Narrative

What Narrative does

Narrative (Narrative I/O, Inc.) is a New York-based data collaboration platform founded in 2016 that targets enterprise marketers, data scientists, and companies with monetizable first-party data assets. The company's core proposition is the automation of cross-source data normalization and identity resolution through its Rosetta Stone Normalization Engine (AI-assisted schema mapping with confidence scoring at query time) and graph-agnostic Identity Orchestrator (configurable deterministic and probabilistic matching), eliminating the bespoke ETL pipelines that traditionally accompany each new data partnership. The platform is sold primarily via direct enterprise sales with a 'Book a Demo' motion, supplemented by a self-serve tier (app.narrative.io) and distribution as a Snowflake Native App.

The technology stack is built around four core products — Rosetta Stone Normalization Engine, Identity Orchestrator, Marketplace, and Connectors — supplemented by NQL (a proprietary SQL-like query language), the Narrative Anywhere in-cloud compute pattern, Audience/Graph/Look-alike Studios, a TypeScript SDK, and a remote Model Context Protocol (MCP) server enabling Claude and other AI agents to operate Narrative infrastructure directly. The May 2026 Marketplace expansion reframed the business from a data licensing venue into a composable hub for enterprise data and AI infrastructure, with row-level provenance, access rules, and licensing terms embedded as governance primitives.

The business model combines platform subscriptions (PAYG usage-based month-to-month plus committed annual contracts), data transaction fees from facilitating licensing between Data Licensors and Data Licensees, and marketplace commissions on the expanded data/AI/connector/workflow hub. Notable enterprise customers include Nielsen, TransUnion, Experian, Block (Afterpay), Fanatics, and Disqus; named strategic partnerships include Block, Snowflake, and Anthropic. The company is SOC 2 Type 2 compliant, maintains a 51-100 headcount, and has raised approximately $13.75M in disclosed funding through a 2021 round.

Name

Narrative

Legal name

Narrative I/O, Inc.

Website

https://narrative.io

Company type

Private

Founded year

2016

Operating status

Operating

Headcount range

51–100 employees

Short description

Narrative is a New York-based data collaboration platform founded in 2016 that uses AI-driven normalization, graph-agnostic identity resolution, and a marketplace to help enterprise marketers, data scientists, and data-rich companies collaborate on and activate data without bespoke ETL pipelines.

Ownership category

akta.pro rank

Product category

Data Collaboration Platform

NAICS

Software Publishers (513210), Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (5182)

SIC

Services-Prepackaged Software (7372), Services-Computer Processing & Data Preparation (7374)

akta.pro primary industry

Metadata, Catalog & Semantic Layer for Data Platforms (HDAEABAJ)

akta.pro secondary industries

Data Sharing & Data Marketplace Governance (HDAEADAK), Metadata Management & Cataloging (Taxonomy, Semantic Search, AI Tagging) (MPAHAGAG)

Keywords

• Data collaboration platform
• Identity resolution software
• Data normalization engine
• Audience activation platform
• Data marketplace infrastructure

Headquarters

HQ city

New York

HQ country

United States

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Marketing or Sales, Operations, Infrastructure

Revenue model

1. Platform Subscription Services: Narrative provides access to the Narrative Platform as a technology provider enabling data access, analysis, and manipulation. Clients can purchase on a PAYG (pay-as-you-go) month-to-month basis with fees based on usage, or through committed annual contracts.
2. Data Transaction Fees: Narrative facilitates data licensing transactions between Data Licensors and Data Licensees through the platform. Narrative collects Licensed Data Fees from Data Licensees and remits payment to Data Licensors minus service fees. Revenue is generated through transaction fees on data licensing activities.
3. Marketplace Commission: The expanded Narrative Marketplace enables enterprises to assemble flexible data and AI components. Revenue is generated through the marketplace infrastructure facilitating data, AI skills, connectors, and workflow transactions.

Pricing tiers

Go-to-market motion3 records

Distribution channels3 records

Marketing channels5 records

Core offering

Narrative provides a cloud-native data collaboration platform that uses AI to automatically normalize heterogeneous data schemas into a universal catalog at query time, resolves customer identities across fragmented sources through a graph-agnostic identity orchestrator, and enables enterprises to license, enrich, and activate data assets via a marketplace. The platform includes pre-built connectors for advertising platforms and cloud storage, and deploys within the customer's own cloud environment so that data and compute stay in-place.

Product overview

Narrative is a data collaboration platform offering a unified, composable infrastructure for enterprise data and AI. The core platform consists of four main products: (1) Rosetta Stone Normalization Engine for automatic AI-driven data schema mapping, (2) Identity Orchestrator for graph-agnostic identity resolution, (3) Narrative Marketplace for data licensing and AI skills/connectors, and (4) Connectors for activating audiences across advertising platforms. Supporting modules include Narrative Query Language (NQL) for querying normalized data, Narrative Anywhere for in-cloud computation, Audience Studio and Look-alike Studio for audience building, Graph Studio for identity configuration, and Query Builder for visual query construction. A TypeScript SDK enables programmatic access, while a Snowflake Native App and MCP server extend integration capabilities for enterprise environments and AI agents.

Differentiator

Problem solved

Functional benefit

Products and services

• Rosetta Stone Normalization Engine AI-powered automatic data normalization engine that maps incompatible data schemas into a universal catalog at query time, eliminating traditional ETL pipelines and enabling cross-supplier data queries without bespoke mappings.
• Identity Orchestrator Graph-agnostic identity resolution system that connects fragmented customer data from multiple sources with configurable deterministic and probabilistic matching, supporting bring-your-own logic and deployed inside customer's own cloud environment.
• Narrative Marketplace Centralized data marketplace and composable hub for enterprise data and AI infrastructure that enables buying, selling, and licensing of data assets with built-in governance, access rules, licensing terms, and row-level provenance tracking.
• Connectors Pre-built integrations that deliver audiences and data from Narrative to external advertising platforms and cloud storage destinations, handling authentication, data formatting, and delivery to Meta, Google Ads, Google DV360, The Trade Desk, TikTok, Pinterest, Yahoo DSP, Magnite, PubMatic, Hugging Face, and Amazon S3.

Quantifiable outcome

• Compressed media network deployment from multiple quarters to weeks
• +1 more outcomes

Named customers6 records

Segments3 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

Integration14 records

AI capability6 records

Feature8 records

Partnerships

Three partnerships are on record, tiered core and flagship.

• Block (Afterpay)coreStrategic or Co-development Partner · 15 June 2025Strategic partnership to enhance the Afterpay Media Network's data infrastructure with privacy-safe advertising capabilities. The collaboration integrates Narrative's data orchestration technology directly into Block's Snowflake environment, enabling brands and merchants to access advertising solutions without exposing sensitive financial or transaction data. The Afterpay Media Network is already live in Australia, powered by Yahoo DSP, and is positioned as a blueprint for privacy-respecting commerce media solutions.
• SnowflakecoreTechnology or IntegrationNarrative delivers its capabilities as a Snowflake Native App within Snowflake's AI Data Cloud architecture. The partnership enables enterprises to deploy Narrative's data normalization, identity resolution, and secure collaboration capabilities directly within their Snowflake environment. Snowflake's fifth annual Modern Marketing Data Stack report recognized Narrative as a 'One to Watch' in Data & Identity, based on insights from over 11,500 users and partners across 13 sectors.
• Anthropic (Claude MCP)flagshipTechnology or IntegrationNarrative launched a remote Model Context Protocol server enabling Claude and other MCP-compatible AI agents to directly operate Narrative's infrastructure. This integration enables AI-driven data workflows and positions Narrative as part of the emerging AI agent ecosystem.

Scale indicators3 records

Recent moves7 records

Expansion highlights6 records

Direct peers

• LiveRamp: Public identity resolution and data collaboration platform serving the same enterprise marketers, advertisers, and data-driven consumer brands. Direct overlap with Narrative's Identity Orchestrator, Marketplace, and Connectors offerings; LiveRamp is the scaled incumbent in this category.
• Habu: Data clean room and collaboration platform enabling privacy-safe data sharing between enterprises. Directly competes with Narrative's secure collaboration and normalization capabilities for the same marketing and data partnership use cases.
• InfoSum: Federated data collaboration platform for privacy-safe audience activation and identity resolution. Direct competitor in identity orchestration and cross-partner data collaboration for advertisers and publishers.
• Optable: Data clean room and identity infrastructure for advertisers, publishers, and retailers. Comparable positioning around privacy-safe data collaboration and audience activation overlapping with Narrative's Marketplace and Identity Orchestrator.
• Decentriq: Confidential computing-based data clean room platform enabling secure collaboration on sensitive data. Directly competes for enterprise use cases requiring privacy-preserving multi-party computation and governed data sharing.
• Samooha: Data clean room technology acquired by Snowflake and integrated natively into the Snowflake Data Cloud. Represents a direct in-platform alternative to Narrative's Snowflake-native deployment and intensifies the partner/competitor dynamic.

Broad incumbents

• Snowflake Data Clean Rooms: Built-in data clean room capabilities within the Snowflake AI Data Cloud. Competes directly with Narrative's clean room-style collaboration while simultaneously serving as Narrative's primary distribution channel via the Native App framework.
• Databricks Clean Rooms: Clean room and data sharing capabilities native to the Databricks Lakehouse Platform. Competes for the same enterprise data collaboration workloads, particularly with organizations standardizing on Databricks rather than Snowflake.
• AWS Data Exchange: Cloud-native data marketplace operated within the AWS ecosystem. Overlaps with Narrative's marketplace and data licensing functionality, particularly for AWS-centric enterprises, though narrower in collaboration and normalization tooling.
• TransUnion TruAudience: Identity resolution and audience activation offering from one of the major credit bureaus. Competes in identity orchestration and data collaboration while also being a Narrative customer, exemplifying the customer/competitor overlap dynamic.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

• GitHubgithub.com/narrative-io
• LinkedInlinkedin.com/company/narrative-io
• Xx.com/narrative_io

Compliance1 record

Revenue estimate

Valuation estimate

Number of profiles

Profiles5 records

Funding overview

Funding rounds6 records

Investors12 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Narrative