Skip to main content
Conversion Stripe
Built for the Stripe marketing team

Personalization at Stripe's scale, without the workarounds

Data pushed through the backend, custom objects that arrive unvalidated, and templating logic nobody wants to debug. Conversion is the agentic marketing automation platform where one-to-many relationships are first-class objects and agents draft the 1:1 sends against them.

75%

reduction in MOps time spent on recurring work

10x

faster campaign-to-launch cycle time

4 weeks

average migration, running in parallel with Marketo

SOC 2

Type II certified, with approval-first AI agents

The challenge

What personalization costs on a lead-centric model

The data exists. Getting it into a send means backend pipes, custom objects nobody can validate, and templating logic that only a few people on the team can read.

One-to-many relationships fight the model

Marketo's custom objects are read-only in smart lists with limited triggers and rigid relationships. Representing who holds which role on which product at which company turns into workarounds stacked on workarounds.

Personalization built in templating logic

When the data model cannot carry the relationship, the personalization moves into scripting: data pushed through the backend, parsed at send time, with no validation that what arrives is what ships.

Volume the pipeline was not built for

Six figures of new product records a month, plus CRM API limits, means throttled batches and sync windows. Ops planning starts bending around the pipeline instead of around the campaign.

Conversion Agents

The agent pipeline you are building by hand

Agents draft the campaign, build the audience, and QA the send inside the platform, against the real data model rather than a payload assembled upstream. Approval-first and permission-scoped, so your team reviews everything before it goes.

Drafting against real objects

Agents write the 1:1 versions off objects, relationships, and events already in the platform. Your team reviews the draft instead of maintaining the pipeline that produced it.

Every run leaves a trail

The audience an agent built, the QA it ran, the change it made: all logged and auditable. Troubleshooting a send stops being archaeology across scripts and backend jobs.

When a ticket lands

MOps Intake

Before each send

Campaign QA

Every Friday at 4pm

Weekly Performance Digest

Every 30 minutes

Deliverability Watch

When you ask

Audience Builder

When a new lead arrives

Lead Routing

Daily at 2am

List Hygiene

Every Monday at 9am

Pipeline Reporter

Continuously

Sync Watchdog

When you ask

Account Brief Writer

When a ticket lands

MOps Intake

Before each send

Campaign QA

Every Friday at 4pm

Weekly Performance Digest

Every 30 minutes

Deliverability Watch

When you ask

Audience Builder

When a new lead arrives

Lead Routing

Daily at 2am

List Hygiene

Every Monday at 9am

Pipeline Reporter

Continuously

Sync Watchdog

When you ask

Account Brief Writer

Continuously

Lifecycle Stage Mover

When a lead qualifies

MQL to SDR Handoff

When you draft an email

Subject Line Optimizer

Before each send

Send Time Optimizer

After each webinar

Webinar Follow-Up

Every hour

Intent Signal Watcher

Daily

Churn Risk Notifier

Monthly

Re-engagement Wrangler

When you ask

Localization Agent

Weekly

Nurture Gap Finder

Continuously

Lifecycle Stage Mover

When a lead qualifies

MQL to SDR Handoff

When you draft an email

Subject Line Optimizer

Before each send

Send Time Optimizer

After each webinar

Webinar Follow-Up

Every hour

Intent Signal Watcher

Daily

Churn Risk Notifier

Monthly

Re-engagement Wrangler

When you ask

Localization Agent

Weekly

Nurture Gap Finder

Approval-first · Permission-scoped · Auditable · SOC 2 Type II

The data layer

Relationships as first-class objects

Salesforce objects, custom objects, and product events connect natively, with full relationship support, workflow triggers, and Liquid access to any field. Query who holds which role on which product without flattening it into fields first.

Salesforce

System of record

Lead.Status updated 2s ago
Account.Industry synced 5s ago
Opportunity.Amount changed 8s ago
Campaign.Members added 12s ago
Contact.Email verified 15s ago
Opportunity.Stage progressed 18s ago
Lead.Status updated 2s ago
Account.Industry synced 5s ago
Opportunity.Amount changed 8s ago
Campaign.Members added 12s ago
Contact.Email verified 15s ago
Opportunity.Stage progressed 18s ago
Conversion

Conversion

Execution layer

0 records synced today avg latency <2s

Bidirectional

Configurable conflict resolution

Campaign sync

Members, statuses, and lead assignment

Custom objects

Standard and custom Salesforce objects

Audit trail

Detailed change history on every sync

Connects natively to your stack

Salesforce Snowflake BigQuery Databricks Redshift PostgreSQL
MAP parity

The instance you built, minus the scaffolding

Campaigns, workflows, scoring, forms, landing pages, and Salesforce sync all carry over. What you stop maintaining is the scripting and backend plumbing that exists only because the data model could not hold the relationship.

Dynamic Email Studio

Drag-and-drop builder with live CRM and warehouse fields. Hyper-personalize every message with dynamic content blocks.

Query Engine & Segmentation

Trigger workflows from CRM changes, product events, and enrichment data. Build audiences with a powerful query builder.

Campaigns & Folders

Organize and manage campaigns at scale with folders, tagging, and team collaboration.

Real-Time Workflows

Visual workflow builder with branching, delays, and AI-powered actions that trigger in real time.

Forms & Pages

Build branded forms and landing pages that feed directly into your workflows. No need for separate tools.

CRM Sync & Auditing

Enterprise Salesforce sync with bidirectional updates, conflict resolution, and full audit logs.

Reporting

Campaign performance tied to pipeline and revenue by persona, segment, and lifecycle stage.

Liquid Templating

Advanced personalization with Liquid syntax for conditional content, loops, and dynamic blocks.

A/B Testing

Test subject lines, content, send times, and workflows to optimize every touchpoint.

RBAC Controls

Fine-grained role-based access control for teams. Enterprise-grade permissions.

The migration

Moving without rebuilding the workarounds

Marketo stays live while Conversion runs in parallel. Our team handles the move, custom object work included, and yours keeps shipping the entire time.

Forward-deployed engineers run it

FDEs migrate your workflows, lists, templates, and scoring models, then QA every component before anything goes live.

About 1-2 hours a week from your team

For roughly three weeks. That's the full time commitment while the migration runs in the background.

Parallel run, zero downtime

Nothing is cut over until every workflow has been verified against the Marketo original. No dark period, no lost sends.

A team that stays embedded

Deployment strategists work inside your marketing org through launch and beyond, with structured workshops in the first weeks and as many as your team wants after.

Used by MOps teams replacing Marketo, Pardot, and HubSpot.

See it running on Stripe's data

Book a working session with our team. We'll tailor the demo to your stack and show you exactly how the migration would run.

FAQ

Frequently asked questions

Every migration is led by a dedicated deployment strategist, with forward-deployed engineers moving your programs, smart lists, email templates, and scoring models. The average timeline is about four weeks, running in parallel with Marketo the whole way, and nothing is cut over until it has been verified against the original.

Yes. Custom objects are first-class: you can trigger workflows from changes on any object, access any field in Liquid templating and conditional logic, and build segments across objects with a visual statement builder that supports deeply nested conditions. Relationships are supported natively, so a person can carry multiple product roles without a flattened field for each one.

A native connection. Conversion connects to Snowflake, BigQuery, Databricks, Redshift, and PostgreSQL, and tables and views become usable objects in the platform: available in segments, personalization, and workflow triggers. Marketing ops configures it in the UI, no engineering tickets required.

Agents that run inside the platform, on your data, under your guardrails. They handle audience building from plain-English requests, pre-send campaign QA, list hygiene, ticket intake and triage, and sync monitoring. Every agent is permission-scoped, approval-first, and fully auditable, so nothing ships until your team reviews it and every run leaves a record.

No. The platform is built for marketing operations teams at enterprise companies, but common tasks like building emails, creating segments, and launching workflows are straightforward. Teams evaluating both consistently tell us Conversion is more capable without being harder to use.

Ready to see it on Stripe's data?

Book a walkthrough and we'll show Conversion running against a stack like yours: relationships as real objects, agents drafting the 1:1 sends, and the migration plan from Marketo.