PALO Framework logo

PALO Framework

Principled AI Lifecycle Orchestration

v2.5.0

Start with your decision

Find your PALO path.

Start with who you are and what you need to achieve. PALO turns that context into a practical first action, an artifact and a reviewable next step.

No account Local only Change your answers at any time

PALO Operationalization Explorer

From principles to accountable operations.

Explore six operating phases, the modules that activate them, and the evidence that connects every decision.

6 phases · 15 modules · weighted relationships · versioned evidence

Semantic operational path

The six phases form a weighted evidence cycle. W5 is the default path, W4 is a material dependency, W3 is contextual and W2 provides supporting evidence.

  1. Frame produces the use-case brief.
  2. Classify uses it to justify the risk route.
  3. Assess records impacts, rights and delegated authority.
  4. Control turns findings into owned, testable controls.
  5. Measure makes deterioration and accountability observable.
  6. Prove & Review assembles evidence and updates the next cycle.
01

Phase 1 Ideation

Frame

What are we building, for whom, and why?

Operational outcomeA bounded, owned and reviewable use case

Inputs

  • Business objective and system boundary
  • Lifecycle owner and stakeholders
  • Affected people, data and model assumptions

Actions

  • Define intended outcome and non-goals
  • Map human agency and delegation
  • Record technology and horizon signals

Decision gate

Is the use case sufficiently defined to classify?

Output

Use-case brief

Modules that activate Frame

AI Model Canvas

W5 Core

Structures purpose, scope, ownership and assumptions.

Use: initiation and material scope change · Properties: purpose, scope, owners, stakeholders, lifecycle, assumptions · Produces: Canvas and JSON/Markdown record

Open module →

Human Agency Risk Map

W3 Contextual

Maps delegated activity and effects on human agency.

Use: when systems influence or replace human decisions · Properties: delegated activity, affected agency, oversight need · Produces: agency-risk context

Open module →

Tech Trends Observatory

W2 Supporting

Adds technology and horizon signals to context.

Use: emerging capabilities or uncertain trajectories · Properties: signal, horizon, governance impact · Produces: horizon context

Open module →
02

Phases 1-2 Screening and Assessment

Classify

What route, obligations, and level of scrutiny apply?

Operational outcomeA justified and current governance route

Inputs

  • Use-case brief, sector and function
  • Provider/deployer role and autonomy
  • System capability and affected groups

Actions

  • Run initial EU AI Act risk routing
  • Cross-check governance frameworks
  • Verify current official sources

Decision gate

Is the initial risk route justified and current?

Output

Risk route

Modules that activate Classify

Risk Tiering Calculator

W5 Core

Routes the use case through an initial EU AI Act screen.

Use: every use case before detailed assessment · Properties: tier, prohibited-practice signals, high-risk context · Produces: Markdown risk report

Open module →

Framework Comparison

W3 Contextual

Cross-checks governance frameworks and gaps.

Use: when several standards apply · Properties: framework, overlap, gaps · Produces: comparison record

Open module →

Regulatory Watch 2026

W4 Strong

Keeps the route anchored to current official sources.

Use: classification and every formal review · Properties: article, date, status, source · Produces: current obligation context

Open module →
03

Phase 2 Assessment and Planning

Assess

What impacts, rights, authority, and oversight conditions exist?

Operational outcomeA contextual record of impacts and delegated authority

Inputs

  • Risk route, affected groups and rights
  • Impact scenarios and drivers
  • Delegated actions, autonomy and oversight

Actions

  • Assess fundamental-rights impacts
  • Map authority and action space
  • Record likelihood, gravity and rationale

Decision gate

Are impacts and delegated authority understood well enough to control?

Output

Impact assessment record

Modules that activate Assess

FRIA Assessment

W4 Strong

Evaluates fundamental-rights impact scenarios and mitigation.

Use: when deployment may affect people or rights · Properties: right, scenario, likelihood, gravity, reversibility, mitigation · Produces: FRIA JSON/Markdown/template

Open module →

PALO-AM

W4 Strong

Examines identity, authority and action space in agentic systems.

Use: agents, tools and delegated action · Properties: identity, authority, tools, autonomy, oversight · Produces: agentic governance record

Open module →

Assessment Path

W5 Core

Connects context, route, readiness and sources.

Use: backbone of contextual assessment · Properties: context, route, readiness, sources · Produces: contextual assessment record

Open module →
04

Phases 2-3 Planning, Development, and Validation

Control

Which controls make the identified risks governable?

Operational outcomeOwned controls linked to findings, tests and evidence

Inputs

  • Impact findings and risk/control linkage
  • System architecture and development environment
  • Assurance requirements

Actions

  • Assign engineering, process and assurance controls
  • Define owner, gate and required evidence
  • Test controls and record residual risk

Decision gate

Are controls implemented, testable, and owned?

Output

Control plan

Modules that activate Control

Vibe Coding Governance

W3 Contextual

Governs AI-assisted development with explicit delivery gates.

Use: AI-assisted software development · Properties: intent, controlled environment, evidence, delivery gates · Produces: development controls

Open module →

AuditBench Explorer

W3 Contextual

Tests hidden behavior and alignment evidence.

Use: validation and assurance · Properties: hidden behavior, audit technique, test status · Produces: alignment audit report

Open module →

Poisoning Boomerang

W3 Contextual

Frames data and model integrity threats.

Use: material provenance or integrity risk · Properties: threat, provenance, detection, integrity control · Produces: integrity controls

Open module →
05

Phase 2 definition and Phase 4 monitoring

Measure

How will accountability, performance, risk, and drift be observed?

Operational outcomeIndicators that reveal deterioration and trigger action

Inputs

  • Control plan and governance objectives
  • Measurable indicators and data availability
  • Review cadence

Actions

  • Define KPI/KRI name and formula
  • Set threshold, owner, cadence and status
  • Capture operating evidence locally

Decision gate

Can the team detect deterioration and act?

Output

KPI/KRI register

Modules that activate Measure

KPI and KRI Generator

W5 Core

Creates the measurable governance indicator set.

Current properties: category, indicator, definition, formula · Complete downstream with: threshold, owner, cadence, current value and status · Produces: CSV/Markdown set

Open module →

P.A.L.O. Toolbox

W3 Contextual

Captures portable operational evidence locally.

Use: field work and ongoing evidence capture · Properties: local record, Evidence Vault, portable report · Produces: local operational evidence

Open module →
06

Phases 4-5 Deployment, Review, and Decommissioning

Prove & Review

Can the decision be reconstructed, reviewed, and improved?

Operational outcomeAccountable evidence plus a next-cycle update

Inputs

  • Assessment route, control plan and KPI/KRI status
  • Sources, decisions and findings
  • Changes, incidents and new context

Actions

  • Assemble versioned evidence
  • Review readiness and gaps
  • Feed findings into the next cycle

Decision gate

Is the evidence complete enough for an accountable decision?

Output

Versioned evidence bundle + next-cycle update

Modules that activate Prove & Review

Assessment Path

W5 Core

Assembles the versioned evidence bundle.

Properties: formatVersion, generatedAt, assessment, route, evidenceReadiness, sources, disclaimer · Produces: JSON/Markdown evidence bundle

Open module →

Documentation Hub

W4 Strong

Connects evidence to lifecycle guidance and source artifacts.

Use: reconstructing decisions and preparing review · Properties: guidance, source artifact, version · Produces: source and guidance context

Open module →

Regulatory Watch

W3 Contextual

Refreshes the next cycle with regulatory change.

Properties: change, article, source, reviewed date · Produces: next-cycle regulatory context

Open module →

P.A.L.O. Toolbox

W3 Contextual

Packages evidence for local and portable use.

Properties: portable evidence, local storage, report · Produces: portable evidence package

Open module →

Evidence Bundle is an artifact: it is produced by the operational path and is not presented as a PALO module.