PromptQL
PromptQL is an AI-native multiplayer workspace, spun out of Hasura, that gives enterprise teams a shared AI analyst connecting to their existing data, SaaS, and operational systems with a compounding Wikipedia-style context layer and verticalized modules for financial services, healthcare, and retail.
- Company typePrivate
- Founded2017
- HeadquartersSan Francisco, United States
- Headcount101–250
- GTM typeB2B
- OfferingSoftware
What PromptQL does
Revenue is generated through three streams: usage-based consumption of OLUs (Operational Language Units) at $0.20 per unit on a freemium entry path with $50 in free credits; annual enterprise subscriptions covering SSO, dedicated VPC or BYOC, audit trails, private networking, and forward-deployed engineering; and an AI consulting practice deploying AI engineers at $900/hour with Fortune 500 clients. The go-to-market combines product-led growth (self-serve onboarding at prompt.ql.app) with an enterprise field-sales motion and dedicated consulting practice, supported by content marketing, conferences, webinars, and a research partnership with UC Berkeley's EPIC Lab. Compliance posture spans SOC 2 Type II, ISO 27001, HIPAA, GDPR, and CCPA certifications. The company operates from San Francisco as a private entity under Hasura, Inc., with a reported valuation exceeding $1 billion and 101-250 employees.
PromptQL firmographics
Firmographics- Name
- PromptQL
- Legal name
- Hasura, Inc.
- Website
- https://promptql.io
- Company type
- Private
- Founded year
- 2017
- Operating status
- Operating
- Headcount range
- 101–250 employees
- Short description
- PromptQL is an AI-native multiplayer workspace, spun out of Hasura, that gives enterprise teams a shared AI analyst connecting to their existing data, SaaS, and operational systems with a compounding Wikipedia-style context layer and verticalized modules for financial services, healthcare, and retail.
- Ownership category
- akta.pro rank
PromptQL industry classification
Industry- Product category
- Enterprise AI Workspace / AI Data Agents
- NAICS
- Custom Computer Programming Services (541511), Computer Systems Design Services (541512), Computer Systems Design and Related Services (54151), Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (518210)
- SIC
- Services-Prepackaged Software (7372), Services-Computer Programming, Data Processing, Etc. (7370), Services-Computer Integrated Systems Design (7373)
- akta.pro primary industry
- Model Hosting, Serving & Inference Platforms (HDAAACAB)
- akta.pro secondary industries
- Data Governance Platforms (Policies, Stewardship, Workflows) (HDAEADAB), Database Tools & Ecosystem (Replication, Backup/Recovery, HA/DR, Monitoring) (HDAEAAAO), Database/Application Data Layer Modernization (DB migration, ORM, caching) (BPAEAFAL)
Keywords
Where PromptQL is headquartered
LocationHeadquarters
- HQ city
- San Francisco
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
PromptQL business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Technology or R&D, Personnel, Marketing or Sales, Infrastructure, Operations
Revenue model
- Usage-based AI consumption (OLU): OLU (Operational Language Unit) measures AI effort required to plan and execute queries. $0.20 per OLU includes LLM token and hosting costs with no separate model or infrastructure bill. Usage varies by task complexity: <2 OLUs for simple tasks, ~10 OLUs for complex reports, ~40 OLUs for deep investigations.
- Enterprise subscription: Enterprise tier includes advanced security, dedicated VPC or BYOC, SSO, data-access audit trails, private networking, and forward-deployed engineering support. Annual and monthly options available with custom pricing.
- AI Consulting Services: Deploys AI engineers as consultants at $900/hour to address enterprise AI transformation failures. Targets Fortune 500 clients with technical execution that exceeds Big Four consulting partners who command $400-600/hour.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Freemium | Pay-as-you-go | Free tier with $50 credits |
| Usage-based | Pay-as-you-go | $0.20 per OLU, no minimums |
| Subscription | Annual | Enterprise-grade security with custom pricing |
| Other | Pay-as-you-go | $900/hour AI engineers |
Go-to-market motion3 records
Distribution channels4 records
Marketing channels6 records
PromptQL product offering
Product offeringCore offering
PromptQL provides an AI-native multiplayer workspace where teams collaborate with an AI agent in shared threads, connecting to enterprise data sources (databases, data warehouses, SaaS apps, APIs) through a virtual data layer. The platform features a Wikipedia-style shared context system where corrections made by one person become reusable knowledge for the entire team, eliminating context-maintenance overhead. It runs on any LLM (Claude, GPT, Gemini, DeepSeek, Kimi K2, GLM), executes code in a WebAssembly sandbox, and offers BYOC deployment for data residency. Domain-specialized AI analysts serve Financial Services, Healthcare, and Retail verticals.
Product overview
PromptQL is a unified AI-native workspace platform built as a spin-off from Hasura, centered on a multiplayer AI agent that serves as an AI analyst for teams. The core product consists of the PromptQL Core Platform with shared context capabilities, the Cowork App enabling collaborative AI interactions in shared threads, and a Wikipedia-style Wiki for persistent organizational knowledge. The platform integrates with existing data sources (databases, warehouses, SaaS apps, APIs) and supports various AI models including Claude, GPT-5.5, Gemini, and DeepSeek. Sector-specific offerings include AI Analysts for Financial Services, Healthcare, and Retail. Deployment options include cloud-hosted and BYOC (Bring Your Own Cloud). Pricing tiers include Starter ($0.20/OLU pay-as-you-go) and Enterprise plans with advanced security features.
Differentiator
Problem solved
Functional benefit
Products and services
- PromptQL Core Platform AI-native multiplayer workspace that connects to enterprise data sources and serves as a shared AI analyst for teams. Enables collaborative AI interactions with shared context, persistent knowledge, and audit trails.
- Cowork App Multiplayer AI cowork experience allowing teams to work alongside an AI agent in shared threads. Supports any LLM (Claude, GPT-5.5, Gemini, DeepSeek, Kimi K2, GLM) with per-thread or per-task model selection to optimize cost vs. performance.
- Shared Context (Wiki) Wikipedia-style operational wiki and context graph that captures and maintains organizational knowledge from everyday conversations. Corrections become reusable skills shared across the team with citations, revision history, and editorial controls.
- BYOC (Bring Your Own Cloud) Deployment Deployment option that keeps conversations, wiki, credentials, and operational data inside the customer's own AWS, GCP, or Azure environment with private connectivity via AWS PrivateLink, GCP Private Service Connect, or Azure Private Endpoint. Architecture split into customer data plane and Hasura-hosted control plane for auth, billing, and observability.
- AI Analysts for Financial Services Domain-specialized AI analysts for banks, insurance companies, asset managers, and capital markets. Covers regulatory reporting (LCR, DFAST), credit risk, AML/transaction monitoring, treasury and liquidity, and performance analytics.
- AI Analysts for Healthcare AI analysts for healthcare providers, payers, life sciences, and telehealth. Covers clinical operations, capacity and throughput optimization, quality and outcomes, revenue cycle management, and readmission risk prediction.
- AI Analysts for Retail & Grocery AI analysts for retail and grocery marketplaces covering merchandising, store operations, supply chain, and digital/e-commerce. Covers inventory optimization, category management, pricing and promotions, and demand forecasting.
- AI Consulting Practice Deploys AI engineers as consultants directly with Fortune 500 clients at $900 per hour for AI transformation engagements. Engineering-led approach addresses enterprise AI transformation failures.
Quantifiable outcome
- Early clients reporting millions in savings compared to traditional consulting approaches
- +2 more outcomes
Companies that use PromptQL
Customer profileNamed customers10 records
Segments4 records
Ideal customer profiles4 records
PromptQL technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
Integration46 records
AI capability12 records
Feature9 records
PromptQL partnerships and signals
Strategic signalPartnerships
One partnership is on record.
- HasuracorePromptQL is a spin-off from Hasura. Hasura's GraphQL engine reached over one billion downloads and is used by 50% of Fortune 100 companies. PromptQL leverages Hasura's expertise in data connectivity and API technology.
Scale indicators5 records
Recent moves7 records
Expansion highlights6 records
PromptQL competitors and assessment
Company assessmentDirect peers
- Hasura: PromptQL's parent company and the platform it spun off from. Hasura provides GraphQL data APIs used by 50% of Fortune 100 companies — directly comparable in data-access and enterprise connectivity, and the closest peer in both technology stack and go-to-market motion.
- Glean: Enterprise AI search and copilot platform connecting to workplace data sources (Slack, Salesforce, GitHub, etc.). Comparable in building trusted AI answers across enterprise data, with shared context, permissions, and citations — a directly competing approach to PromptQL's multiplayer AI coworker.
- Moveworks: Enterprise AI assistant for employee support and automation. Comparable in being an AI-native workspace layer for Fortune 500 buyers, with deep integrations into enterprise systems of record and a similar premium enterprise GTM.
- Coda: Collaborative workspace that combines docs, tables, and AI (Coda Brain). Comparable in offering a multiplayer AI-native productivity surface with shared context, integrations, and AI-driven artifact generation.
- Notion: AI-augmented collaborative workspace with Notion AI. Comparable in offering shared knowledge, wiki-style context, and AI that operates across team documents — competing for the same enterprise productivity budget.
- Sigma Computing: Cloud data analytics platform with AI capabilities, enabling business users to query warehouse data without code. Comparable as a self-service analytics layer that sits between enterprise data sources and non-technical business users.
Emerging players
- Hex: AI-powered data workspace for analytics and data science teams with collaborative notebooks, SQL/Python, and AI assistance. Comparable as a multiplayer AI data-analysis surface connecting to enterprise warehouses.
- Dataiku: Enterprise AI and data science platform with centralized governance and AI agents. Comparable in offering AI-driven analytics on enterprise data with strong governance and Fortune 500 buyers.
- Monte Carlo Data: Data observability and AI-trusted data platform. Comparable in addressing trust and reliability of data feeding AI/analytics workloads, a positioning adjacent to PromptQL's governance and virtual data layer.
Broad incumbents
- Palantir: Enterprise AI/data operating system (AIP) for Fortune 500 and government buyers. Comparable as a high-touch AI platform selling into regulated, complex enterprise environments with deep security and customization.
Market position
Strengths4 records
Weaknesses4 records
Competitive moat6 records
Key risks5 records
Key highlights6 records
Customer concentration
PromptQL social profiles
Digital presencePromptQL compliance and trust
Trust signalCompliance5 records
PromptQL financial estimates
Financial estimateRevenue estimate
Valuation estimate
PromptQL leadership team
Management profileNumber of profiles
Profiles4 records
PromptQL funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
PromptQL 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 PromptQL
What does PromptQL do?
PromptQL provides an AI-native multiplayer workspace where teams collaborate with an AI agent in shared threads, connecting to enterprise data sources (databases, data warehouses, SaaS apps, APIs) through a virtual data layer. The platform features a Wikipedia-style shared context system where corrections made by one person become reusable knowledge for the entire team, eliminating context-maintenance overhead. It runs on any LLM (Claude, GPT, Gemini, DeepSeek, Kimi K2, GLM), executes code in a WebAssembly sandbox, and offers BYOC deployment for data residency. Domain-specialized AI analysts serve Financial Services, Healthcare, and Retail verticals.
Is PromptQL a public or private company?
PromptQL is a private company. It is classified as corporate owned and is currently operating.
When was PromptQL founded?
PromptQL was founded in 2017. It employs 101 to 250 people.
Where is PromptQL based?
PromptQL is headquartered in San Francisco, United States, in the North America region.
How does PromptQL make money?
Three revenue lines are on record. Usage-based AI consumption (OLU) is the primary driver. The others are enterprise subscription and AI Consulting Services.
Who are PromptQL's main competitors?
Direct peers on record are Hasura, Glean, Moveworks, Coda, Notion and Sigma Computing. Emerging players are Hex, Dataiku and Monte Carlo Data. Palantir is listed as a broad incumbent.
Does PromptQL have an API?
No public API is recorded for PromptQL.
What industry is PromptQL in?
PromptQL's product category is Enterprise AI Workspace / AI Data Agents. Its primary akta.pro industry code is HDAAACAB, Model Hosting, Serving & Inference Platforms, with a secondary code of HDAEADAB, Data Governance Platforms (Policies, Stewardship, Workflows). Its NAICS code is 541511 and its SIC code is 7372.