GitHub - BenderV/generate
BenderV/generate is an experimental project available on GitHub focused on generating data from LLM (Language Models). This project is known for generating data...
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What is GitHub - BenderV/generate?
Myriade (accessible at https://generate.universaldata.io/) is an AI-Native Data Platform that provides reliable AI analytics on enterprise data warehouses, even when the data is messy. The platform connects to your warehouse in read-only mode and runs an autonomous reverse-engineering workflow that maps tables, detects anomalies, validates metrics, and documents relationships without requiring a semantic layer upfront or months of data cleanup.
Key features include AI-Powered Data Copilot agents that handle search, quality review, SQL optimization, dbt transformations, and complex analysis; natural language chat interface for business teams to get answers instantly under data team governance; auto-generated documentation covering 90% of tables autonomously in under 72 hours; automated data quality detection with anomaly recognition; and support for multiple database sources including Snowflake, BigQuery, Databricks, PostgreSQL, MySQL, Oracle, Redshift, and Fabric.
Myriade is designed for data teams who want their time back from repetitive analysis tasks, business teams who need autonomy in getting data insights without SQL knowledge, and leaders who require strategic strategic insights for data-driven roadmaps. Typical use cases span logistics optimization, retail analytics, revenue forecasting, ESG reporting, e-commerce performance, customer 360 unification, financial reporting, inventory management, fraud detection, marketing attribution, HR analytics, and regulatory compliance.
GitHub - BenderV/generate pricing
Pricing model: Free
Myriade offers two main pricing models: Self-Hosted at $0/month (free) with all features, installed locally for maximum security, 1 admin user, and you bring your own Anthropic API key. The Cloud tier starts at $19/month for Data and BI teams, including unlimited natural language queries and AI analyses, AI agent that explores/corrects/adapts/synthesizes results, connection to up to 3 data sources (Postgres, MySQL, Snowflake, BigQuery), read-only access with zero data retention and Zero-Knowledge Protection, interactive chat interface with SQL editor and full query history, and priority email/chat support with 24-hour response. A free trial is available. Startup plans at Myriade.ai start at €149/mo platform fee with annual commitment, plus per-user seats: Standard €19, Power €69, Viewer €9 (minimum 2 seats).
GitHub - BenderV/generate pros
- Connects to warehouse in read-only mode with no data prep required
- Autonomous reverse-engineering maps tables and detects anomalies automatically
- 90% of warehouse documentation generated autonomously in under 72 hours
- No semantic layer required upfront - starts where you are
- Natural language queries for business teams without SQL knowledge
- AI agents handle SQL optimization, dbt transformations, and complex analysis
- Supports 10+ database sources including Snowflake, BigQuery, Databricks, PostgreSQL
- Automated data quality detection with anomaly recognition and flagging
- 5 minutes from question to insight for business teams
- Read-only access with zero data retention and Zero-Knowledge Protection
- Interactive chat interface with built-in SQL editor and full query history
- Root-cause analysis, anomaly detection, and opportunity discovery capabilities
- Export full semantic layer in open, portable formats if you leave
- Local self-hosted option for maximum security and data control
- Analyses that used to take days now take minutes according to users
GitHub - BenderV/generate cons
- Requires enterprise-level data warehouse setup to be effective
- Self-hosted free tier limited to 1 admin user only
- Cloud tier at $19/month connects only up to 3 data sources
- Anthropic API key required for self-hosted version (bring your own key)
- No CSM onboarding or workshops included in standard plans
- Fair use policy applies to AI credits with potential additional costs
- Annual commitment required for most pricing plans
- Beta feature Zero-Knowledge Protection may have limitations
Frequently asked questions about GitHub - BenderV/generate
What is Myriade and what problem does it solve?
Myriade is an AI-Native Data Platform that provides reliable AI analytics on enterprise data warehouses, even on messy data. It solves the problem that enterprise data is naturally messy with incomplete catalogs, contradictory metrics, undocumented tables, and legacy decisions. When generic AI is plugged on top, it hallucinates. Myriade plugs into your warehouse as-is and runs autonomous reverse-engineering to map tables, detect anomalies, validate metrics, and document relationships, making AI analytics reliable from day one without requiring a semantic layer upfront.
How quickly can I get started with Myriade?
You can connect Myriade to your warehouse in minutes with read-only access and no prep required. Your catalog becomes complete, correct, and live in hours, not months. You get your first answers in 48 hours, and the platform builds a trusted knowledge base on your data automatically in under 48 hours. Self-hosting can be done in one line in under 60 seconds.
What databases and data sources does Myriade support?
Myriade supports Snowflake, BigQuery, Databricks, PostgreSQL, MySQL, Oracle, Redshift, Fabric, and more. The platform connects via read-only access to your warehouse without requiring data preparation. Multiple database sources can be connected depending on your pricing tier.
Is Myriade secure and does it retain my data?
Yes, Myriade is secure by design with read-only access that never mutates your production data (opt-in), limited result previews where the agent sees row samples and column stats but not full dumps, zero data retention policy, and optional Zero-Knowledge Protection that encrypts sensitive data before sending it to the LLM (opt-in, beta). Self-hosted options provide maximum security by installing on your own hardware.
Do I need to clean up my data before using Myriade?
No, Myriade is designed to work with messy data as-is. The platform runs an autonomous reverse-engineering workflow that maps tables, detects anomalies, validates metrics, and documents relationships without requiring multi-month cleanup or a semantic layer upfront. You start where you are, and 90% of data validation happens automatically.
What types of users can benefit from Myriade?
Myriade works for data teams who get their time back from repetitive tasks (analyses that used to take two days now take minutes), business teams who get autonomy with 5 minutes from question to insight in natural language under data team governance, and leaders who need high-level strategic insights for data-driven roadmaps. Both technical and non-technical users can perform complex data operations without writing SQL.
What use cases does Myriade support?
Myriade supports 30+ use cases including Logistics Optimization (track delivery SLA, optimize routes, predict demand), Retail Analytics (same-store growth, basket analysis), Revenue Forecasting (blend CRM pipeline with seasonality), ESG & Sustainability (carbon footprint per SKU, automated CSRD reporting), E-commerce Performance (funnel drop-off, promo lift, LTV cohorts), Customer 360 (unify CRM, support, billing, product usage), Financial Reporting (automated P&L, margin analysis), Inventory Management, Payment & Fraud detection, Marketing Attribution, HR & People Analytics, and Regulatory Compliance.
Can I export my data and semantic layer if I leave Myriade?
Yes, you own your intelligence. Myriade allows you to export your full semantic layer, definitions, and validation history anytime in open, portable formats. If you leave, you leave with everything - zero context loss. The context layer is not locked in one data provider.
What AI capabilities does Myriade's Data Copilot provide?
The AI-Powered Data Copilot includes AI agents that handle search, quality review, SQL optimization, dbt transformations, and complex analysis. Beyond classical NL2SQL, it provides root-cause analysis (e.g., 'Why did sales drop on 2025-03-10?'), anomaly detection, opportunity discovery ('What KPIs are missing?'), data quality review ('Detect quality issues in billing data'), and data preparation ('Flatten this table'). The agent explores, tries, corrects, adapts, inspects, analyzes, and synthesizes responses.
How does Myriade handle data quality issues?
Myriade provides automated AI Data Quality with anomaly detection and fixes through autonomous data understanding including statistical profiling, anomaly detection, duplicate identification, freshness checks, and cross-table consistency analysis. Issues are flagged with full business context, and Myriade prioritizes issues based on data understanding - it knows which tables matter, who uses them, and what breaks downstream. You get fewer, more actionable alerts instead of hundreds of context-free notifications. The platform combines documentation and quality detection in one platform.