Treasure AI vs. Amperity: Build the Profile. Then Put It to Work.
Amperity and Treasure AI both build a unified customer profile. Only Treasure AI puts it to work, from governed decisions and content creation to native delivery and measurement, all in one platform.
A Profile Doesn’t Send an Email
A unified profile is a starting point, not a customer experience. Turning customer context into a relevant experience takes decisions, content, delivery, and learning from the result. Amperity builds the profile, then hands audiences to separate tools for delivery.
Treasure AI puts the profile to work, connecting those steps in one governed platform, with native delivery across email, SMS, mobile push, in-app, web, and LINE, and performance signals informing what happens next.
Teams can move from “Who should we reach?” to “What should we deliver next?” without handing the customer to another vendor.
Two Views of the Customer Profile
Amperity and Treasure AI both help enterprises build trusted customer profiles, audiences, and journeys. Treasure AI keeps that context working, feeding governed AI workflows across decisioning, content creation, native delivery, and measurement. A cart abandonment, support interaction, or pricing-page visit can inform the next action, with the result helping shape what happens next.
Switch now, pay in full only after your current CDP contact ends
This is Treasure AI
One platform that unifies your data, powers your AI, and executes across every channel, composable or complete, your choice.
Your data, your way
Connect your existing data warehouse through Composable Audience Studio. Or let Treasure Data manage the data layer for you. Either way, every source, channel, and touchpoint rolls up into one unified customer profile. No compromises, no lock-in.
AI built for every role
That unified data feeds a Super Agent layer pre-built with skills for how your team actually works, whether you're a marketer, a data analyst, or a machine learning engineer. AI-native from the ground up, not bolted on after.
Native activation across multiple channels
From there, five AI Suites — Creative, Personalization, Engagement, Paid Media, and Service — put that same data to work. Each one built for a specific marketing motion. None of them waiting on a different vendor to fire.
One interface for everything
All of it lives in Treasure AI Studio: one workspace for your CDP and your full marketing hub. No switching tools, no SQL, no tickets. Built for marketers, powerful enough for the data team.
What to know before you decide
Every demo looks good. These are the questions worth asking when the demo is over.
Can your AI move from answers to governed execution today?
AI roadmaps can sound ambitious. Ask to see the full workflow running now, from a business question through customer context and human review to an action. Treasure AI Studio supports that flow today.
Does customer context stay connected beyond the profile?
A unified profile is most useful when identity, behavior, transactions, consent, and journey history can inform the next decision. Treasure AI’s Diamond Record brings persistent customer context into AI and activation workflows.
Can the platform deliver the experience, not just prepare the audience?
Ask which channels it can activate natively and where separate execution tools are still needed. Treasure AI supports native delivery across email, SMS, mobile push, in-app, web, and LINE, bringing more of the journey into one platform.
Which CDP gets you live faster?
G2's comparison of Treasure Data and Amperity shows Treasure Data slightly ahead on most satisfaction measures, with an average go-live time of 4 months versus 7. See how the two platforms stack up.
Can you verify how AI is governed before it acts on customer data?
Ask how access, permissions, human review, and responsible AI practices are handled and independently validated. Treasure AI supports enterprise AI governance with CSA STAR for AI Level 1 and TRUSTe Responsible AI Certification.
Does your evaluation cover the full customer-growth loop?
Look beyond identity resolution. Include customer analytics, AI, activation, and execution in your evaluation. Treasure AI is recognized as a Leader in 2026 AI-enabled CDP evaluations for both B2C and B2B (per IDC) and a Strong Performer in Customer Analytics (per Forrester).
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Treasure Data
158 reviews
Amperity
175 reviews
Enterprise Satisfaction Ratings
Ease of Setup
TD winsEase of Use
TD winsHas the product been a good partner in doing business?
TD winsLikelihood to Recommend
TD winsProduct Direction (% positive)
TD winsMeets Requirements
TD winsQuality of Support
TD winsContent Marketing
TD winsData Enrichment
Expandability
TD winsMarketing Metrics
TD winsMultiple Devices
TD winsPredictive Modeling
TD winsRecommendation Engine
TD winsSource: G2.com — as of August 2026
Treasure AI and Amperity
Compare Treasure AI and Amperity on what really matters.| Criterion | Treasure AI | Amperity |
|---|---|---|
| Conversational AI Workspace Available on web, mobile (iOS), desktop, and command-line |
Yes
Treasure AI Studio provides a natural language interface to build, validate, and launch segments, journeys, and workflows. Available via CLI, desktop, web and mobile app. |
Partial
Browser workspace capabilities available, as well as command line. Pér is accessible within Slack and Microsoft Teams, allowing users to ask questions about Amperity data directly in conversation channels; Provides command line for customer data model management. |
| Agentic AI Framework & Automation Framework for building, customizing, and governing autonomous AI agents grounded on customer data. |
Yes
Treasure AI Foundry natively builds, tests, and deploys autonomous, agentic workflows directly grounded in customer data, bypassing the need for separate LLM tools or complex API connectors. |
Partial
Amperity Pér's for customer-data AI agent with Amperity MCP Server tools for governed data access, analysis, recommendations, and execution. |
| Email Push SMS and In-App Native delivery to send email push SMS or in-app messages without a separate platform |
Yes
The Engagement AI Suite natively delivers personalized email, SMS, mobile push, and in-app campaigns directly from Treasure AI, eliminating the need for external marketing automation platforms. |
No
Relies on external platforms for delivery. |
| Content & Creative Generation AI-generated marketing copy, images, and layouts with brand-guideline enforcement, plus built-in personalization and native campaign delivery. |
Yes
Use Creative AI Suite to instantly generate personalized marketing layouts, images, and copy. Built-in compliance guardrails automatically validate all generated creative against brand standards prior to delivery. |
No
Relies on external platforms for delivery. |
| Web/App Personalization (Real-Time) Natively delivers and manages live, 1:1 personalization of web and mobile app experiences using real-time behavior, customer profiles, and contextual signals. |
Yes
Use Personalization AI Suite to deliver sub-second personalization on web and mobile. By pairing streaming SDKs with an in-memory profile store, Treasure AI dynamically serves personalized content, layouts, and recommendations in real time. |
Partial
Provides real-time customer data, identity resolution, and APIs that power personalization, but is not itself a full end-to-end personalization decisioning and delivery platform. |
| Complete CDP (Fully Managed Mode) A standalone fully managed CDP that does not require the customer to already run a data warehouse. |
Yes
Treasure AI offers a standalone, fully managed CDP with native ingestion, storage, identity stitching, and query execution. Enterprises can build and activate gold profiles immediately, without any cloud data warehouse dependency. |
Yes
Amperity can provide a standalone CDP that collects, unifies, and activates customer data. |
| Composable CDP (Warehouse-Native Mode) Zero-copy activation directly on the customer's own cloud data warehouse. |
Yes
Treasure AI also supports Zero-Copy activation directly on Snowflake, BigQuery, and Databricks. Run a flexible hybrid architecture, activating warehouse tables natively or routing to the managed engine for sub-second personalization. |
Yes
Provides composable capabilities via Lakehouse CDP architecture. |
| Data Ingestion & Management Ability to ingest data from diverse sources, support flexible schemas, normalize and unify customer data, and maintain customer profiles without requiring extensive customer-managed data modeling. |
Yes
Treasure AI features 170+ native ingestion connectors coupled with fully managed, dynamic schemas. The platform automatically handles ingestion, normalization, and scheduling so marketing teams can work with clean data without SQL. |
Yes
Has a catalog of connectors available. |
| Identity Resolution Stitching anonymous and known records into a unified customer profile. |
Yes
Native deterministic and probabilistic matching dynamically stitches offline, streaming, and anonymous behavioral data into a persistent, unified Customer ID, resolving identity in real time at enterprise scale. |
Yes
Amperity is well known for its Identity Resolution capabilities. |
| Segmentation & Audience Building No-code tools for marketers to build and manage audiences. |
Yes
Audience Studio provides a visual, drag-and-drop segmentation builder. Non-technical marketers can build complex demographic, real-time behavioral, and frequency-based audiences without writing a single line of SQL. |
Yes
With Customer Segmentation. |
| Journey Orchestration AI Decisioning & Channel Activation AI-driven, multi-step customer journeys with real-time decisioning, personalization, and direct execution across owned channels. |
Yes
Our visual Journey canvas orchestrates multi-step, real-time customer paths with native execution. Easily coordinate AI decisioning, web personalization, ad activation, and direct email/SMS delivery in one place. |
Partial
Can build customer journeys in their Journeys canvas, but will rely on connected engagement platforms for cross-channel execution. |
| Predictive AI/ML Native machine-learning models scoring customers without a separate data science build. |
Yes
Built-in out-of-the-box ML scoring models directly in the UI. Easily predict customer churn, calculate lifetime value (LTV), and generate propensity scores instantly without relying on a dedicated data science team. |
Yes
Provides Churn Propensity, Event Propensity, Predicted Customer Lifetime Value (pCLV), and Product Affinity. Stitch provides native ML-based identity matching capability. |
| Enterprise Security Privacy Compliance Enterprise-grade security, trust certifications and attestations, privacy controls, AI governance, data protection, auditability, deployment security, and responsible AI controls. |
Yes
A world-class trust framework backed by 17 public certifications and attestations, including SOC 2 Type II, SOC 3, ISO 27001/27017/27018/27701, HIPAA, CSA STAR, and TRUSTe Responsible AI Certification. |
Partial
Amperity provides enterprise-grade security and privacy controls, including SOC 2 compliance, ISO 27001 certification, access controls, encryption, audit logging, and privacy governance. However, its publicly documented assurance portfolio appears less extensive in cloud-privacy standards and AI-specific assurance, including Responsible AI certifications. |
| AI Governance Responsible AI & Data Trust Controls Controls specifically governing how AI/agents access and act on customer data. |
Yes
Enterprise AI governance featuring policy-based access, fine-grained permissioning, explainable AI scoring, and formal validation through CSA STAR for AI Level 1 and TRUSTe Responsible AI Certification. |
Partial
Amperity publicly documents ISO 27001 certification, demonstrating an established information-security management framework. However, its publicly available security and trust materials reviewed do not identify equivalent AI-specific assurance credentials such as CSA STAR for AI Level 1 or TRUSTe Responsible AI Certification. |
Treasure AI Studio provides a natural language interface to build, validate, and launch segments, journeys, and workflows. Available via CLI, desktop, web and mobile app.
Browser workspace capabilities available, as well as command line. Pér is accessible within Slack and Microsoft Teams, allowing users to ask questions about Amperity data directly in conversation channels; Provides command line for customer data model management.
Treasure AI Foundry natively builds, tests, and deploys autonomous, agentic workflows directly grounded in customer data, bypassing the need for separate LLM tools or complex API connectors.
Amperity Pér's for customer-data AI agent with Amperity MCP Server tools for governed data access, analysis, recommendations, and execution.
The Engagement AI Suite natively delivers personalized email, SMS, mobile push, and in-app campaigns directly from Treasure AI, eliminating the need for external marketing automation platforms.
Relies on external platforms for delivery.
Use Creative AI Suite to instantly generate personalized marketing layouts, images, and copy. Built-in compliance guardrails automatically validate all generated creative against brand standards prior to delivery.
Relies on external platforms for delivery.
Use Personalization AI Suite to deliver sub-second personalization on web and mobile. By pairing streaming SDKs with an in-memory profile store, Treasure AI dynamically serves personalized content, layouts, and recommendations in real time.
Provides real-time customer data, identity resolution, and APIs that power personalization, but is not itself a full end-to-end personalization decisioning and delivery platform.
Treasure AI offers a standalone, fully managed CDP with native ingestion, storage, identity stitching, and query execution. Enterprises can build and activate gold profiles immediately, without any cloud data warehouse dependency.
Amperity can provide a standalone CDP that collects, unifies, and activates customer data.
Treasure AI also supports Zero-Copy activation directly on Snowflake, BigQuery, and Databricks. Run a flexible hybrid architecture, activating warehouse tables natively or routing to the managed engine for sub-second personalization.
Provides composable capabilities via Lakehouse CDP architecture.
Treasure AI features 170+ native ingestion connectors coupled with fully managed, dynamic schemas. The platform automatically handles ingestion, normalization, and scheduling so marketing teams can work with clean data without SQL.
Has a catalog of connectors available.
Native deterministic and probabilistic matching dynamically stitches offline, streaming, and anonymous behavioral data into a persistent, unified Customer ID, resolving identity in real time at enterprise scale.
Amperity is well known for its Identity Resolution capabilities.
Audience Studio provides a visual, drag-and-drop segmentation builder. Non-technical marketers can build complex demographic, real-time behavioral, and frequency-based audiences without writing a single line of SQL.
With Customer Segmentation.
Our visual Journey canvas orchestrates multi-step, real-time customer paths with native execution. Easily coordinate AI decisioning, web personalization, ad activation, and direct email/SMS delivery in one place.
Can build customer journeys in their Journeys canvas, but will rely on connected engagement platforms for cross-channel execution.
Built-in out-of-the-box ML scoring models directly in the UI. Easily predict customer churn, calculate lifetime value (LTV), and generate propensity scores instantly without relying on a dedicated data science team.
Provides Churn Propensity, Event Propensity, Predicted Customer Lifetime Value (pCLV), and Product Affinity. Stitch provides native ML-based identity matching capability.
A world-class trust framework backed by 17 public certifications and attestations, including SOC 2 Type II, SOC 3, ISO 27001/27017/27018/27701, HIPAA, CSA STAR, and TRUSTe Responsible AI Certification.
Amperity provides enterprise-grade security and privacy controls, including SOC 2 compliance, ISO 27001 certification, access controls, encryption, audit logging, and privacy governance. However, its publicly documented assurance portfolio appears less extensive in cloud-privacy standards and AI-specific assurance, including Responsible AI certifications.
Enterprise AI governance featuring policy-based access, fine-grained permissioning, explainable AI scoring, and formal validation through CSA STAR for AI Level 1 and TRUSTe Responsible AI Certification.
Amperity publicly documents ISO 27001 certification, demonstrating an established information-security management framework. However, its publicly available security and trust materials reviewed do not identify equivalent AI-specific assurance credentials such as CSA STAR for AI Level 1 or TRUSTe Responsible AI Certification.
Read how one retailer switched from Amperity to Treasure AI and cut recurring costs by 40%
A multi-billion-dollar North American retailer replaced Amperity after facing rising ingestion fees, low CDP adoption, and difficulty building a trusted customer record.
With Treasure Data CDP, it unified more than 60 million profiles and improved identity resolution by over 20% in a proof of concept.
Then it put those profiles to work. Self-service segmentation and Customer Journey Orchestration reduced marketers’ reliance on data teams. Recurring costs fell by 40%, with estimated savings of more than $3 million over three years.
Treasure AI Trade-up: Make a cost-effective Switch
Frequently Asked Questions (FAQ)
Everything you wanted to know but didn't know to ask.
Amperity and Treasure AI both help enterprises unify customer data, build profiles and audiences, and orchestrate journeys. Amperity’s public documentation describes audience activation through configured destinations. Treasure AI brings persistent customer context together with governed decisioning, content creation, native delivery across supported channels, and measurement in one platform. In short: Amperity builds the profile. Treasure AI puts it to work.
Yes. Treasure AI includes core CDP capabilities such as identity resolution, profile unification, behavioral and transactional data, consent, and audience management.
But Treasure AI also extends beyond the traditional CDP model by adding persistent customer context, governed AI agents, decisioning, and native cross-channel execution.
Treasure AI is an Agentic Experience Platform, not simply as a system for storing or organizing customer data.
The right alternative depends on whether a company primarily needs customer data infrastructure and audience activation, or a broader system for turning customer intelligence into action. Treasure AI is designed for global enterprises that want unified customer profiles, AI-powered decisioning, governance, and native engagement in one platform.
Treasure AI also supports existing technology ecosystems, so enterprises can modernize their operating model without replacing every system they already use.
Yes, for supported channels. Treasure AI supports native execution across email, SMS, mobile, in-app, web, and LINE. Teams can use customer data, AI decisioning, content, journey orchestration, and activation within one platform, while retaining existing activation systems where they choose.
Amperity supports campaign and journey orchestration, with audience activation through configured destinations and connected marketing platforms. Its public documentation emphasizes those destination integrations rather than clearly presenting Amperity as a first-party email, SMS, or mobile-message delivery provider.
Treasure AI supports native activation across supported channels, including email, SMS, mobile, in-app, web, and LINE, while also working with existing activation systems.
Yes. Treasure AI supports both composable and complete deployment models.
With Composable Audience Studio, Treasure AI can connect directly to Snowflake, Databricks, or BigQuery through a zero-copy architecture. With the complete model, Treasure AI manages the customer data foundation, including ingestion, identity resolution, profile unification, and activation.
This gives enterprises a choice between extending their current data architecture and using a managed customer intelligence foundation.
Both platforms offer AI capabilities. Amperity documents AI assistants, AI-assisted identity resolution, and predictive models. Treasure AI is designed to connect persistent customer context with governed decisioning, content creation, and execution across the customer lifecycle.
For an evaluation, ask whether AI can support the whole workflow you need, from interpreting customer signals to creating and delivering an experience and learning from its results.
Yes. Treasure AI supports real-time customer intelligence and activation, as well as batch processing for broader data workflows.
Amperity also documents streaming data, real-time profiles and segments, and API-based low-latency use cases alongside batch processing. Compare the specific latency, data freshness, and activation destinations required for your use case.
The platform subscription is only one part of total cost. Also consider data ingestion, warehouse or compute costs, integrations, messaging and personalization tools, implementation services, and ongoing maintenance.
A published case study about a multi-billion-dollar retailer replacing Amperity cites rising per-ingestion fees as one challenge. In that specific Treasure Data CDP implementation, the case study reports 40% lower recurring costs and estimates more than $3 million in savings over three years. Results depend on the customer’s architecture, contract, and implementation scope.
The best fit depends on an enterprise’s data architecture, governance requirements, regions, channels, and desired operating model. Treasure AI is built for global enterprises that need governed customer intelligence and activation across regions and teams, with composable architectures, real-time and batch workflows, and native engagement across supported channels, including LINE.
Treasure AI brings 15 years of enterprise experience, manages more than 2 billion profiles across its customer base, and supports more than 80 Global 2000 customers.
See the difference for yourself.
One platform. Every channel. No extra vendors to reach your customer.