analytics, bi & data·run 168 · Jun 2026

Provenly

A vendor-neutral provenance layer that captures question, query, semantic definitions, source snapshot, result and sign-off, then emits a verifiable versioned receipt with corrections and revocation.

Genesis score6.08/10

Make Provenly real.0/500

500 more votes and Provenly is authorized for build.

0%500 to authorize

Backing is the vote. When an idea crosses 500, we pull it into the build pipeline and ship it for real — the votes decide what gets built next, not an editor.

The opportunity

1Confirmed tamper-evident storage primitive

0Truth guaranteed by a signed receipt

The case

AI-assisted analytics can produce board or finance numbers without a durable record of the exact question, generated query, metric definition, data state and reviewer. Provenly wraps existing analytics tools and preserves that evidence before an answer is reused. The supplied research confirms a legal log-retention obligation for some high-risk deployments, while also documenting a provisional deferral proposal whose formal adoption was pending; it confirms tamper-evident storage infrastructure and finds no verified vendor-neutral analytics receipt wrapper. Storage subscriptions are observed market references, not fixed product pricing. A signed receipt can strengthen provenance, but switching friction is not a legitimate reason to trap customers; evidence must export. A hash proves only that referenced bytes match when available, not that data was complete, query semantics were correct or approval was independent. Question, query, metric version, source snapshot, execution, answer, reviewer finding, sign-off, receipt, correction and downstream decision remain separate. The product can make analytics evidence reproducible. It cannot make a number true, guarantee audit acceptance or turn an internal sign-off into independent assurance.

Who pays — and why

A finance, analytics, governance or internal-audit owner using AI-assisted numbers in consequential reports and needing vendor-neutral provenance.

Market signalValidate by workspaces, questions, query executions, metric versions, snapshots, reviewers, receipts, corrections and downstream usesAnalytics governance and tamper-evident storage services are observed market references, not fixed product pricing

What it unlocks

A provenance envelope for user question, generated and executed query, parameter values, semantic metric definitions, source identifiers, snapshot method, tool version and execution result.

A review model separating data-owner confirmation, analyst validation, finance approval, conflict, exception, expiry and permitted downstream use.

A receipt chain from frozen evidence through signature and timestamp to verification, export, correction, revocation, superseding answer and linked decision.

How Genesis scored it

6.08across seven criteria

Temporal window

AI-assisted analytics and active log-retention duties create a strong but legally evolving window.

Productive tension

Executives want a trustworthy signed number, while provenance can verify process and bytes without proving semantic or financial truth.

Why nobody did it

The current trigger explains urgency more than it proves prior infeasibility.

Why it scored well

A clear provenance mechanism, legal attention to logs and available tamper-evident infrastructure support a timely neutral layer.

What's holding it back

Buyer and budget are incomplete, interfaces were unverified, legal timing is unsettled and analytics vendors can add receipts.

Signals detected3 sources crossed

SignalLegal research

SignalTechnology research

SignalGap research

Direction briefprovenly-analytics-answer-provenance.md

provenly-analytics-answer-provenance.md

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Discussion

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