Sold by: Provenance
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Provenance is a domain-agnostic AI analytics platform that connects to your data in S3, understands natural-language questions, and automatically builds execution plans to retrieve, transform, and visualize answers. Ask questions in plain English - get interactive reports with tables, charts, and narratives. No dashboards to build, no queries to write. Connects securely to your AWS account via cross-account IAM roles. Multi-tenant, SOC2-ready architecture with full audit trail.
Overview
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
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Delivery method
Deployed on AWS
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Financing for AWS Marketplace purchases
AWS Marketplace now accepts line of credit payments through the PNC Vendor Finance program. This program is available to select AWS customers in the US, excluding NV, NC, ND, TN, & VT.
Pricing
Free trial
Try this product free according to the free trial terms set by the vendor.
Pricing is based on the duration and terms of your contract with the vendor, and additional usage. You pay upfront or in installments according to your contract terms with the vendor. This entitles you to a specified quantity of use for the contract duration. Usage-based pricing is in effect for overages or additional usage not covered in the contract. These charges are applied on top of the contract price. If you choose not to renew or replace your contract before the contract end date, access to your entitlements will expire.
Additional AWS infrastructure costs may apply. Use the AWS Pricing Calculator to estimate your infrastructure costs.
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 |
Dimensions summary
You choose from three contract plans that differ by how many analyses you can run each month. Provenance 250 includes platform access plus 250 analyses per month. Provenance 1000 includes platform access plus 1,000 analyses per month. Provenance 3000 includes platform access plus 3,000 analyses per month. All three plans give the same platform access; the only difference is your monthly analysis volume. You pick the plan that matches your expected usage. Each analysis produces a Receipt with the steps, parameters, and lineage behind the result.
Top-of-mind questions for buyers
An analysis is one question you submit that the platform compiles into a plan and executes. Each run produces a Receipt with the steps, parameters, lineage, and artifacts behind the result. Follow-up questions in a session count as separate analyses, since each is compiled and executed on its own.
Your plan includes a set number of analyses each month: 250, 1,000, or 3,000. The three plans differ only by this monthly volume. If you expect to exceed your limit regularly, choose a plan with a higher monthly analysis count that matches your usage. Contact the vendor for handling of overages.
Each plan grants its analysis count on a monthly basis: 250, 1,000, or 3,000 analyses per month. The marketplace pricing does not state whether unused analyses roll over into the following month. Contact the vendor to confirm how the monthly count resets and whether any carryover applies.
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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.
Legal
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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.
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