The Ad Agency AI Dictionary

Common AI terms beginning with H, defined for advertising professionals.

H

Find the Flux+Form AI glossary & dictionary to help you make sense of common AI terms. Below you can find an AI Glossary & Dictionary for “H”.

18 Terms in section H Updated May 2026

Hallucination

When generative AI models produce information that is plausible sounding but untrue or fabricated, posing reputational risks.

Harness Engineering

The practice of building the scaffolding around a large language model that turns it into a reliable working system, including the agent loop, tools, context management, memory, guardrails, and evaluations.

Hashing

Transforming input data into fixed‑size values, often used in indexing and anonymisation.

Heuristic Function

A function that estimates the cost of reaching a goal, guiding search algorithms.

Hidden Layer

A layer of neurons in a neural network that lies between the input and output layers and learns complex representations.

Hidden Markov Model

A statistical model where the system being modelled is assumed to follow a Markov process with hidden states.

Hierarchical Clustering

A method of cluster analysis that builds a hierarchy of clusters, useful for segmenting audiences at different granularity.

High Bandwidth Memory

A type of computer memory that stacks DRAM chips vertically and connects to a processor over a very wide interface to deliver very high data throughput, used on GPUs and AI accelerators.

High‑Dimensional Data

Data with many variables; marketing data sets with numerous customer attributes are often high dimensional.

Hot Start

Initializing a model or algorithm with good starting parameters to accelerate convergence.

Human‑in‑the‑Loop

Combining human judgement with AI outputs to refine and oversee automated decisions, essential for sensitive marketing contexts.

Humanwashing

Presenting a brand or piece of content as authentically human made while AI does meaningful work behind the scenes.

Hybrid Model

A system that combines machine‑learning algorithms with rule‑based logic or human inputs to achieve better performance.

Hyperparameter

A configuration parameter that influences how a model is trained but is not learned from data, such as learning rate or number of layers.

Hyperpersonalization

Using AI and live data to tailor creative, offers, and messaging to the individual, going beyond broad segments.

Hyperplane

In classification, the decision boundary that separates different classes in the feature space.

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