Overview
Provenance Intro
Provenance turns your data into answers. Connect your Parquet data in S3, ask questions in natural language, and get structured analytical reports - automatically. Under the hood, Provenance decomposes every question into an execution plan using a deterministic capability graph with 32 analytical operations and 15 composable motifs. A BFS planner validates the plan against your actual schema before execution begins - no hallucinated columns, no failed queries. The DAG executor runs each step, and a reporter generates interactive tables, charts, and narratives from the results. Key capabilities: - Natural language to structured analytics: top 5 stores by revenue last quarter becomes a validated execution plan in milliseconds - Schema-aware: discovers your columns, entities, and relationships automatically from Parquet metadata - Multi-scope analysis: compare entities, compute ratios, rank within groups, detect trends - all from a single question - Deterministic audit trail: every answer traces back through the exact operations that produced it - Secure multi-tenancy: each customers data is isolated via cross-account IAM roles with confused-deputy prevention - Customer-managed or provider-managed storage: you choose where artifacts and context data live - Conversation memory: follow-up questions build on prior results with full context Built on AWS with Bedrock for AI, ECS Fargate for compute, S3 for storage, and DynamoDB for tenant management. No GPUs required. Scales to thousands of concurrent tenants. Provenance is domain-agnostic - it works with any tabular data. Energy, retail, logistics, finance - if your data is in Parquet, Provenance can analyze it.
Highlights
- Ask questions in plain English, get structured reports with tables, charts, and narratives - no SQL, no dashboard building, no data engineering required
- Deterministic execution engine with 32 analytical capabilities and schema-aware planning - every answer is validated against your actual data before execution, eliminating hallucinations
- Secure cross-account architecture with per-tenant isolation, customer-managed storage options, and full audit trail from question to answer
Details
Introducing multi-product solutions
You can now purchase comprehensive solutions tailored to use cases and industries.
Features and programs
Financing for AWS Marketplace purchases
Pricing
Free trial
Dimension | Description | Cost/month | Overage cost |
|---|---|---|---|
Provenance 250 | Provenance 250 plan: Platform access + 250 analyses per month. | $349.00 | |
Provenance 1000 | Provenance 1000 plan: Platform access + 1,000 analyses per month. | $899.00 | |
Provenance 3000 | Provenance 3000 plan: Platform access + 3,000 analyses per month. | $2,499.00 |
Vendor refund policy
Provenance offers a full refund within the first 14 days of any new contract. After 14 days, unused portions of annual contracts are eligible for a prorated refund. Monthly contracts are non-refundable after the billing period begins. Contact support@provenance.squidbot.io to request.
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Delivery details
Software as a Service (SaaS)
SaaS delivers cloud-based software applications directly to customers over the internet. You can access these applications through a subscription model. You will pay recurring monthly usage fees through your AWS bill, while AWS handles deployment and infrastructure management, ensuring scalability, reliability, and seamless integration with other AWS services.
Support
Vendor support
Email: provenance@squidbot.io All Provenance subscriptions include: - Email support with 24-hour response time on business days - Access to documentation and onboarding guides - Assisted data source connection and cross-account IAM setup For urgent production issues, email with subject line URGENT for priority handling.
AWS infrastructure support
AWS Support is a one-on-one, fast-response support channel that is staffed 24x7x365 with experienced and technical support engineers. The service helps customers of all sizes and technical abilities to successfully utilize the products and features provided by Amazon Web Services.