Sample report
Fictional brand. Illustrative answers. Real report structure.These figures demonstrate the analysis; they are not measurements of a real company.

Questions and original answers: English. Report: English.

Fieldnote / AI visibility report

Fictional sample. Fieldnote ranked #3 for “project management software” by recommendation frequency in this benchmark. Recommended in 197 of 624 answers. 3 options recommended in this question set. United Kingdom · 2026-09-19 · 26 selected questions · 4 model APIs with web search. An independent benchmark, not a provider endorsement or a market-wide ranking.
Fictional sample. Fieldnote. Does AI name you? 40.5%. Named in 253 of 624 analyzed answers. project management software · United Kingdom. OpenAI: 70/156 answers named Fieldnote (44.9%). Gemini: 61/156 answers named Fieldnote (39.1%). Claude: 50/156 answers named Fieldnote (32.1%). Perplexity: 72/156 answers named Fieldnote (46.2%). Model APIs with web search, not consumer apps. Mentions, not endorsements. This question set is not a market-share estimate.
THE EXECUTIVE BRIEFILLUSTRATIVE SAMPLE

Daybridge appears in 498 answers. Fieldnote appears in 253.

Fieldnote · project management software · United Kingdom
624 successful answers · 26 question groups, two phrasings, 3 repeats per provider

OpenAI70 / 156answers naming you
Gemini61 / 156answers naming you
Claude50 / 156answers naming you
Perplexity72 / 156answers naming you

Across the four provider configurations · equally sampled, not audience-weighted

Named253 / 624

Context-checked brand mentions

Recommended197 / 624

Derived from the answer wording

Your site in sources128 / 624

Source lists; not always quoted

DaybridgeDiscovered498 / 624
Taskline487 / 624
Orbit439 / 624
Worknest415 / 624
Fieldnote253 / 624
Planstack156 / 624
How much did the repeats differ?

Run 1: 90 of 208 · Run 2: 79 of 208 · Run 3: 84 of 208.

Observed variation within these prompts. Not a population confidence interval.

Model API answers with web search enabled, not consumer apps. Market supplied in prompts. A mention is not a recommendation. Counted once per answer. Consumer apps and different prompts may produce different results.

How the answers describe Fieldnote.

A count tells you how often you appear. The wording tells you whether the answer actually recommends you.

Fieldnote is recommended for teams that value a simple shared workspace and straightforward onboarding.

OpenAI · Recommended · Derived label
Relevant alternatives found in the answers
BrandNamedRecommendedNamed first
Discovered alternative498 / 624498 / 624112 / 624
487 / 624487 / 624234 / 624
439 / 6240 / 62425 / 624
415 / 6240 / 6240 / 624
253 / 624197 / 624253 / 624
156 / 6240 / 6240 / 624

Derived from answer wording. Integrations and incidental third-party brands are excluded. “Named first” describes order, not preference. Each brand counts at most once per answer.

Share of mentions among your 5 selected brands: 14.5% (253 / 1750 brand-answer mentions)

Among all 6 identified options, including selected brands: 11.3% (253 / 2248 brand-answer mentions)

Your action plan · Illustrative sample

What to do next.

Choose a task. Get the context, work through the steps, or hand the brief to your team.

Illustrative tasks for a fictional brand. No real website or publisher was assessed.

Your website

1 task selected from this benchmark.

Useful content

1 task selected from this benchmark.

Independent proof

2 tasks selected from this benchmark.

01 / Independent proofAssociated in studies

Check your profile and review opportunity on reviews.example

Suggested owner
Content / communications
Indicative effort
30–60 min qualification; outreach varies
Steps, evidence and a definition of done.
What you’re working towards

A verified reviews.example profile assessment and, if relevant, a neutral customer-review request process.

Why this is on your list

Claude recommended Daybridge in 24 of 30 answers about “enterprise controls” and Fieldnote in 1 of the same answers (gap 77 points; plausible range 56–87). The gap holds in both ways we asked and in 3 of 3 repeats. Gemini recommended Daybridge in 24 of 30 answers about “enterprise controls” and Fieldnote in 3 of the same answers (gap 70 points; plausible range 49–81). The gap holds in both ways we asked and in 3 of 3 repeats. The same kind of gap also passed our checks on 2 more engines.

In the answers behind this gap, reviews.example was among the engines’ sources or search results: Claude 15 of 23, Gemini 14 of 21, OpenAI 13 of 20, Perplexity 12 of 19. The engines searched the web in every one of these answers; your site was not among their sources in any of them.

Associated in studies. Published studies find that brands on pages AI engines read are mentioned more often, but no controlled test shows that getting onto a page changes answers. Here, the engines’ own sources show they read these pages where a competitor was recommended instead.

See the supporting evidence
OpenAI answer

Daybridge is recommended for its role-based permissions, approval controls and audit history for larger teams.

https://reviews.example/enterprise-tools Cited page · not inspected
Published research
  • In a 215-prompt study of one OpenAI and one Anthropic model, in about 96% of the cases where neither model recommended a brand, its name did not appear in the AI’s searches or in the snippets and titles of the results it saw. Source
  • In a vendor study of about 200,000 AI answers, brands that appeared in frequently cited “best of” lists were mentioned more often than comparable brands without such placements, by about 13 to 17 percentage points in two software markets; the authors stress this is an association, not proof of cause. Source

A page in an engine’s sources shows where it looked, not why it chose a brand.

Work through it.

0 / 4 checked
Done when

reviews.example is qualified or dismissed with a reason, and any request you sent is factual and appropriate to the publisher.

How to check the result

Recheck how often Fieldnote is recommended for the same questions, no sooner than three weeks after the change is live. Claude 1 of 30 today; a repeat normally shows 0–6, so 7 or more would be a real change. Gemini 3 of 30 today; a repeat normally shows 0–9, so 10 or more would be a real change. OpenAI 4 of 30 today; a repeat normally shows 0–10, so 11 or more would be a real change. Perplexity 5 of 30 today; a repeat normally shows 1–12, so 13 or more would be a real change. No untouched buyer need is available as a control, so treat any change as inconclusive unless it is large. Smaller real gains may not show in this many answers.

Checking off work does not change your report’s scores. A fresh report is a new measurement.

How the engines found your brand

In this report, finding your site and naming your brand go together. This does not prove that one causes the other.

  • OpenAI: named Fieldnote in 35 of 35 answers whose sources included your site; 35 of 121 when it searched without finding it.
  • Gemini: named Fieldnote in 30 of 30 answers whose sources included your site; 31 of 126 when it searched without finding it.
  • Claude: named Fieldnote in 25 of 25 answers whose sources included your site; 25 of 131 when it searched without finding it.
  • Perplexity: named Fieldnote in 38 of 38 answers whose sources included your site; 34 of 118 when it searched without finding it.
How we chose these tasks

Ordered by strength of evidence: scope checks, provider-documented fixes, observed routes, fact checks, then untested ideas. Each task carries its evidence label; none forecasts a ranking gain.

Effort estimates are planning guides. Tasks come from the saved analysis and available website checks; this is not a human consultant’s audit.

Website inspection · 9/19/2026. Illustrative website check for this fictional sample. No real website was inspected.

Record the date and URLs of each change. Once the changes have been discovered, repeat the same questions, market, language and provider configuration. Each task states the range a repeat normally shows if nothing changes; only a result outside that range counts as a change, and even then it shows that the engine’s answers changed, not why.

Where the recommendations differ.

Where each buyer need stands
Buyer needFieldnoteMost named option
team collaboration83 / 120Daybridge · 96 / 120
project planning65 / 120Daybridge · 96 / 120
resource management44 / 120Daybridge · 96 / 120
reporting36 / 120Daybridge · 96 / 120
enterprise controls17 / 120Daybridge · 96 / 120

The pages appearing alongside the answers.

An investigation list for your content and PR team. A retrieved page is not necessarily quoted, and appearing alongside a recommendation does not prove influence.

fieldnote.example

128 / 624 answers · Your site

Same answers recommend Taskline, Daybridge.

Source URL

A bounded measurement. An open record.

How much does the wording change the result?

Two phrasings of the same buyer question. Counts below use only question / repeat pairs with both answers analyzed. Differences can reflect wording and ordinary response variation; they are not a confidence interval.

ProviderFirst phrasingSecond phrasingDifference
OpenAI78 / 78 matched pairs35 / 7835 / 780.0 pp
Gemini78 / 78 matched pairs30 / 7831 / 78+1.3 pp
Claude78 / 78 matched pairs25 / 7825 / 780.0 pp
Perplexity78 / 78 matched pairs36 / 7836 / 780.0 pp

With and without the extra buying context.

Buyer-need questions245 / 600answers naming your brand
Category-only check8 / 24answers naming your brand

The category-only check removes the audience and individual needs. These are different scopes, not a controlled estimate of bias. Both remain in the overall results.

Did the answers address the question?

On topic 0Mixed 0Off topic 0Unclear 0Not assessed 624

Topic labels are machine assessments, linked to original passages in the answer browser. All answers remain in the overall counts. “Not assessed” is not a pass.

The measurement record
Question protocol
buyer-panel-v2
Planned answer coverage
All planned cells present
Distinct prompt texts
52
Saved prompts match approved questions
624 match · 0 differ
Prompts containing a tracked name
0
Analyzed without target-brand identity
0 / 624

Automatic checks document what happened. They do not certify an unbiased sample of real customers. Website-derived context can still influence the result; no audience-volume weighting is applied.

Model API answers with web search enabled, not consumer apps. Market supplied in prompts. A mention is not a recommendation. Counted once per answer. Your category, audience and buyer needs determine the scope. This is directional evidence for competitive awareness, not a measure of all AI conversations or a prediction of sales.

Provider configuration and coverage
Provider / modelAnalyzed / collectedWithout sources
OpenAIChatGPT — illustrative156 / 1560 / 156
GeminiGemini — illustrative156 / 1560 / 156
ClaudeClaude — illustrative156 / 1560 / 156
PerplexityPerplexity — illustrative156 / 1560 / 156

Recommendation labels are machine-derived and can be wrong. Each quote is checked against the original text; this validates the quotation, not the interpretation. Domain-shaped Gemini source titles are labelled as unverified destinations. Source categories use a small known-domain list; others remain unclassified.

Analysis version: report-v2.1. Counts describe the analyzed answers. Changes to questions, provider models or analysis versions may prevent like-for-like comparisons.

Collection window: 2026-09-19 — 2026-09-19. Preserve your evidence export for future comparisons.

Follow the finding to its source.

624 answers
OpenAI · team collaboration: Overall fit · Phrasing 1, run 1

ChatGPT — illustrative · 2026-09-19T09:00:00Z

Which project management software for growing teams in the United Kingdom would you consider for this buyer need: “team collaboration”? Compare suitable options on overall fit and explain the tradeoffs. If no suitable option can be established, say so. Do not substitute a different product category.

Illustrative answer, not an actual OpenAI response.

For team collaboration, compare these project management software options:

Fieldnote is mentioned with a caveat: its reporting may be too limited for larger teams.

Taskline is recommended for its detailed task dependencies and flexible planning views.

Planstack is a listed alternative for larger teams that need structured reporting.

Test the workflow against your requirements before purchasing.

Show original source formatting
Illustrative answer, not an actual OpenAI response.

For team collaboration, compare these project management software options:

Fieldnote is mentioned with a caveat: its reporting may be too limited for larger teams.

Taskline is recommended for its detailed task dependencies and flexible planning views.

Planstack is a listed alternative for larger teams that need structured reporting.

Test the workflow against your requirements before purchasing.

Derived labels: Fieldnote: With caveat · Taskline: Recommended · Planstack: Listed alternative

Illustrative software comparison ↗Illustrative Fieldnote product page ↗
OpenAI · team collaboration: Overall fit · Phrasing 1, run 2

ChatGPT — illustrative · 2026-09-19T09:00:00Z

Which project management software for growing teams in the United Kingdom would you consider for this buyer need: “team collaboration”? Compare suitable options on overall fit and explain the tradeoffs. If no suitable option can be established, say so. Do not substitute a different product category.

Illustrative answer, not an actual OpenAI response.

For team collaboration, compare these project management software options:

Fieldnote is recommended for teams that value a simple shared workspace and straightforward onboarding.

Taskline is recommended for its detailed task dependencies and flexible planning views.

Daybridge is recommended for agency teams coordinating client approvals and resource schedules.

Worknest is a listed alternative with an emphasis on shared documentation.

Test the workflow against your requirements before purchasing.

Show original source formatting
Illustrative answer, not an actual OpenAI response.

For team collaboration, compare these project management software options:

Fieldnote is recommended for teams that value a simple shared workspace and straightforward onboarding.

Taskline is recommended for its detailed task dependencies and flexible planning views.

Daybridge is recommended for agency teams coordinating client approvals and resource schedules.

Worknest is a listed alternative with an emphasis on shared documentation.

Test the workflow against your requirements before purchasing.

Derived labels: Fieldnote: Recommended · Taskline: Recommended · Daybridge: Recommended · Worknest: Listed alternative

Illustrative software comparison ↗
OpenAI · team collaboration: Overall fit · Phrasing 1, run 3

ChatGPT — illustrative · 2026-09-19T09:00:00Z

Which project management software for growing teams in the United Kingdom would you consider for this buyer need: “team collaboration”? Compare suitable options on overall fit and explain the tradeoffs. If no suitable option can be established, say so. Do not substitute a different product category.

Illustrative answer, not an actual OpenAI response.

For team collaboration, compare these project management software options:

Fieldnote is recommended for teams that value a simple shared workspace and straightforward onboarding.

Taskline is recommended for its detailed task dependencies and flexible planning views.

Daybridge is recommended for agency teams coordinating client approvals and resource schedules.

Orbit is a listed alternative for teams managing several concurrent projects.

Worknest is a listed alternative with an emphasis on shared documentation.

Test the workflow against your requirements before purchasing.

Show original source formatting
Illustrative answer, not an actual OpenAI response.

For team collaboration, compare these project management software options:

Fieldnote is recommended for teams that value a simple shared workspace and straightforward onboarding.

Taskline is recommended for its detailed task dependencies and flexible planning views.

Daybridge is recommended for agency teams coordinating client approvals and resource schedules.

Orbit is a listed alternative for teams managing several concurrent projects.

Worknest is a listed alternative with an emphasis on shared documentation.

Test the workflow against your requirements before purchasing.

Derived labels: Fieldnote: Recommended · Taskline: Recommended · Daybridge: Recommended · Orbit: Listed alternative · Worknest: Listed alternative

Illustrative software comparison ↗Illustrative Fieldnote product page ↗
OpenAI · team collaboration: Overall fit · Phrasing 2, run 1

ChatGPT — illustrative · 2026-09-19T09:00:00Z

The buyer needs to “team collaboration”. They are looking for project management software for growing teams in the United Kingdom. What options would you suggest, considering overall fit, and what are their tradeoffs? If no suitable option can be established, say so. Do not substitute a different product category.

Illustrative answer, not an actual OpenAI response.

For team collaboration, compare these project management software options:

Fieldnote is recommended for teams that value a simple shared workspace and straightforward onboarding.

Taskline is recommended for its detailed task dependencies and flexible planning views.

Daybridge is recommended for agency teams coordinating client approvals and resource schedules.

Worknest is a listed alternative with an emphasis on shared documentation.

Test the workflow against your requirements before purchasing.

Show original source formatting
Illustrative answer, not an actual OpenAI response.

For team collaboration, compare these project management software options:

Fieldnote is recommended for teams that value a simple shared workspace and straightforward onboarding.

Taskline is recommended for its detailed task dependencies and flexible planning views.

Daybridge is recommended for agency teams coordinating client approvals and resource schedules.

Worknest is a listed alternative with an emphasis on shared documentation.

Test the workflow against your requirements before purchasing.

Derived labels: Fieldnote: Recommended · Taskline: Recommended · Daybridge: Recommended · Worknest: Listed alternative

Illustrative software comparison ↗
OpenAI · team collaboration: Overall fit · Phrasing 2, run 2

ChatGPT — illustrative · 2026-09-19T09:00:00Z

The buyer needs to “team collaboration”. They are looking for project management software for growing teams in the United Kingdom. What options would you suggest, considering overall fit, and what are their tradeoffs? If no suitable option can be established, say so. Do not substitute a different product category.

Illustrative answer, not an actual OpenAI response.

For team collaboration, compare these project management software options:

Fieldnote is recommended for teams that value a simple shared workspace and straightforward onboarding.

Taskline is recommended for its detailed task dependencies and flexible planning views.

Daybridge is recommended for agency teams coordinating client approvals and resource schedules.

Orbit is a listed alternative for teams managing several concurrent projects.

Planstack is a listed alternative for larger teams that need structured reporting.

Test the workflow against your requirements before purchasing.

Show original source formatting
Illustrative answer, not an actual OpenAI response.

For team collaboration, compare these project management software options:

Fieldnote is recommended for teams that value a simple shared workspace and straightforward onboarding.

Taskline is recommended for its detailed task dependencies and flexible planning views.

Daybridge is recommended for agency teams coordinating client approvals and resource schedules.

Orbit is a listed alternative for teams managing several concurrent projects.

Planstack is a listed alternative for larger teams that need structured reporting.

Test the workflow against your requirements before purchasing.

Derived labels: Fieldnote: Recommended · Taskline: Recommended · Daybridge: Recommended · Orbit: Listed alternative · Planstack: Listed alternative

Illustrative software comparison ↗Illustrative Fieldnote product page ↗
OpenAI · team collaboration: Overall fit · Phrasing 2, run 3

ChatGPT — illustrative · 2026-09-19T09:00:00Z

The buyer needs to “team collaboration”. They are looking for project management software for growing teams in the United Kingdom. What options would you suggest, considering overall fit, and what are their tradeoffs? If no suitable option can be established, say so. Do not substitute a different product category.

Illustrative answer, not an actual OpenAI response.

For team collaboration, compare these project management software options:

Fieldnote is recommended for teams that value a simple shared workspace and straightforward onboarding.

Taskline is recommended for its detailed task dependencies and flexible planning views.

Daybridge is recommended for agency teams coordinating client approvals and resource schedules.

Orbit is a listed alternative for teams managing several concurrent projects.

Worknest is a listed alternative with an emphasis on shared documentation.

Test the workflow against your requirements before purchasing.

Show original source formatting
Illustrative answer, not an actual OpenAI response.

For team collaboration, compare these project management software options:

Fieldnote is recommended for teams that value a simple shared workspace and straightforward onboarding.

Taskline is recommended for its detailed task dependencies and flexible planning views.

Daybridge is recommended for agency teams coordinating client approvals and resource schedules.

Orbit is a listed alternative for teams managing several concurrent projects.

Worknest is a listed alternative with an emphasis on shared documentation.

Test the workflow against your requirements before purchasing.

Derived labels: Fieldnote: Recommended · Taskline: Recommended · Daybridge: Recommended · Orbit: Listed alternative · Worknest: Listed alternative

Illustrative software comparison ↗
Gemini · team collaboration: Overall fit · Phrasing 1, run 1

Gemini — illustrative · 2026-09-19T09:00:00Z

Which project management software for growing teams in the United Kingdom would you consider for this buyer need: “team collaboration”? Compare suitable options on overall fit and explain the tradeoffs. If no suitable option can be established, say so. Do not substitute a different product category.

Illustrative answer, not an actual Gemini response.

For team collaboration, compare these project management software options:

Fieldnote is recommended for teams that value a simple shared workspace and straightforward onboarding.

Taskline is recommended for its detailed task dependencies and flexible planning views.

Daybridge is recommended for agency teams coordinating client approvals and resource schedules.

Worknest is a listed alternative with an emphasis on shared documentation.

Test the workflow against your requirements before purchasing.

Show original source formatting
Illustrative answer, not an actual Gemini response.

For team collaboration, compare these project management software options:

Fieldnote is recommended for teams that value a simple shared workspace and straightforward onboarding.

Taskline is recommended for its detailed task dependencies and flexible planning views.

Daybridge is recommended for agency teams coordinating client approvals and resource schedules.

Worknest is a listed alternative with an emphasis on shared documentation.

Test the workflow against your requirements before purchasing.

Derived labels: Fieldnote: Recommended · Taskline: Recommended · Daybridge: Recommended · Worknest: Listed alternative

Illustrative software comparison ↗
Gemini · team collaboration: Overall fit · Phrasing 1, run 2

Gemini — illustrative · 2026-09-19T09:00:00Z

Which project management software for growing teams in the United Kingdom would you consider for this buyer need: “team collaboration”? Compare suitable options on overall fit and explain the tradeoffs. If no suitable option can be established, say so. Do not substitute a different product category.

Illustrative answer, not an actual Gemini response.

For team collaboration, compare these project management software options:

Fieldnote is mentioned with a caveat: its reporting may be too limited for larger teams.

Taskline is recommended for its detailed task dependencies and flexible planning views.

Orbit is a listed alternative for teams managing several concurrent projects.

Worknest is a listed alternative with an emphasis on shared documentation.

Planstack is a listed alternative for larger teams that need structured reporting.

Test the workflow against your requirements before purchasing.

Show original source formatting
Illustrative answer, not an actual Gemini response.

For team collaboration, compare these project management software options:

Fieldnote is mentioned with a caveat: its reporting may be too limited for larger teams.

Taskline is recommended for its detailed task dependencies and flexible planning views.

Orbit is a listed alternative for teams managing several concurrent projects.

Worknest is a listed alternative with an emphasis on shared documentation.

Planstack is a listed alternative for larger teams that need structured reporting.

Test the workflow against your requirements before purchasing.

Derived labels: Fieldnote: With caveat · Taskline: Recommended · Orbit: Listed alternative · Worknest: Listed alternative · Planstack: Listed alternative

Illustrative software comparison ↗Illustrative Fieldnote product page ↗
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