HASH
HASH is a London-based software company building an open-source knowledge graph platform that unifies enterprise data into a continuously updated world model, enabling process automation, simulation, and AI agent grounding for organizations in life sciences, manufacturing, financial services, and other verticals.
- Company typePrivate
- Founded2019
- HeadquartersLondon, United Kingdom
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
What HASH does
HASH is a London-based, privately held software company founded in 2019 that builds an open-source platform for constructing and maintaining organizational knowledge graphs. Its core product combines a typed, bitemporal data store with automatic entity and process extraction, built-in agent-based and Petri Net simulation engines, and agentic AI orchestration, enabling enterprises to consolidate fragmented data from applications, databases, files, communications, and sensors into a continuously updated world model. The platform supports use cases spanning supply chain optimization, process mining and automation, AI agent grounding via graph-based RAG, predictive maintenance, demand forecasting, and scenario simulation, with 39 ready-to-deploy applications and 75+ pre-built integrations covering SAP, Oracle, Snowflake, Databricks, Salesforce, Celonis, Blue Yonder, and major productivity and communication tools.
HASH operates a hybrid go-to-market model combining product-led growth (free cloud account, browser extension, open-source self-hosting) with an enterprise field-sales motion delivered through a Managed Service team offering structured engagements (Rapid Pilot 4-6 weeks, Full Deployment 2-4 months, Ongoing Partnership). Revenue streams include SaaS subscriptions (including the HASH Ultra enterprise tier), usage-based charges for certain features, and professional services. The company maintains compliance certifications including SOC 2, GDPR, CCPA, EU-US Data Privacy Framework, and PCI DSS Level 1 (via Stripe), and operates through three legal entities (HASH, Inc. in the US; HASH, Ltd. in the UK; HASH GmbH in Germany) with offices in London, Berlin, New York, and Manchester. Disclosed customers include VMASC (vaccine distribution simulation during COVID) and Amway (biomedical research dataset extraction, with claimed savings of over $1.25M), with broader verticals served including Life Sciences, Financial Services, Healthcare, Energy & Utilities, Retail & Consumer Goods, Defense & Aerospace, and AI Labs. The only disclosed funding round is a $2.5M seed in June 2020 from Root Ventures and Zetta Venture Partners.
HASH firmographics
Firmographics- Name
- HASH
- Legal name
- HASH, Inc.
- Website
- https://hash.ai
- Company type
- Private
- Founded year
- 2019
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- HASH is a London-based software company building an open-source knowledge graph platform that unifies enterprise data into a continuously updated world model, enabling process automation, simulation, and AI agent grounding for organizations in life sciences, manufacturing, financial services, and other verticals.
- Ownership category
- akta.pro rank
HASH industry classification
Industry- Product category
- Enterprise Knowledge Graph & AI Platform
- NAICS
- Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (51821)
- 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
- Cloud Data Warehouses (HDAEABAA), Data Virtualization & Logical Data Warehousing (HDAEABAG)
Keywords
Where HASH is headquartered
LocationHeadquarters
- HQ city
- London
- HQ country
- United Kingdom
- HQ region
- Europe
Offices4 records
Markets served
HASH business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Infrastructure, Operations, Marketing or Sales
Revenue model
- SaaS Subscription: HASH operates as a SaaS platform with subscription-based pricing. Users can create free accounts, with paid plans offering additional features and capacity. Pricing is available at hash.ai/pricing with plans billed monthly or annually.
- Professional Services: HASH offers managed services where their team works alongside customers to design, deploy, and optimize solutions. Engagement models include Rapid Pilot (4-6 weeks), Full Deployment (2-4 months), and Ongoing Partnership arrangements with retained advisory and engineering support.
- Usage-based Features: Some service features are billed based on actual usage. Limited quantities may be included in plans without additional charge, with overage charges based on preceding month's consumption.
- Enterprise Subscriptions (HASH Ultra): HASH Ultra (Enterprise) subscriptions include additional terms and conditions, with specialized support including telephone support where explicitly agreed in writing.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Freemium | Others | Free account option available for individual evaluation |
| Subscription | Monthly | Paid subscription plans with monthly or annual billing |
| Subscription | Annual | Annual subscription with discounted pricing |
| Usage-based | Pay-as-you-go | Usage-based charges for certain features beyond plan limits |
| Subscription | Multi-year contract | Enterprise engagement options with professional services |
Go-to-market motion3 records
Distribution channels4 records
Marketing channels6 records
HASH product offering
Product offeringCore offering
HASH is an open-source platform that turns an organization's raw information across databases, applications, fileshares, sensor feeds, chats, and more into a continuously-updated knowledge and process graph. From this single model, customers integrate data, automate workflows, run agent-based and Petri Net simulations, and ground AI agents in real operational context with graph-based RAG. The platform is offered as a managed cloud service, self-hosted deployment, or via professional services.
Product overview
HASH is a unified platform architecture combining a core open-source knowledge graph workspace with modular components. The platform consists of the HASH Platform (core product), 39 pre-built HASH Apps for specific use cases (supply chain, manufacturing, operations, sales, R&D), native HASH Integrations with 40+ third-party tools, HASH Managed Service for professional deployment, and the HASH Browser Extension for enhanced functionality. The platform supports key features including Types (ontology management), Entities (bitemporal graph storage), World Model (process-aware modeling), Ingest (data integration), Agents (autonomous AI), Processes (workflow automation), Simulations (agent-based and Petri Net modeling), Permissions (cell-level access controls), Multitemporality (bitemporal versioning), Provenance (full audit history), and Self-Maintaining (automated data quality). HASH can be self-hosted or used via managed cloud, with full data portability and open-source licensing.
Differentiator
Problem solved
Functional benefit
Brands
- HASH Ultra: Enterprise subscription tier with additional terms and conditions as specified in the Enterprise Addendum.
Products and services
- HASH Platform Open-source workspace for structured knowledge that turns raw information from databases, applications, fileshares, sensor data, chats, and emails into knowledge and process graphs, combining a knowledge graph with AI agents, simulations, and process automation. Used by organizations that need to integrate fragmented data, automate workflows, and ground AI in real context.
- HASH Apps A library of 39 ready-to-deploy applications for common use cases including demand forecasting, manufacturing digital twin, customer churn prediction, and process mining. Built on top of the HASH Platform for organizations in supply chain, manufacturing, operations, sales, and R&D.
- HASH Managed Service Professional services engagement where HASH's consulting engineers work alongside organizations to design, deploy, and optimize solutions, including discovery, architecture, deployment, and enablement phases. Engagement models include Rapid Pilot (4-6 weeks), Full Deployment (2-4 months), and Ongoing Partnership.
- HASH Browser Extension Browser extension for Chrome, Firefox, Safari, Edge, Brave, and Arc that lets AI agents visit websites, access paywall-protected content, passively extract structured data from webpages into the knowledge graph, and provides quick access to HASH functionality from any page.
Quantifiable outcome
- Vaccine distribution decisions that would normally take weeks were done in hours
- +2 more outcomes
Companies that use HASH
Customer profileNamed customers2 records
Segments9 records
Ideal customer profiles5 records
HASH technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration49 records
AI capability12 records
Feature12 records
HASH partnerships and signals
Strategic signalPartnerships
29 partnerships are on record, tiered core.
- AnaplancoreIntegration with Anaplan for demand planning, scenario forecasting, and decision-making data synchronization.
- Blue Yonder PlatformcoreIntegration with Blue Yonder for end-to-end supply chain, warehouse, returns, transportation, and order management data.
- CeloniscoreIntegration with Celonis to access or manage processes, records, KPIs, filters, triggers and knowledge.
- Veeva VaultcoreIntegration with Veeva Vault for process data, quality validation, audit trails, and more.
- SAP S/4HANAcoreIntegration with SAP S/4HANA for order-to-cash, procure-to-pay, plan-to-product, request-to-service, and other process data.
- Oracle Cloud (SCM, ERP, EPM, HCM)coreIntegrations with Oracle Fusion Cloud products for Supply Chain & Manufacturing, Enterprise Resource Planning, Performance Management, and Human Capital Management data.
- SnowflakecoreFull access to Snowflake data cloud assets, enabling bidirectional data synchronization.
- DatabrickscoreFull access to Databricks lakehouse and data intelligence platform.
- BigQuerycoreFull access to Google BigQuery data warehouse for analytics and data synchronization.
- Amazon RedshiftcoreFull access to Amazon Redshift cloud data warehouse.
- Microsoft TeamscoreIntegration with Microsoft Teams for messages, files, contacts, status tracking, recordings, and more.
- SlackcoreTwo-way Slack integration allowing users to see messages and teammates in HASH, and create/find entities and types in Slack.
- GitHubcoreIntegration with GitHub for repos, pull requests, issues, discussions, actions, and more.
- Google DrivecoreIntegration with Google Drive for shared files and folders, including Google Workspace docs.
- StripecorePCI-certified payment processing via Stripe for secure financial transactions.
- AWScoreCloud infrastructure hosted on AWS, with customer self-hosting support on AWS.
- AzurecoreCloud infrastructure hosted on Azure, with customer self-hosting support on Azure including Azure Data Lake Storage.
- GCPcoreCloud infrastructure hosted on Google Cloud Platform.
- CloudflarecoreIntegration with Cloudflare for R2 object storage, D1 SQL databases, and infrastructure security.
- FourkitescoreIntegration with Fourkites for real-time orders, shipments, inventory, assets, facilities, and decisions visibility.
- Kinaxis MaestrocoreIntegration with Kinaxis Maestro for supply chain orchestration, planning, and execution data.
- OMPcoreIntegration with OMP for network design, S&OP, demand management, operational planning, and scheduling.
- CoupacoreIntegration with Coupa for supply chain design, planning and total spend management data.
- PAS-X MEScoreIntegration with PAS-X MES for biopharmaceutical manufacturing execution and electronic batch recording data.
- LinearcoreIntegration with Linear for issues, users, organizations, projects, milestones, and more.
- NotioncoreIntegration with Notion for hierarchical pages with rich blocks synced with HASH.
- AsanacoreIntegration with Asana for tasks, projects, views, status updates, time tracking, and more.
- FigmacoreIntegration with Figma for projects, files, artboards, drafts, users, and data loading into Figma files.
- PostgreSQLcoreIntegration with PostgreSQL object-relational databases for full data access.
Scale indicators5 records
Recent moves6 records
Expansion highlights6 records
HASH competitors and assessment
Company assessmentDirect peers
- Palantir Technologies: Palantir's Foundry and Ontology platforms offer ontology-driven enterprise data integration, semantic knowledge representation, and AI agent deployment — directly comparable to HASH's graph-backed world model and process-aware ontology. Both target large enterprises with complex data integration needs and emphasize governance and provenance.
- Neo4j: Neo4j is the leading native graph database platform, providing knowledge graph and ontology capabilities that overlap directly with HASH's graph-based data architecture. Both serve enterprise customers building connected data applications and AI systems grounded in relationships.
- Celonis: Celonis is the category leader in process mining and execution management. HASH explicitly integrates with Celonis while also competing through its own process mining and automation capabilities, making them both partners and adjacent competitors for process-oriented enterprise use cases.
- Stardog: Stardog is an enterprise knowledge graph platform combining graph database, semantic web standards, and data virtualization — closely aligned with HASH's positioning as a semantic data backbone with virtualized access to enterprise systems.
Broad incumbents
- Snowflake: Snowflake is a major cloud data platform with native integrations to HASH. While HASH can replace or complement Snowflake as a semantic layer, Snowflake's expanding Cortex AI and data sharing features create competitive overlap in the AI grounding and semantic data management space.
- Databricks: Databricks' lakehouse platform with Unity Catalog and Mosaic AI overlaps with HASH's semantic, governance, and AI grounding capabilities. Both target enterprise data + AI workloads and compete for the same strategic budget allocation.
- Collibra: Collibra is an established data intelligence and governance platform that competes with HASH's data governance, catalog, and semantic layer capabilities for large enterprise customers.
Emerging players
- Atlan: Atlan is a modern data catalog and metadata platform with active metadata and AI-powered features — directly comparable to the catalog, governance, and metadata components of HASH's value proposition for enterprise data teams.
- Ontotext: Ontotext provides enterprise knowledge graph technology combining graph database, semantic AI, and text analysis — a focused player in the same knowledge graph and semantic AI space as HASH.
- Alation: Alation is a data catalog and governance platform that overlaps with HASH's metadata management and data governance features, targeting similar enterprise data team personas.
Market position
Strengths4 records
Weaknesses4 records
Competitive moat6 records
Key risks5 records
Key highlights7 records
Customer concentration
HASH social profiles
Digital presenceHASH compliance and trust
Trust signalCompliance7 records
HASH financial estimates
Financial estimateRevenue estimate
Valuation estimate
HASH leadership team
Management profileNumber of profiles
Profiles4 records
HASH funding detail
Funding detailFunding overview
Funding rounds1 record
Investors4 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
HASH 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 HASH
What does HASH do?
HASH is an open-source platform that turns an organization's raw information across databases, applications, fileshares, sensor feeds, chats, and more into a continuously-updated knowledge and process graph. From this single model, customers integrate data, automate workflows, run agent-based and Petri Net simulations, and ground AI agents in real operational context with graph-based RAG. The platform is offered as a managed cloud service, self-hosted deployment, or via professional services.
Is HASH a public or private company?
HASH is a private company. It is classified as venture growth investor backed and is currently operating.
When was HASH founded?
HASH was founded in 2019. It employs 11 to 50 people.
Where is HASH based?
HASH is headquartered in London, United Kingdom, in the Europe region.
How does HASH make money?
Four revenue lines are on record. SaaS Subscription is the primary driver. The others are professional Services, usage-based Features and enterprise Subscriptions (HASH Ultra).
Who are HASH's main competitors?
Direct peers on record are Palantir Technologies, Neo4j, Celonis and Stardog. Broad incumbents are Snowflake, Databricks and Collibra. Emerging players are Atlan, Ontotext and Alation.
Does HASH have an API?
Yes. HASH provides an API for developers to build and automate using the platform. The Terms of Service state that users agree to the API Terms when using any of HASH's APIs, including use through third-party products. API access may be suspended for abuse or excessive usage. HASH may offer subscription-based access for high-throughput requirements or resale purposes. The API documentation is available at https://hash.dev/docs. Developer documentation is at hash.dev/docs.
What industry is HASH in?
HASH's product category is Enterprise Knowledge Graph & AI Platform. Its primary akta.pro industry code is HDAEABAJ, Metadata, Catalog & Semantic Layer for Data Platforms, with a secondary code of HDAEABAA, Cloud Data Warehouses. Its NAICS code is 51821 and its SIC code is 7372.