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Systems Operational · v2.4
PromptQL

PromptQL

Team AI coworker for querying business data, docs, context, and workflows.

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At a Glance
Website
promptql.io
Category
AI Agents
Ideal For
Developer, Founder, Marketer
Platforms
Web, Desktop, Mobile, Slack, Microsoft Teams, API
Added
July 24, 2026
Pricing
Freemium
PromptQL screenshot

What is PromptQL?

TL;DR

PromptQL is an AI data and application platform that lets users work with models, data, tools, and sandboxes through natural-language workflows and usage-based compute. It is aimed at teams and builders who want practical, repeatable workflows with AI.

  • Multiplayer AI coworker for teams and shared context
  • Connects data sources, documents, and authorization rules
  • Works through app, desktop, mobile, Slack, and Microsoft Teams

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About

PromptQL is a team AI coworker from Hasura for asking business questions across connected data, documents, and shared context. It helps teams plug in data sources, build a shared context wiki, and use the AI through the PromptQL app, desktop clients, mobile apps, Slack, Microsoft Teams, or embedded surfaces. The product is built for teams that want an AI agent to reason over company data instead of answering from a generic chat window. PromptQL provides infrastructure for secure code execution in the cloud, data connectors, authorization, project-level context, shared threads, and model choice across proprietary and open-weight models. PromptQL uses usage-based pricing around OLU, or Operational Language Unit, which normalizes token usage across models and token types. The pricing page lists an introductory $0.14 per OLU rate, a standard $0.20 per OLU rate, free credits for new projects, and enterprise options for larger teams. For FutureStack, PromptQL belongs in AI Agents because it turns business data and team context into a collaborative AI system. It is best for analytics, operations, product, finance, and data teams that want AI answers with connected sources, shared context, and governed access.

Use Cases

Natural Language Data Work

Use natural-language instructions to work with data, models, tools, and application environments.

AI Application Building

Prototype AI-powered workflows with model access, tools, and sandboxed execution.

Model Cost Control

Choose models and usage patterns with a normalized unit system for tracking AI consumption.

Enterprise AI Workflows

Use permissions, audit trails, networking, and custom model options for larger deployments.

Key Features

  • Multiplayer AI coworker for teams and shared context
  • Connects data sources, documents, and authorization rules
  • Works through app, desktop, mobile, Slack, and Microsoft Teams
  • Usage-based OLU pricing with model choice and free credits

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Pricing summary

PromptQL uses usage-based OLU pricing. The pricing page lists an introductory $0.14 per OLU rate, standard $0.20 per OLU pricing, up to $100 in free project credits, and up to $70 more per teammate.

Pricing & Plans

Free Credits

Start with project-level free credits and no card requirement.

Free
  • Up to $100 free credits
  • Up to $70 per teammate
  • No credit card to start
  • Project-level credits
Popular

Pay As You Go

Use PromptQL with OLU-based usage pricing.

Custom
  • $0.14 intro per OLU
  • $0.20 standard per OLU
  • No minimums
  • Auto-pauses at zero

Enterprise

Custom deployment and controls for larger organizations.

Custom
  • Custom terms
  • Governed data access
  • Team deployment
  • Enterprise support

Other pricing notes

  • OLU means Operational Language Unit and normalizes token usage across models and token types.
  • Actual cost depends on query complexity, model choice, and team usage.
Pricing last checked: July 2026Official pricing

Pros & Cons

Pros

  • Strong fit for teams asking questions across business data
  • Shared context wiki helps reduce repeated explanations
  • Works across app, desktop, mobile, Slack, and Teams
  • Usage pricing avoids fixed per-seat lock-in upfront
  • Built by Hasura, which gives it data-platform credibility

Cons

  • OLU pricing can be hard to forecast at first
  • Requires connecting data sources and authorization rules
  • Best value appears for teams, not solo casual users
  • Enterprise governance setup may take planning
  • Model choice can change usage and effective cost

The Best PromptQL Alternatives

The best PromptQL alternatives are Julius AI, Relevance AI, and Vercel AI SDK.

Julius AI

Julius AI

Freemium

Research

Choose Julius AI if...

  • ✓you prefer spreadsheet and data-heavy workflows
  • ✓you need can generate charts, formulas, and analysis quickly
  • ✓you prefer free plan makes it easy to test with small projects
See details ↓
Relevance AI

Relevance AI

Freemium

AI Agents

Choose Relevance AI if...

  • ✓you want highly flexible agent builder that supports complex workflows
  • ✓you need allows developers to bring their own model keys to reduce costs
  • ✓you prefer good variety of built-in tools for scraping and file parsing
See details ↓
Vercel AI SDK

Vercel AI SDK

Free

Developer Tools

Choose Vercel AI SDK if...

  • ✓you want excellent fit for TypeScript and Next.js AI apps
  • ✓you need provider-agnostic design reduces model lock-in
  • ✓you prefer strong streaming and chat UI developer experience
See details ↓

Frequently Asked Questions

Reviews

Honest feedback from the FutureStack community.

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SambaNova Cloud

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Google Flow

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Choose LiteAi.me if...

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Choose Scribe if...

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  • ✓you need strong project-context awareness
  • ✓you value founders shipping quickly
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OpenWork

OpenWork

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Choose OpenWork if...

  • ✓you want open source and local-first
  • ✓you need supports many model providers
  • ✓you prefer useful beyond coding and chat
See details ↓
PromptQL

PromptQL

AI Agents

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