SWARM Engineering
- Company typePrivate
- Founded2019
- HeadquartersIrvine, United States
- Headcount1–10
- GTM typeB2B
- OfferingSoftware
SWARM Engineering firmographics
Firmographics- 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
SWARM Engineering industry classification
Industry- 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
Where SWARM Engineering is headquartered
LocationHeadquarters
- HQ city
- Irvine
- HQ country
- United States
- HQ region
- North America
Offices2 records
Markets served
SWARM Engineering business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Technology or R&D, Personnel, Marketing or Sales, Infrastructure, Operations
Revenue model
- 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.
- Professional Services: Implementation, integration, tuning, enhancement, and consulting services provided alongside the platform. Includes pre-approved travel and expense reimbursement at cost.
- 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
| Model | Billing | Price |
|---|---|---|
| Subscription | Annual | Enterprise SaaS platform with custom pricing based on organizational needs and use cases. |
| Subscription | Annual | AAFCO Virtual Assistant subscription for animal food industry regulatory compliance. |
Go-to-market motion3 records
Distribution channels3 records
Marketing channels5 records
SWARM Engineering product offering
Product offeringCore 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
Companies that use SWARM Engineering
Customer profileNamed customers8 records
Segments3 records
Ideal customer profiles3 records
SWARM Engineering technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration5 records
AI capability9 records
Feature6 records
SWARM Engineering partnerships and signals
Strategic signalPartnerships
Seven partnerships are on record, tiered core and minor.
- CouchbasecoreStrategic 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 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 AzurecoreAI 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.
- OpenAIcoreAI Service Provider used for powering AVA's AI capabilities and natural language processing functions.
- AnthropiccoreAI Service Provider for language models and AI capabilities within the SWARM platform.
- Insight AssuranceminorIndependent third-party auditor that conducted the SOC 2 Type 2 examination and certification process for SWARM Engineering.
- Land O'Lakes (Jason Trusley)minorJason 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
SWARM Engineering competitors and assessment
Company assessmentDirect 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
SWARM Engineering social profiles
Digital presenceSWARM Engineering compliance and trust
Trust signalCompliance1 record
SWARM Engineering financial estimates
Financial estimateRevenue estimate
Valuation estimate
SWARM Engineering leadership team
Management profileNumber of profiles
Profiles5 records
SWARM Engineering funding detail
Funding detailFunding overview
Funding rounds5 records
Investors13 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
SWARM Engineering M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about SWARM Engineering
What does SWARM Engineering do?
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.
Is SWARM Engineering a public or private company?
SWARM Engineering is a private company. It is classified as venture growth investor backed and is currently operating.
When was SWARM Engineering founded?
SWARM Engineering was founded in 2019. It employs 1 to 10 people.
Where is SWARM Engineering based?
SWARM Engineering is headquartered in Irvine, United States, in the North America region.
How does SWARM Engineering make money?
Three revenue lines are on record. SaaS Platform Subscription is the primary driver. The others are professional Services and AAFCO Digital Publication Package.
Who are SWARM Engineering's main competitors?
Direct peers on record are Blue Yonder, o9 Solutions, Kinaxis and E2open. Broad incumbents are SAP Integrated Business Planning (IBP), Palantir Foundry, C3.ai and Microsoft Dynamics 365 Supply Chain Management. Emerging players are FoodLogiQ (by FSMA) and Aera Technology.
Does SWARM Engineering have an API?
Yes. The SWARM platform supports API-based data output, including the ability to send route plans directly to mobile applications via API. The platform includes a non-exclusive, non-transferable, non-assignable, non-sublicensable, revocable license to use SWARM ENGINE (Challenge Modeler, AI Builder, Operations Hub) and SWARM AVA, along with professional services for implementation, integration, tuning, and enhancement. Enterprise customers can integrate SWARM's optimization outputs into external systems.
What industry is SWARM Engineering in?
SWARM Engineering's product category is Decision Intelligence Software. Its primary akta.pro industry code is HDAEANAA, End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management), with a secondary code of HDAEANAJ, AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs). Its NAICS code is 54151 and its SIC code is 7373.