers evaluating CDPs and email platforms.
- Martech stack area
- Data, Customer Experience
- Stack impact
- If you consider outcome pricing, ask for the definition of an engagement, bot-click handling and what happens when targets are missed.
- Business impact
- Low Based on MarTech and CX Today reports of the launch; the click guarantee and timing claims were not independently tested.
- Related technologies
- What to watch
- Customer results and the contract terms behind the 2% guarantee.
Treasure AI announced Personalization Studio at its Agentic World 2026 conference, MarTech reported on October 6, 2026. It is part of the Personalization AI Suite in the company’s Agentic Experience Platform.
The product
- A marketer-facing interface for building, launching and managing real-time website personalization.
- It runs on Treasure AI’s unified customer data and real-time decisioning, combining batch profile data (audiences, loyalty status, purchase history) with real-time behavioral signals.
- Chief product officer Rafa Flores said it lets marketers “build a campaign with personalization in 10 minutes” and argued a data warehouse cannot support real-time personalization alone.
The pricing
Treasure AI also introduced engagement-based pricing that ties email costs to customer actions such as clicks instead of the number of messages sent. CX Today reports one plan sets AI credit at 20,000 engagements instead of a million emails sent, with a guaranteed minimum 2% click rate against an industry benchmark of 1% to 1.5%. Flores described it as “betting on the click-through rate”.
Our read
These are vendor claims. Outcome pricing is only as good as its definitions: how an engagement is counted, whether automated clicks are filtered and what the remedy is if the guarantee is missed. Ask for all three in writing.
Sources
- MarTech: Treasure AI takes on two martech headaches at once (opens in a new tab)
Source of the product description, quotes and pricing model.
- CX Today: Why real-time personalization is RevTech's new battleground (opens in a new tab)
Source of the demo detail, the 20,000-engagement plan and the guaranteed 2% click rate.
