Engine

What Engine does

Engine (legal entity Engine Data Science, LLC, headquartered in Rogers, Arkansas) is a private, PE-backed SaaS provider of an omnichannel retail intelligence platform purpose-built for consumer packaged goods (CPG) companies and their retail partners. Following its April 2026 strategic merger with Nuqleous, the combined entity operates under the Engine brand and serves 200+ CPG customers with a unified platform-plus-modules architecture built on Databricks and Microsoft Azure. The platform connects disparate data sources — point-of-sale, ERP, CRM, retailer data (Walmart, Target, Amazon, Kroger), and syndicated providers (Nielsen, Circana, Planat) — into a single Intelligent Data Platform, with an Insights Engine layer for reporting and dashboarding, and specialized modules including AI-driven Forecasting (reinforcement learning), Assortment & Clustering (space-aware ML optimization), A/B Experimentation, Planogram Automation, Media Measurement (via the acquired Lift Bridge brand), and an Auto Insights Engine that performs always-on anomaly detection and root-cause analysis. The company's AI suite also includes Retail Chat (conversational natural-language querying) and Deep Research (multi-step AI agent), and the company holds Walmart Luminate API Certified Partner and Target Approved Data Provider statuses.

Engine monetizes through subscription-based SaaS contracts supplemented by professional services for implementation, training, and consulting. Pricing is quote-based, customized per brand on multi-year contracts, with billing tied to scope of data needs, number of accounts, and reporting requirements. Distribution is direct enterprise field sales targeting category management, sales, supply chain, and executive teams within CPG organizations, supplemented by content marketing, industry events (Analytics Unite, CMA Annual Conference), and partner referrals from Databricks, Microsoft, Walmart, and Nielsen. The company operates primarily in the United States, is majority-owned by Rubicon Technology Partners (a middle-market PE firm with $4B+ AUM), and is led by co-founder and CEO Nick Dozier, co-founder and COO Pat Lockridge, and CTO Chris Oswald (joined January 2026).

Name

Engine

Legal name

Engine Data Science, LLC

Website

https://engine.net

Company type

Private

Operating status

Operating

Headcount range

101–250 employees

Short description

Engine is a PE-backed SaaS company providing an AI-powered omnichannel retail intelligence platform for CPG companies and retailers, integrating retailer data, analytics, forecasting, assortment optimization, planogram automation, and agentic AI on a Databricks-built platform serving 200+ enterprise customers.

Ownership category

akta.pro rank

Product category

Retail Analytics Software

NAICS

Software Publishers (5132), Computer Systems Design and Related Services (54151), Custom Computer Programming Services (541511)

SIC

Services-Prepackaged Software (7372), Services-Computer Integrated Systems Design (7373)

akta.pro primary industry

Real-Time Decisioning & Next-Best-Action Engines (HDAAAHAK)

akta.pro secondary industries

End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA), AI/ML Engineering & Model Development Services (BPAEAHAF)

Keywords

• Retail analytics platform
• CPG data science
• Planogram automation
• Assortment optimization
• Demand forecasting

Headquarters

HQ city

Rogers

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, Infrastructure, Operations

Revenue model

1. SaaS Subscription: The company operates as a SaaS platform with subscription-based pricing. Engine grants customers a non-exclusive, non-transferable license to access the Engine Solution during the subscription term, as described in Order Forms.
2. Professional Services: Professional services provided by Engine to customers as described in Order Forms or Statements of Work, including implementation, training, and consulting services.
3. Amazon Analytics Services: Custom analytics services for Amazon sellers priced based on scope of data needs, number of Amazon accounts, and reporting requirements. Quote-based pricing model.

Pricing tiers

Go-to-market motion2 records

Distribution channels2 records

Marketing channels6 records

Core offering

Engine is a SaaS platform that provides unified omni analytics and data science for CPG (Consumer Packaged Goods) companies and retailers. The platform combines data integration, AI-driven analytics, forecasting, assortment optimization, A/B experimentation, planogram automation, and media measurement on a single Intelligent Data Platform (IDP) built natively on Databricks. The offering is targeted at brands and their agencies seeking to consolidate fragmented retail data sources (Walmart, Target, Kroger, Amazon, NielsenIQ, Circana) into actionable, AI-enabled execution.

Product overview

Engine is a unified omnichannel retail intelligence platform for CPG and retail companies, operating as a platform-plus-modules architecture built on the Intelligent Data Platform (IDP). The core IDP provides cloud-based data integration, warehousing, and visualization across POS, ERP, CRM, syndicated, and third-party data sources, built on Databricks. The Insights Engine layer delivers reporting, dashboarding, and BI tools. On top of this foundation sit specialized product modules: Forecasting (AI-driven demand prediction using reinforcement learning), Assortment & Clustering (space-aware store-level assortment optimization), A/B Experimentation (automated test design and analysis), Planogram Automation (shelf planning and execution at scale), Media Measurement (Lift Bridge consultative service), and the Auto Insights Engine (always-on AI analyst). Following the April 2026 merger with Nuqleous, the platform also incorporates Nuqleous products including ShelfIQ, Shelf Analytics, and PlanoFX for category management and space planning. Engine's AI suite includes Retail Chat (natural language data querying), Deep Research (multi-step AI agent), and Auto Insights (proactive anomaly detection and root cause analysis). The platform connects to major retailers including Walmart, Target, Amazon, and Kroger, and integrates syndicated data from providers such as Nielsen, Circana, and Planat.

Differentiator

Problem solved

Functional benefit

Brands

• Lift Bridge: Expert-driven, consultative media measurement solution that provides bespoke analytics and advisory services for marketing campaigns.
• Shelf IQ
• Shelf Analytics

Products and services

• Intelligent Data Platform (IDP) Cloud-native, platform-plus-modules architecture built on Databricks that consolidates retailer data integration, ETL, master data management, syndicated data, and downstream analytics for CPG brands.
• Forecasting AI-driven demand and sales forecasting leveraging reinforcement learning, machine learning, and rule-based methods to deliver granular, customer-level predictions for CPG brands.
• Assortment & Clustering Space-aware assortment optimization, clustering, and macro space planning tools that combine AI/ML with category expertise to identify product, pack, and fixture opportunities.
• A/B Experimentation Self-serve A/B and multivariate testing platform that enables CPG teams to design, execute, and measure in-store and digital experiments with statistical rigor.
• Planogram Automation Automated planogram creation, validation, and reset workflows combining PlanoFX and Shelf IQ capabilities to compress planogram cycles and improve in-store execution.
• Media Measurement (Lift Bridge) Expert-driven, consultative media measurement service that provides bespoke analytics, campaign impact evaluation, and ROAS optimization for paid media investments.
• Auto Insights Engine Always-on AI analyst that proactively detects, diagnoses, and narrates retail anomalies and performance changes across categories, customers, and KPIs.
• Engine for Amazon Sellers Tailored analytics and insights package for Amazon vendors and sellers that transforms raw Amazon data into actionable brand and category intelligence.
• ShelfIQ Sub-brand within the Engine platform focused on planogram intelligence, store-level compliance, and shelf-image-based retail execution.
• Shelf Analytics Sub-brand within Engine providing retail execution analytics through structured photo recognition and store-level data derived from shelf imagery.

Quantifiable outcome

• $52M in annual markdown losses identified across hundreds of stores using Engine's shelf optimization
• +4 more outcomes

Named customers6 records

Segments6 records

Ideal customer profiles6 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Integration8 records

AI capability11 records

Feature10 records

Partnerships

Eight partnerships are on record, tiered core, strategic and minor.

• NuqleouscoreStrategic or Co-development Partner · 2 April 2026Merger completed April 2, 2026 combining Engine's data science and AI capabilities with Nuqleous' category management tools including ShelfIQ and Shelf Analytics. Creates unified omnichannel retail intelligence platform.
• DatabrickscoreTechnology or Integration · 27 August 2024Engine is built on Databricks as part of their Built-on Partner Program. The platform scales any customer, securely shares data, and provides robust data governance in a single platform. Available on Databricks Marketplace.
• Lift Bridge ConsultingcoreStrategic or Co-development Partner · 8 February 2024Acquired by Engine to extend solution into the marketing measurement space. Perfect fit for Lift Bridge's expert-driven, consultative media measurement capabilities.
• MicrosoftstrategicTechnology or IntegrationCollaboration with Microsoft enables seamless integration with Azure services, empowering customers with scalable and efficient cloud solutions. Engine leverages Microsoft cloud infrastructure for platform deployment.
• WalmartstrategicTechnology or IntegrationEngine is a Walmart Luminate API Certified Partner. Partnership creates opportunity to demonstrate data science expertise and fanatical support for the supplier community. Connected partner for data integration.
• TargetstrategicTechnology or IntegrationEngine is an Approved Data Provider with extensive experience serving Target Suppliers with data integration to Greenfield and Partners Online systems.
• 84.51° / KrogerstrategicTechnology or IntegrationEngine has extensive experience working with Kroger Market 6 and 84.51° Stratum data, integrating across Snowflake and Databricks platforms.
• JEGI LEONISminorOthersPre-eminent M&A advisory firm for the global technology, software, media, and business services industries. Represented Engine in the Nuqleous merger transaction.

Scale indicators6 records

Recent moves7 records

Expansion highlights6 records

Direct peers

• NielsenIQ: Global leader in syndicated retail measurement and consumer intelligence for CPG manufacturers and retailers. NielsenIQ overlaps directly with Engine on CPG data, analytics, and category management, and Engine already integrates Nielsen data as a connected partner.
• dunnhumby: Customer data science and category management specialist serving global CPG brands and retailers (notably Tesco). Comparable to Engine in offering CPG-tailored analytics, assortment, and shopper insights, but with a consulting-heavy delivery model.
• RELEX Solutions: Provider of unified retail planning solutions including demand forecasting, assortment, and space optimization for grocers and CPG manufacturers. Overlaps directly with Engine's forecasting, assortment & clustering, and planogram automation modules.
• o9 Solutions: AI-powered integrated business planning platform serving CPG, retail, and manufacturing clients with demand sensing, forecasting, and supply chain planning. Comparable to Engine on forecasting and AI-driven decisioning, with broader supply chain scope.
• SymphonyAI: Enterprise AI platform provider with a dedicated retail/CPG division offering demand forecasting, assortment, and shelf analytics. Competes with Engine in AI-driven CPG decisioning, with broader vertical breadth but less CPG specialization.
• Circana: Formed from the IRI-NielsenIQ CPG spin-out, Circana is the dominant syndicated CPG measurement and analytics provider. Engine competes directly against Circana in CPG retail intelligence, assortment, and point-of-sale analytics, with Engine positioning as the more AI-forward, platform-native alternative.

Emerging players

• Affinity Solutions: Consumer purchase intelligence and media measurement provider for brands and agencies, overlapping with Engine's Lift Bridge media-measurement capability. Comparable in combining transactional data with marketing analytics for CPG clients.
• 84.51°: Kroger-owned data analytics and insights company providing CPG suppliers with Kroger-specific retail intelligence via its Stratum platform. Engine integrates 84.51° Stratum data; 84.51° is both a data partner and a partial competitor in Kroger supplier analytics.

Broad incumbents

• Salesforce / Tableau: Dominant horizontal CRM/BI incumbents increasingly embedding AI-driven analytics, including for CPG. Engine's vertical specialization and retailer integrations differentiate it, but Tableau and Salesforce compete for the analytics budget allocated within CPG organizations.
• Palantir: Enterprise data platform with growing presence in retail/CPG and consumer goods vertical (Foundry and AIP). Competes for the same enterprise data and AI budget as Engine, though typically at much larger deal sizes and broader scope.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat6 records

Key risks6 records

Key highlights6 records

Customer concentration

• LinkedInlinkedin.com/company/engineanalytics

Revenue estimate

Valuation estimate

Number of profiles

Profiles12 records

Subsidiaries1 record

Funding overview

Funding rounds

Investors

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

M&A3 records

Investments

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

Frequently asked questions about Engine