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CONTROLLED MEASUREMENT NOTE / SEPTEMBER 21, 2026

One market. Six buyer questions. Four provider APIs.

A controlled Australian HR software measurement showing what appeared, what failed and what this single wave can—and cannot—establish.

Inspectable evidenceProvider provenanceLimits kept visible
Independent product research—not a customer case study.

Employment Hero did not commission, review or endorse this work. We measured public buyer questions because it is a prominent Australian HR software brand. No HowAICite user session or private workspace data is included.

Completion

20 of 24 runs completed

Four incomplete provider responses were excluded from outcome rates rather than counted as zero visibility.

Unbranded discovery

10 of 10 mentioned the brand

Every completed unbranded answer included Employment Hero. This is a one-wave observation, not a market-share estimate.

Own-domain citation

5 of 7 cited employmenthero.com

Denominator: completed unbranded answers from citation-capable connectors. Gemini model-only answers were not treated as cited evidence.

What was measured

Six frozen buyer questions were run once across OpenAI, Claude, Perplexity and Gemini provider APIs, producing 24 attempted runs. The requested scope was Australia and English. Each run retained provider, model, completion state, answer text and source evidence where the provider returned it.

This measurement does not reproduce the consumer ChatGPT, Claude, Perplexity or Gemini interfaces. Provider APIs can use different search, grounding and retrieval behavior. Requested geography is not the same as independently verified provider-applied location.

Competitors appearing in completed answers

BrandCompleted answers mentioning brand
Rippling12 of 20
Deputy8 of 20
ELMO Software7 of 20
HiBob7 of 20
BambooHR6 of 20

What a product team can do with this

  1. Inspect which buyer questions produce mentions but no own-domain citation.
  2. Compare the supporting sources used for the brand and its recurring competitors.
  3. Turn a specific source or page gap into owned work.
  4. Repeat the same frozen questions after the change and compare like with like.

Limits

Measurement note ID: AU-HR-20260921-W1. Read the definitions in the metric dictionary and the collection boundaries on Coverage.

START WITH A REAL BASELINE

Find the first gap worth fixing.

Inspect your website now, then add observed AI answers when you are ready to measure visibility.