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Enhans

Also known as: ViralPick, Enhans AI

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Enterprise operations agentindependentVerified 2026-07-07

Enterprise AI execution platform whose ontology driven AgentOS and Large Action Model let agents make and carry out operational decisions across real systems, with a deep prebuilt commerce agent library and a you decide, agents act model.

Enhans is an enterprise agentic AI company, headquartered in Seoul with a San Francisco presence, whose platform is built to move companies from AI that only analyzes to AI that actually executes operations. Its core product, AgentOS, uses an ontology driven architecture to give agents real business context, then a proprietary Large Action Model called ACT-2 takes the actions that follow across a company's systems, interfaces, and channels. Founded in 2024, originally in commerce under the name ViralPick, it has raised roughly ten million dollars from about fifteen investors including Naver Ventures, the Industrial Bank of Korea, and Plug and Play, with a strategic Naver Ventures investment announced in April 2026.

The pitch is captured in its tagline, you decide and its agents act: humans set intent and make the call, while agents gather context, run simulations against complex business logic and dependencies, and carry the work through to completion. Enhans works in three layers, an ontology for business meaning, market intelligence for real world signals, and workflow execution, and it ships a deep library of prebuilt agents, especially for commerce, covering pricing, promotions, advertising, social media, brand protection, reviews, and quality assurance. It can align demand, inventory, and production into a single decision flow, track raw material, currency, and logistics shifts against product level margin, and unify sales, operations, and finance into one cycle that runs and learns continuously.

Started in commerce and retail, the platform now reaches manufacturing, finance, healthcare, logistics, telecom, energy, and defense, and reports adoption by more than thirty global enterprises including Samsung and Philips, with operations in over fifty countries. It is part of Microsoft's startup programs and listed on the Azure Marketplace, works with PwC and Concentrix on delivery, and was the only Korean company in a Palantir startup fellowship. Because its public material leans on narrative, some specifics on security certifications, deployment, and developer tooling are thinner, and its action model runs on its own stack rather than offering a choice of underlying models. For an enterprise that wants agents to execute operational decisions inside real systems, especially in commerce and adjacent operations, Enhans is a proven and unusually action oriented option; a team wanting a self serve, model flexible agent builder will find it more of a delivery led enterprise platform.

Vendor details

Canonical URL

https://www.enhans.ai

Category

Enterprise operations agent

Subcategory

Enterprise AI execution operating system

Funding status

Independent, headquartered in Seoul with a San Francisco presence, led by chief executive Seung-hyun Lee, with an engineering team drawn from UC Berkeley, Tsinghua, Seoul National University, and Peking University. Founded in 2024, originally operating in commerce under the name ViralPick, and has raised roughly ten million dollars from about fifteen investors including Naver Ventures, the Industrial Bank of Korea, Infocomm Media Development Authority of Singapore, and Plug and Play, with a strategic Naver Ventures investment announced in April 2026. Reports adoption by more than thirty global enterprises including Samsung and Philips, operations in over fifty countries, membership in Microsoft's startup programs with an Azure Marketplace listing, and selection as the only Korean company in a Palantir startup fellowship.

Company status

independent

Use cases & customers

Primary use cases

enterprise AI execution and operationscommerce pricing, promotion, and brand agentsdemand, inventory, and production planningmulti-agent workflow automation

Target customers

enterpriseretail and commercemanufacturing

Deployment options

SaaScloud

Integrations

AgentOS turns fragmented tools and processes into one operating system for AI, using an ontology layer for business context and a Large Action Model to execute across an enterprise's systems, interfaces, and channels. It spans commerce marketplaces and operational systems across manufacturing, finance, healthcare, logistics, and more, is listed on the Azure Marketplace, and is delivered with a forward deployed engineering model alongside partners like PwC and Concentrix.

In practice

Your AI can analyze the business but still hands every action back to a person to execute. Enhans's Large Action Model carries decisions through to completion across your systems, so agents act while people decide.

Raw material, currency, and logistics costs are quietly eroding margin before anyone reacts. Enhans tracks those shifts against product level margin and acts before they eat into profit.

Your commerce operation runs pricing, promotions, ads, and brand protection across hundreds of marketplaces by hand. Enhans ships prebuilt commerce agents that execute those decisions continuously.

Sources & related URLs

Research notes

Added via Crunchbase agentic discovery CSV, enriched full fidelity 2026-07-07. Rebranded from ViralPick (Crunchbase org slug viralpick); commerce origin expanded to multi-industry enterprise ops. Confidence medium: strong commercial validation (Samsung, Philips, 50+ countries) but thin public technical docs and recent rebrand.

Capability coverage

10.5 / 14 capabilities · 75%

Integrations & Tool CallingThe Large Action Model executes across an enterprise's systems, interfaces, and channels, spanning commerce marketplaces and operational systems in many industries, Enhans docs 2026-07-07 Full
Workflow OrchestrationAgentOS orchestrates agents end to end and supports multi agent real time collaboration, unifying sales, operations, and finance into a single continuous decision cycle, Enhans docs 2026-07-07 Full
Knowledge Grounding & RAGBuilt on an ontology driven architecture that turns business meaning into structured context, layered with market intelligence signals, so agents understand real business context, Enhans docs 2026-07-07 Full
Human Oversight & GuardrailsPositioned explicitly as you decide and our agents act, with humans setting intent and making the call while agents execute, Enhans docs 2026-07-07 Full
Security, Identity & GovernanceDeployed at large enterprises like Samsung and in defense, and listed on the Azure Marketplace, implying enterprise security, but specific certifications are not documented publicly, Enhans docs 2026-07-07 Partial
Observability & AuditabilityEmphasizes measurable performance outcomes, runs on an inspectable ontology, and continuously monitors market intelligence signals to track results, Enhans docs 2026-07-07 Full
Memory & State PersistenceThe persistent ontology retains business context and the platform runs and learns continuously across cycles rather than resetting each task, Enhans docs 2026-07-07 Full
Deployment & Data ResidencyDelivered as a cloud platform on Azure with global operations, but on premise or explicit customer controlled residency options are not documented, Enhans docs 2026-07-07 Partial
Prebuilt Agents, Templates & PacksShips a deep library of prebuilt agents, especially for commerce, including pricing, promotion, advertising, social media, brand protection, review, and quality assurance agents, plus industry specific packs, Enhans docs 2026-07-07 Full
Triggers & Channel CoverageAgents begin where intent begins and are in motion the moment execution is needed, with real time data collection and action across many systems and channels, Enhans docs 2026-07-07 Full
Model Flexibility & RoutingRuns on its own proprietary Large Action Model and ACT-2 engine and does not document customer choice of underlying model or routing across external providers, Enhans docs 2026-07-07 Unable to verify
APIs, SDKs & MCP ExtensibilityOffered as an AgentOS platform with an Azure Marketplace listing, but delivery is largely forward deployed and a public developer SDK, API, or MCP surface is not documented, Enhans docs 2026-07-07 Partial
Testing, Debugging & OptimizationRuns simulations against complex business logic and dependency structures and reports measurable outcomes, a form of validation, but a dedicated agent testing and debugging surface is not documented, Enhans docs 2026-07-07 Partial
Browser & Computer UseThe Large Action Model acts across systems and interfaces, including commerce marketplaces, suggesting some interface level action, but explicit first class browser or computer use is not clearly documented, Enhans docs 2026-07-07 Partial

Recent platform changes

No recent material changes tracked yet.

Pricing

Not public; quoted through enterprise engagement, with an Azure Marketplace listing but no public rates

enterprise subscription scoped to agents, workflows, and usage

Contact onlyMedium variable costTrial available

What is public

No list pricing. Enhans sells through enterprise engagement, with an Azure Marketplace listing but no public rates and no self serve tier.

Billing mechanics

Presumed enterprise subscription scoped to agents, workflows, and execution volume, delivered with forward deployed engineering, though not disclosed.

Cost watchouts

Broad rollouts across many agents, workflows, and marketplaces can raise cost, and forward deployed delivery may be a significant services component.

Variable cost rationale

Sold as an enterprise platform scoped to the agents, workflows, and volume of execution, often across many marketplaces or operational systems, so cost tends to grow with the breadth of agents deployed and the scale of activity.

Additional watchouts

As a delivery led enterprise platform, expect implementation and forward deployed engineering effort, and confirm how pricing scales as you add agents, workflows, and marketplaces.

Sales call required

Yes — required for paid access

Free / trial

Demo and engagement on request; no public free tier

Key ambiguities

No public rate is disclosed, and the split between platform subscription and delivery services is not clear.

Verified 2026-07-07

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