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THE TECHNICAL LANGUAGE OF DIGITAL B2B INFRASTRUCTURE

CONCEPT
AI GOVERNANCE

Human-in-the-Loop (HITL)

A system design in which human judgment, review, feedback, or authorization is deliberately incorporated into an automated or AI-enabled process.


BUSINESS RELEVANCE

HITL can reduce risk in ambiguous, high-impact, or low-confidence situations while preserving automation for routine work. It supports accountability and creates operational feedback for improvement.


IMPLEMENTATION EXAMPLE

An AI system drafts contract-risk findings but routes high-severity clauses and low-confidence results to qualified legal reviewers before any recommendation reaches a client.


LIMITATIONS

Adding a person does not automatically create effective oversight. Reviewers may be overloaded, defer excessively to automation, lack context, or become a ceremonial approval step. Human review also adds cost and latency.


TECHNICAL EXPLANATION

Humans may label data, validate outputs, resolve exceptions, approve high-impact actions, provide feedback, or take control when thresholds are exceeded. Effective HITL design specifies who intervenes, what information they receive, response times, authority, escalation, and how their decisions are recorded.


Secondary Topics

Intelligent Automation

Sources

NIST SP 1270 — Managing Bias in AI — https://nvlpubs.nist.gov/NISTpubs/SpecialPublications/NIST.SP.1270.pdf; NIST — AI Risk Management Framework — https://www.nist.gov/itl/ai-risk-management-framework

Related terms

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CONCEPT
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CONCEPT
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CONCEPT
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LLM Tokenization

CONCEPT
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The pre-processing technique dividing natural language text into discrete tokens or subwords for model processing.

Customer Journey

CONCEPT
EXPERIENCE DESIGN

The complete lifecycle sequence of interactions, touchpoints, and decisions a buyer experiences with a business brand.