Verifiable Decision Intelligence

Make AI decisions you can prove — before they become actions.

Provenly is the decision layer between enterprise evidence, AI agents, and business execution. It turns documents, data, and policy into evidence-backed, policy-verified, auditable decisions — with controlled human or autonomous execution.

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Coming soon on AWS Marketplace

The next wave of enterprise AI is moving from generate to delegate. The missing infrastructure is the ability to prove, govern, and control decisions at runtime.

The challenge

Financial services is moving from AI that answers to AI that decides.

The bottleneck is no longer model access — it's trustworthy execution inside regulated, evidence-heavy environments. Firms don't lack AI tools; the advisor's desk alone spans 600+ of them. They lack a way to trust AI with a consequential decision.

Evidence is fragmented

Facts live across PDFs, statements, policies, and systems of record. AI gets an incomplete context window, not a defensible evidence set.

Output isn't a record

A model can produce a persuasive recommendation without preserving which facts, policy versions, and tools drove it.

Agents raise the stakes

Once an agent can call APIs and move records, a hallucination becomes an operational and control problem — not a text-quality one.

Controls are disconnected

Identity, policy, model controls, approvals, and audit evidence sit in separate systems — nothing is provable end to end.

The platform

One control plane for consequential AI decisions.

Provenly connects evidence to a verified decision, then to controlled execution — as four composable fabrics, not another point tool.

01

Evidence Fabric

Classify, extract, normalize, and validate structured facts from complex documents into provenance-tracked Evidence Units.

Document Intelligence
02

Reasoning Fabric

Combine evidence, the knowledge graph, policy, and AI reasoning to produce grounded decision candidates.

Decision Intelligence
03

Verification Fabric

Check evidence sufficiency, policy constraints, confidence, permissions, and approval requirements before anything is trusted.

Agent Verification
04

Execution Fabric

Expose verified decisions through APIs and orchestrate downstream systems, workflows, and human approvals.

Experience + Integration
How Provenly decides

Every answer is assembled from evidence, then checked before it's trusted.

Provenance-tracked evidence

Documents and custodian feeds are classified, extracted, validated, and PII-redacted into Evidence Units — each pinned to a source, page, and fact.

  • Classification with confidence and classifier version
  • Field-level extraction with page-level provenance
  • Knowledge graph + vector retrieval over the tenant's evidence
app.provenly.ai · document detail
Provenly document detail with classification, extraction, validation and evidence

Validation you can defend

Schema, required-field, business-rule, and cross-document checks gate a document before it becomes evidence — catching breaches the way an examiner would.

  • Cross-document and cross-system validation
  • Every check shows expected vs. actual and severity
  • Failures become exceptions and route to a human
app.provenly.ai · validation
Provenly validation screen with a failed cross-document allocation check

Decisions with cited reasons

Evidence is checked against policy, producing a Decision Record: approve, refer, or decline — with cited reasons ready for an adverse-action notice.

  • The exact policy version is stamped on the decision
  • Ambiguous cases route to review, not auto-approval
  • Every run is reproducible for a regulator
app.provenly.ai · loan decision
Provenly loan decision with failed underwriting checks and cited reasons
The signature artifact

Every action carries a Decision Record.

Not a black-box answer — a machine-readable provenance chain that survives an audit and produces a reason on demand.

Decision

The outcome — approve, refer, decline, remediate — with severity.

Evidence

Authoritative sources, timestamps, and extracted facts.

Reasoning

The model/agent, retrieved knowledge, calculations, and tool outputs.

Controls

Policy version, suitability/risk rules, permissions, and thresholds.

Verification

Deterministic checks, cross-source validation, confidence, exceptions.

Approval

Human or role authorization with timestamp and rationale.

Execution

The downstream action, transaction/workflow id, and resulting state.

Audit

A tamper-evident record for investigation, review, and examination.

Built on a rigorous foundation

Architecture designed to be proven.

8
Bounded contexts, cleanly separated
15
Governed contracts between them
100%
Answers cited — or routed to review

“Verification is a control, not proof. Ambiguity fails toward human judgement — never auto-certification.”

Provenly design principle
Solutions

Sell to the institution. Land through a high-value workflow.

One reusable decision fabric, deployed first where documentation is heavy and the decision must be defensible.

Wealth

Advisor decision intelligence

Advisor decision verification · suitability · fee & billing accuracy.

Evidence-backed recommendations and continuous suitability & fee checks — advisor productivity without surrendering the compliance record.

Lending

Underwriting & exceptions

Underwriting · covenant & exception decisions.

Faster, document-grounded decisions with policy traceability and adverse-action reasons already on the record. See it live

Insurance

Claims & underwriting

Claims · underwriting · policy validation.

Evidence-driven decisions and controlled agentic operations across policy and claim documents.

Capital Markets

Research & reconciliation

Research · trade · reconciliation workflows.

Decision provenance, cross-source validation, and execution controls where accuracy is non-negotiable.

Built to scale

Volume goes up. Headcount and risk don't have to.

Automate the repeatable work, route only genuine exceptions to a person — so effort scales with exceptions, not with volume.

Multi-tenant

Isolated by design

Workspace/tenant boundaries with tenant-specific policies, connectors, models, and retention — no cross-tenant leakage.

Event-driven

Sync + async

Separate synchronous decision APIs from asynchronous ingestion, verification, and long-running batch workflows.

Model-agnostic

No lock-in

Keep the decision contract independent of any single model provider; route by capability, cost, latency, and policy.

Security & control

Built for the buyer whose job is to say no.

The most important control is at the point of action. An agent isn't trusted because it passed an eval — its proposed action must pass identity, authorization, evidence, and policy.

Identity & access

Least privilege by default

SSO/OIDC, RBAC/ABAC, tenant isolation, scoped agent permissions, approval-based elevation.

Data protection

Encrypted & minimized

Encryption in transit and at rest, managed keys, secret isolation, retention, configurable residency.

Agent security

Controls at the tool call

Tool allowlists, scoped credentials, action budgets, prompt-injection defenses, and execution gates.

Evidence security

Provenance you can trust

Source lineage, document hashes, timestamps, and tamper-evident records for consequential decisions.

Tenant isolation

No cross-tenant leakage

Logical isolation by workspace, tenant-scoped authorization, strict cross-tenant retrieval boundaries.

Human authority

Read → recommend → act

Explicit delegation levels; high-impact actions can require named human approval before execution.

This describes the target enterprise architecture. Individual controls are implemented, planned, or customer-configurable; Provenly makes no certification or regulatory-attestation claims until formally obtained and independently validated.

The shift

From black-box output to a defensible decision.

Before

A persuasive recommendation

Confident output with no source, no policy version, and no way to reconstruct it.

After · with Provenly

A Decision Record

An outcome with citations, a reasoning path, and the exact policy version — reproducible on demand.

Before

Experts re-checking everything

Manual verification of documents, calculations, and rules — costly, slow, and inconsistent.

After · with Provenly

Automated reasoning + human-on-exception

The repeatable work is verified automatically; only ambiguous cases reach a person.

Before

Audit prep as a fire drill

Weeks assembling evidence no one indexed, hoping the story holds together.

After · with Provenly

Evidence on demand

Every run retains its exact versions and evidence — an audit pack is generated, not reconstructed.

The product

An enterprise console — dense, operational, auditable.

The same governed engine, whether you're reconciling an advisory fee or underwriting a loan.

app.provenly.ai · loan decision
Provenly loan processing decision detail
app.provenly.ai · validation
Provenly validation summary and checks

Discover what Provenly can do for your hardest decisions.

We're onboarding design partners across wealth, lending, and insurance. Bring a real workflow — we'll show you the governed version of it.

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Stay in the loop

Occasional updates on verifiable decision intelligence for financial services.