SWARM Engineering

Name

SWARM Engineering

Legal name

SWARM Engineering, Inc.

Website

https://swarm.engineering

Company type

Private

Founded year

2019

Operating status

Operating

Headcount range

1–10 employees

Ownership category

akta.pro rank

Product category

Decision Intelligence Software

NAICS

Computer Systems Design and Related Services (54151)

SIC

Services-Computer Integrated Systems Design (7373)

akta.pro primary industry

End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA)

akta.pro secondary industries

AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ), iBPMS (Intelligent BPM Suites) & Process Automation Suites (HDAEAHAG), AI/ML Engineering & Model Development Services (BPAEAHAF)

Keywords

• Decision intelligence software
• Supply chain optimization
• Agrifood AI solutions
• Operational optimization platform
• Workforce planning software

Headquarters

HQ city

Irvine

HQ country

United States

HQ region

North America

Offices2 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

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

Revenue model

1. SaaS Platform Subscription: Annual or term-based subscription licensing for access to the SWARM AI platform including AVA, ENGINE, and related modules. Fees based on services purchased, with payment obligations non-cancelable and fees paid non-refundable during the term.
2. Professional Services: Implementation, integration, tuning, enhancement, and consulting services provided alongside the platform. Includes pre-approved travel and expense reimbursement at cost.
3. AAFCO Digital Publication Package: Annual subscription for access to the AAFCO Virtual Assistant and official publications including the 2026 Official Publication and labeling guides for the animal food industry.

Pricing tiers

Go-to-market motion3 records

Distribution channels3 records

Marketing channels5 records

Core offering

SWARM Engineering builds an AI-powered decision intelligence platform that automates complex operational decisions across supply chain, logistics, workforce, and production planning for agrifood and manufacturing organizations. The platform is delivered as a SaaS subscription comprising two core products, AVA (an always-on intelligent agent with a Domain Lexicon) and ENGINE (an optimization core), alongside modules such as the SWARM Challenge Modeler, Solution Engine, and Operator Dashboard. The company also offers professional services for implementation, integration, and tuning, and a separately branded AAFCO Virtual Assistant for animal food regulatory guidance.

Product overview

SWARM Engineering offers an AI-powered decision intelligence platform comprising two core products — AVA (Agrifood Virtual Advisor) and ENGINE — alongside supporting modules including the SWARM Challenge Modeler, SWARM Solution Engine, and SWARM Operator Dashboard. AVA is an always-on intelligent agent that serves as an operational partner, uncovers inefficiencies, and delivers role-based intelligence through natural language. ENGINE is the optimization core that runs complex models to optimize production, labor, logistics, and inventory across thousands of variables. Both products share the SWARM AI Platform infrastructure built on Challenge Engineering methodology, integrating with enterprise ERP, WMS, and operational data systems. A notable sub-brand is the AAFCO Virtual Assistant (built on SWARM's platform), which provides regulatory guidance for the animal food industry.

Differentiator

Problem solved

Functional benefit

Brands

• AVA: Agrifood Virtual Advisor - an intelligent AI agent that helps users access the SWARM platform to deliver AI SaaS solutions for operational challenges including allocation, production planning, workforce management, network optimization, and logistic planning
• ENGINE
• AVA Enterprise
• Challenge Engineering
• SWARM Challenge Modeler
• SWARM Solution Engine
• SWARM Operator Dashboard

Products and services

• SWARM AI Platform

Quantifiable outcome

• Multi-million dollar savings on operational processes for customers
• +3 more outcomes

Named customers8 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

Integration5 records

AI capability9 records

Feature6 records

Partnerships

Seven partnerships are on record, tiered core and minor.

• CouchbasecoreTechnology or IntegrationStrategic technology partner using Couchbase AI Services to develop AI-powered supply chain and logistics solutions. SWARM leverages Couchbase's platform integration with Nvidia AI Enterprise for unified data, vector processing, and AI models.
• AAFCO (Association of American Feed Control Officials)coreStrategic or Co-development PartnerStrategic partnership to build the AAFCO Virtual Assistant on SWARM's decision intelligence platform. AAFCO is a regulatory body for animal feed; SWARM provides the AI platform for instant regulatory guidance on ingredient definitions, labeling requirements, and safety standards.
• Microsoft AzurecoreTechnology or IntegrationAI Service Provider powering AVA platform. Available in Microsoft Azure Marketplace with co-sell ready status enabling joint promotion to enterprise customers. Azure provides cloud infrastructure and AI capabilities.
• OpenAIcoreTechnology or IntegrationAI Service Provider used for powering AVA's AI capabilities and natural language processing functions.
• AnthropiccoreTechnology or IntegrationAI Service Provider for language models and AI capabilities within the SWARM platform.
• Insight AssuranceminorOthersIndependent third-party auditor that conducted the SOC 2 Type 2 examination and certification process for SWARM Engineering.
• Land O'Lakes (Jason Trusley)minorOthersJason Trusley, Senior Vice President and Chief Strategy Officer at Land O'Lakes, joined SWARM's Advisory Board to provide strategic guidance as the company grows its customer base.

Scale indicators5 records

Recent moves6 records

Expansion highlights6 records

Direct peers

• Blue Yonder: Panasonic-owned provider of AI-driven supply chain planning and orchestration software. Directly comparable to SWARM's ENGINE optimization capabilities across demand planning, production scheduling, and logistics for large enterprises including agrifood.
• o9 Solutions: Enterprise AI platform for integrated business planning, supply chain, and decision-making. Closest direct competitor to SWARM's decision-intelligence positioning, serving CPG, retail, and manufacturing with comparable agentic AI workflows.
• Kinaxis: Provider of Maestro (formerly RapidResponse) concurrent supply chain planning platform. Competes with SWARM in production planning, inventory optimization, and workforce scheduling for manufacturing and agrifood enterprises.
• E2open: Cloud-based supply chain management platform providing planning, logistics, and trade promotion optimization. Competes with SWARM in distribution and supply chain optimization for CPG and agrifood enterprises.

Broad incumbents

• SAP Integrated Business Planning (IBP): SAP's flagship supply chain and sales/operations planning suite, widely deployed across large food manufacturers and agribusinesses. Competes with SWARM via deep ERP integration and a massive installed base of agrifood customers.
• Palantir Foundry: Enterprise data and decision-intelligence platform used by large industrial and CPG companies. Comparable as an agentic AI platform for operational decision-making, though much broader in scope than SWARM's vertical focus.
• C3.ai: Enterprise AI applications platform offering pre-built and custom AI solutions for industries including manufacturing and agriculture. Comparable in offering packaged agentic AI for operational optimization, though at a much larger scale and broader vertical coverage.
• Microsoft Dynamics 365 Supply Chain Management: Microsoft's ERP-native supply chain module, integrated with Azure AI services. Already a partner of SWARM (Azure Marketplace) but also a potential competitor if Dynamics 365 extends native agentic optimization capabilities for agrifood.

Emerging players

• FoodLogiQ (by FSMA): Food supply chain traceability, compliance, and quality management platform. Adjacent to SWARM's agrifood focus and increasingly overlapping in AI-driven compliance and decision intelligence for food producers.
• Aera Technology: AI-driven decision automation platform for supply chain and operations at large enterprises. Comparable to SWARM as an agentic AI overlay on ERP/WMS systems, with focus on manufacturing and CPG verticals.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

• LinkedInlinkedin.com/company/swarm-engineering

Compliance1 record

Revenue estimate

Valuation estimate

Number of profiles

Profiles5 records

Funding overview

Funding rounds5 records

Investors13 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 SWARM Engineering