Deterministic execution and a complete audit trail — so outputs survive governance, procurement, and review.
- Deterministic planning
Plans are built from a capability graph with contracts — not freeform tool-calling.
- Traceable artifacts
Every intermediate table and final result is stored immutably with lineage.
- No hallucinated parameters
Constraints are explicit, defaulted by rules, or confirmed — never invented.
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Features
Provenance produces a reviewer-ready evidence package: pipeline steps, parameters, lineage, intermediate artifacts, and structured warnings. Designed to be forwarded internally without you defending it live.
Re-run the same analysis later
Same inputs, same plan, same output. Deterministic by design.
Explain exactly how a number was produced
Every step, parameter, and data source is recorded and attributable.
Hand to audit / compliance without rewriting work
Export PDF, JSON, SQL, and plan graph. Designed to be forwarded, not explained.
session evidence package
From question to governed output in four steps.
Step 1
Intent parsing
- ✓Motifs only — constrained vocabulary
- ✓Natural language mapped to typed operations
- ✓Ambiguity resolved before planning begins
Step 2
Plan compilation
- ✓Only safe pipelines are possible
- ✓No freeform agent tool selection
- ✓Nothing is hidden or invented
Step 3
Transactional execution
- ✓Failures are contained and explained
- ✓Each step produces stored artifacts
- ✓Non-determinism flagged, not hidden
Step 4
Receipt export
- ✓Steps + parameters + artifacts + warnings
- ✓PDF, JSON, SQL, and plan graph
- ✓Reviewer-ready evidence package
Fast answers are common. Fast answers you can approve are rare.
Traditional BI
Trusted outputs. Slow to change.
AI assistants
Fast outputs. Hard to approve.
Provenance
Fast + you can hit forward without a meeting.
Examples \u2014 the same Receipt model works anywhere analytics needs review.
Energy
Regulatory reporting, internal assurance.
"Outliers vs peer baseline, last 30 days."
Queries, filters, and aggregation logic — all recorded.
Variance to plan, peer benchmarks, exception reporting — all with reviewer-ready receipt.
Retail
Forecast accuracy must be defensible.
"Which regions underperformed vs plan — and why?"
Data sources, thresholds, and comparison method — traceable.
Peer benchmarks, SLA derivations, exception reporting — all with reviewer-ready receipt.
Shipping & Logistics
SLA reporting needs traceable derivations.
"Show container dwell time by port, last 90 days."
Date ranges, grouping logic, and source tables — explicit.
SLA derivations, variance to plan, exception reporting — all with reviewer-ready receipt.
Manufacturing
Yield and quality reports face audit scrutiny.
"Yield rate by production line, week-over-week."
Calculation steps, filters, and intermediate outputs — saved.
Variance to plan, peer benchmarks, exception reporting — all with reviewer-ready receipt.
Finance
Board packs, SOX, internal audit trails.
"Break down revenue by segment and region for board review."
Every join, filter, and aggregation — exportable for audit.
Variance to plan, peer benchmarks, exception reporting — all with reviewer-ready receipt.
Pharma & Life Sciences
GxP-style expectations (traceability, reviewability).
"Batch deviations and contributing factors."
Full lineage from source tables to final output — reproducible.
Exception reporting, peer benchmarks, variance to plan — all with reviewer-ready receipt.
Works with any SQL warehouse
Marketplace · Q2 2026
If not, Provenance doesn't ship it. Every output includes the evidence needed for sign-off — so review is a formality, not a debate.
Ambiguity resolved, never punished. One audit surface for every query type.
Deterministic execution path
Deterministic execution path
No free-form agent tool selection. A contract graph composes only valid pipelines.
Explicit constraint governance
Explicit constraint governance
Schema auto-discovered, filter values validated against real data, fabricated columns rejected at the grounding gate. Gaps filled from declared rules — never invented.
Transactional replanning
Transactional replanning
If validation fails, Provenance replans and reuses successful checkpoints.
Immutable artifact lineage
Immutable artifact lineage
Every step produces stored artifacts with handles, timestamps, parents.
Machine-readable warnings
Machine-readable warnings
Non-determinism and lossy operations are flagged in-machine, not hidden.
Schema-driven, not bespoke
Schema-driven, not bespoke
No domain logic. Tables, columns, types, relationships, and value distributions are discovered automatically. Behavior emerges from contracts + schema context.
We map your boundary, run 3 sample questions, and deliver the Receipts for review.