Provenance lets business teams create sophisticated analytics without writing SQL or building dashboards. Ask in plain language and get complete, reusable analyses with interactive reports, inspectable calculations, and a traceable execution history. AI interprets your request; Provenance software performs the computation.
Business analytics, without the traditional development process.
Companies have invested heavily in collecting and organizing their data. Yet answering a new business question often still requires someone to build a query, prepare calculations, or develop another report.
Provenance changes that.
Business users describe what they need in ordinary language. Provenance constructs and executes the analytical workflow, delivering structured reports with tables, charts, comparisons, trends, and explanations.
From comparing regional performance to investigating operational costs or identifying unusual patterns, teams can create sophisticated analyses without manually programming each one.
AI provides the interface. Deterministic software performs the analysis.
Rather than relying on an AI model to calculate business results, Provenance uses AI to interpret the request and established computational operations to construct and execute the analysis.
Every execution produces a traceable record of the operations and parameters behind its results. Analytical definitions can be inspected, modified, saved, and executed again.
The result is more than an AI-generated answer. It is reusable analytical software that becomes part of the organization's working knowledge.
Built for enterprise data and control.
Provenance connects to Parquet datasets in Amazon S3 through cross-account IAM access. Assisted schema discovery helps organizations understand and validate their data structures and relationships.
Business data is processed by the analytical execution system rather than being supplied to the language model for calculation.
Designed for organizations across industries including manufacturing, energy, retail, logistics, and financial services, Provenance helps teams expand analytical capabilities while retaining visibility into how results are produced.
Three product highlights
Create sophisticated analytics with natural language. Build new comparisons, trends, rankings, calculations, and business reports without writing SQL or developing dashboards.
Keep the work, not just the answer. Inspect, modify, save, and rerun analytical workflows, with execution records showing how results were produced.
AI accessibility with deterministic computation. AI interprets the request, while controlled software constructs and executes the analysis using established computational capabilities.
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
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 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.
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
What counts as one analysis toward my monthly limit?
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.
What happens if I run more analyses than my plan's monthly amount?
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.
Do unused analyses carry over to the next month?
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.
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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.
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