Paladio Human-in-the-Loop · Built on Paladio

Review and approve,
at scale.

Agents do the work; humans stay in control. Triage by what actually needs a person, clear hundreds of safe items in one auditable pass, and resolve the hard ones attribute by attribute.

Flux · ConnectFabric · UnderstandFidelity · TrustForge · Build
app.paladio.ai/catalog-review Live
Catalog Review console showing 12,618 products awaiting review with auto-approve eligibility and bulk rules
Catalog Review · triage, bulk-approve by rule, attribute inspectionOpen the live console →
The problem

AI at scale creates review at scale.

When agents enrich tens of thousands of records, a queue of low-confidence and conflicting outputs piles up behind them. Reviewing every item by hand doesn’t scale; approving them blind isn’t safe. You need to separate the safe-to-approve from the genuinely-needs-a-human.

How it works

Triage, bulk-approve, inspect.

The review console sorts agent output by risk, clears safe items by deterministic rule, and gives reviewers full context on the rest — every action auditable and reversible.

01 · TRIAGE
Sorted by what needs a human
  • Auto-eligible vs. needs-human
  • Cross-source conflict detection
  • Stale-run surfacing (>14 days)
12,618items triaged in queue
02 · BULK
Clear hundreds in one pass
  • Deterministic confidence + freshness rules
  • Source allowlist & missing-attribute gates
  • Reversible for 24 hours
2,148approved in a single rule pass
03 · INSPECT
Resolve the hard ones with context
  • Side-by-side source comparison
  • Confidence per attribute
  • Full, exportable audit trail
100%approvals auditable
In production · Catalog review
A 12,618-item review backlog gets sorted into 282 safe-to-approve and 9,573 needs-human — cleared in hours, not weeks, every action reversible.
Run catalog-enrich-v3.4 · auditable & reversible
282
Auto-eligible under strict rules
9,573
Routed to human review
24h
Reversible approval window
100%
Actions captured for audit
Built on Paladio

Governance, made operational.

Human-in-the-Loop is Fidelity at work — the approval queues, policies, and audit trails that make every other Paladio product safe to run in production.

Flux
Connect
MCP · APIs · databases · SaaS · events
Not central here
Fabric
Understand
Context graph · task-scoped assembly · reusable memory
Not central here
Fidelity
Trust
Evals · governance · lineage · audit
Forge
Build
Runtime · orchestration · abstraction
Not central here
Get started

Keep humans in control at scale.

Put a reversible, auditable review layer in front of every agent — and clear the safe work automatically.