MEASUREMENT REPORT

Reports

Compare saved answers within the same question wording, model, and requested market.

Luminalumina.example · Sample data
OpenAIWeb search

At a glance

Summary of the collection groups matching your filters.

16Completed answers
87.5%Visibility · 16 analyses
1 ↑ / 1 ↓Groups with higher / lower visibility

7 of 9 groups measured in both periods. Changes describe saved samples; they do not establish statistical significance.

Report methodology and date ranges

Current: 2026-09-22 – 2026-10-21 UTC. Previous: 2026-08-23 – 2026-09-21 UTC. Today is partial. Generated 2026-10-21 21:34:09 UTC.

Each row keeps question wording, provider, model and country/language together. Edited questions and changed collection settings get separate rows. Visibility counts only recorded primary-brand analyses; citation rates use completed answers.

The 95% Wilson interval describes sampling uncertainty under an independence assumption. AI outputs can be correlated; repeated answers on one day are not independent evidence of a lasting trend. These intervals do not establish statistical significance or represent personalized ChatGPT web results.

Question measurements

9 matching collection groups · current and previous periods

Best collaboration software for remote design teams

openai · OpenAI · sample answer · No market specified · Prompt language

PeriodMentions / analysesVisibility95% Wilson intervalDays with answersWebsite citationsAvg. positionEvidence
Current2 / 2100.0%34.2–100.0%2 / 302 / 2 (100.0%)1.0Answers
Previous2 / 2100.0%34.2–100.0%1 / 300 / 2 (0.0%)1.0Answers

Observed visibility change: 0.0 percentage points. Small sample: a single answer can change the percentage substantially.

Best Notion alternatives for a small design studio

openai · OpenAI · sample answer · No market specified · Prompt language

PeriodMentions / analysesVisibility95% Wilson intervalDays with answersWebsite citationsAvg. positionEvidence
Current1 / 250.0%9.5–90.5%2 / 301 / 2 (50.0%)1.0Answers
Previous2 / 2100.0%34.2–100.0%1 / 300 / 2 (0.0%)1.0Answers

Observed visibility change: -50.0 percentage points. Small sample: a single answer can change the percentage substantially.

How do I manage client projects and feedback in one place?

openai · OpenAI · sample answer · No market specified · Prompt language

PeriodMentions / analysesVisibility95% Wilson intervalDays with answersWebsite citationsAvg. positionEvidence
Current2 / 2100.0%34.2–100.0%2 / 302 / 2 (100.0%)1.0Answers
Previous2 / 2100.0%34.2–100.0%1 / 300 / 2 (0.0%)1.0Answers

Observed visibility change: 0.0 percentage points. Small sample: a single answer can change the percentage substantially.

Lumina vs Asana for creative agencies

openai · OpenAI · sample answer · No market specified · Prompt language

PeriodMentions / analysesVisibility95% Wilson intervalDays with answersWebsite citationsAvg. positionEvidence
Current2 / 2100.0%34.2–100.0%2 / 302 / 2 (100.0%)1.0Answers
Previous2 / 2100.0%34.2–100.0%1 / 300 / 2 (0.0%)1.0Answers

Observed visibility change: 0.0 percentage points. Small sample: a single answer can change the percentage substantially.

Tools for async collaboration with clients

openai · OpenAI · sample answer · No market specified · Prompt language

PeriodMentions / analysesVisibility95% Wilson intervalDays with answersWebsite citationsAvg. positionEvidence
Current1 / 250.0%9.5–90.5%2 / 301 / 2 (50.0%)1.0Answers
Previous1 / 250.0%9.5–90.5%1 / 300 / 2 (0.0%)1.0Answers

Observed visibility change: 0.0 percentage points. Small sample: a single answer can change the percentage substantially.

What is the best project management tool for creative teams?

openai · OpenAI · sample answer · No market specified · Prompt language

PeriodMentions / analysesVisibility95% Wilson intervalDays with answersWebsite citationsAvg. positionEvidence
Current2 / 2100.0%34.2–100.0%2 / 302 / 2 (100.0%)1.0Answers
Previous0 / 20.0%0.0–65.8%1 / 300 / 2 (0.0%)—Answers

Observed visibility change: +100.0 percentage points. Small sample: a single answer can change the percentage substantially.

What is the simplest way to track a product roadmap?

openai · OpenAI · sample answer · No market specified · Prompt language

PeriodMentions / analysesVisibility95% Wilson intervalDays with answersWebsite citationsAvg. positionEvidence
Current2 / 2100.0%34.2–100.0%2 / 302 / 2 (100.0%)1.0Answers
Previous0 / 0——0 / 300 / 0——

No visibility comparison: both periods need recorded analyses. Small sample: a single answer can change the percentage substantially.

What is the simplest way to track a product roadmap? (earlier version)

openai · OpenAI · sample answer · No market specified · Prompt language · Previous wording

PeriodMentions / analysesVisibility95% Wilson intervalDays with answersWebsite citationsAvg. positionEvidence
Current0 / 0——0 / 300 / 0——
Previous2 / 2100.0%34.2–100.0%1 / 300 / 2 (0.0%)1.0Answers

No visibility comparison: both periods need recorded analyses.

Which project management tools have a free plan?

openai · OpenAI · sample answer · No market specified · Prompt language

PeriodMentions / analysesVisibility95% Wilson intervalDays with answersWebsite citationsAvg. positionEvidence
Current2 / 2100.0%34.2–100.0%2 / 302 / 2 (100.0%)2.0Answers
Previous2 / 2100.0%34.2–100.0%1 / 300 / 2 (0.0%)2.0Answers

Observed visibility change: 0.0 percentage points. Small sample: a single answer can change the percentage substantially.

Recorded changes during these periods

Active project annotations from both comparison windows. Up to three titles are shown per day; follow the date to view every note.

View change log

Annotations are owner notes, independent of answer collection. Timing alone does not establish the cause of a visibility change.

Scheduled daily summaries

Latest 14 saved summaries · previous complete UTC days

Schedule in Alert rules

Summaries snapshot saved answers when the summary is generated, including all question versions and archived questions. Later retries or data edits do not rewrite a saved summary. Delivery needs a configured webhook / Slack endpoint and project opt-in.

No daily summaries have been scheduled for this project yet. Enable them in Settings → Alert rules after configuring a notification connection.

The measurement table and CSV follow these filters. Change annotations cover both comparison windows and are included when printing. Printing uses your browser’s PDF destination; daily summaries can be scheduled separately in Alert rules.

Workspace tools