Northfield Studio
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
Your brand

Fieldnote

Named
40.5%253 answers
Recommended
31.6%197 answers
Named first
40.5%253 answers

Brands found in the answers

6 brands · Base: 624 analysed answers

All bars use the same 0–80% scale. Select a column to sort.

Brand counts and percentages across 624 analysed answers
Brand
Discovered alternative
79.8%498 / 62479.8%498 / 62417.9%112 / 624
78.0%487 / 62478.0%487 / 62437.5%234 / 624
70.4%439 / 6240.0%0 / 6244.0%25 / 624
66.5%415 / 6240.0%0 / 6240.0%0 / 624
Your brand
40.5%253 / 62431.6%197 / 62440.5%253 / 624
25.0%156 / 6240.0%0 / 6240.0%0 / 624

Each brand counts once per answer. “Named first” records order, not preference.

Measurement & name matching

Percentages use the analysed answers in this report. Several brands can appear in one answer, so percentages across brands do not add up to 100%. These are observed frequencies, not a market ranking or a measure of service quality.

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)

Additional observations · 2Clarify who can approve changes and see project history · Publish a practical guide to client reporting
From the inspected evidence · Illustrative sample

Additional observations

Specific findings from the inspected pages and saved answers. Open the evidence before deciding on a change.

01 / Your websiteVisibility effect untested

Clarify who can approve changes and see project history

Suggested owner
Product marketing + content
Indicative effort
Half-day brief; publishing varies
Steps, evidence and a definition of done.
What you’re working towards

A verified permissions table on the existing features page, covering roles, approvals and access to project history.

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.

Your own pages are the part you control directly.

Visibility effect untested. This report measures a gap; it does not establish that the proposed change would improve AI visibility.

Already covered

The illustrative features page already names enterprise controls and permissions.

The remaining question

The excerpt does not explain which roles can approve changes or view project history. Check the full page before adding that detail.

Why it helps the buyer

A buyer can check whether the documented approval workflow fits their team before booking a demo.

Supporting evidence

OpenAI answer

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

Inspected page

Enterprise controls and permissions.

Fieldnote features — illustrative

Our interpretation. This fictional excerpt names permissions but does not describe roles. The task checks the full page and product facts before changing anything.

Published research
  • In controlled tests where the page was already available to the model, pages that matched the question and stated prices, specifications and a current date were cited first more often; formatting changes alone had no effect. Source
  • A 2026 review of 45 studies found no technique with a stable, cross-platform causal effect on whether AI engines find a page. Source

Treat this as an experiment: no controlled study shows that page edits reliably change AI recommendations.

Work through it.

0 / 3 checked
Done when

A buyer can identify the available permissions and their plan requirements on the features page, with the product owner’s sign-off.

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.

About these observations

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.

reviews.example

415 / 624 answers

Most often recommended in the same answers: Daybridge (331), Taskline (330).

Source URL

agency-guide.example

209 / 624 answers

Most often recommended in the same answers: Daybridge (167), Taskline (157).

Source URL

fieldnote.example

128 / 624 answers · Your site

Most often recommended in the same answers: Taskline (128), Daybridge (98).

Source URL

Your site in returned sources

This compares brand mentions with the sources returned by each provider. An absent source does not prove the site was not retrieved. This is not evidence of cause and effect.

OpenAI: named Fieldnote in 35 of 35 answers whose returned sources included your site; 35 of 121 whose returned sources did not include it.

Gemini: named Fieldnote in 30 of 30 answers whose returned sources included your site; 31 of 126 whose returned sources did not include it.

Claude: named Fieldnote in 25 of 25 answers whose returned sources included your site; 25 of 131 whose returned sources did not include it.

Perplexity: named Fieldnote in 38 of 38 answers whose returned sources included your site; 34 of 118 whose returned sources did not include it.

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-v2.7-explicit-identities. 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.

Requested model: ChatGPT — illustrative · Sep 19, 2026, 9:00 AM UTC

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.

Requested model: ChatGPT — illustrative · Sep 19, 2026, 9:00 AM UTC

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.

Requested model: ChatGPT — illustrative · Sep 19, 2026, 9:00 AM UTC

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.

Requested model: ChatGPT — illustrative · Sep 19, 2026, 9:00 AM UTC

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.

Requested model: ChatGPT — illustrative · Sep 19, 2026, 9:00 AM UTC

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.

Requested model: ChatGPT — illustrative · Sep 19, 2026, 9:00 AM UTC

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.

Requested model: Gemini — illustrative · Sep 19, 2026, 9:00 AM UTC

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.

Requested model: Gemini — illustrative · Sep 19, 2026, 9:00 AM UTC

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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Fieldnote · United Kingdom · 2026-09-19 Northfield Studio
Model API answers with web search enabled, not consumer apps. Market supplied in prompts. A mention is not a recommendation. Counted once per answer.