Your AI presence, measured.

Fully customizable Practitioner-built Scalable
Watch the 60-second overview

Your brand is being discussed in AI answers right now

Every day, buyers ask ChatGPT, Perplexity, Gemini, and Google AI Overviews who to trust in your category. The answers shape shortlists before a buyer visits your website, reads a press hit, or clicks an ad.

Media monitoring, social listening, and web analytics don’t capture any of this. They were built for a different era. None of them tell you whether AI is mentioning your brand, how it’s describing you, whether it’s recommending you — or leaving you out entirely.

Three dimensions of AI presence

aimprint™ measures brand presence in AI-generated answers across three pillars. Each answers a distinct question. Together they produce a single composite aimprint™ Score.

Reach
Are you appearing in the answers that matter?
How often your brand shows up across the AI prompts most relevant to your category — the foundation of any AI presence.
Answer Share of Voice Citation Share AI Presence Rate
Influence
Are you being recommended — or just mentioned?
Appearing in an answer is not the same as earning the primary recommendation. Influence measures how often your brand gets the call.
Recommendation Rate Competitive Win Rate
Narrative
Is AI telling your story accurately?
What story is AI constructing? Narrative measures whether AI responses are amplifying your intended positioning — or distorting it.
AI Answer Sentiment AI Narrative Alignment
70
AIMPRINT™ SCORE
Composite · all engines
Reach
72
Influence
58
Narrative
80

Illustrative example. Actual scores reflect your brand, category, and prompt set.

What your AI presence actually looks like

The aimprint™ Score is the top line. What sits underneath it is what makes the measurement actionable.

Appearing isn’t winning

60 Prompts tested
41 Brand present 68% of prompts
31 Favorable 52% of prompts
22 Recommended 37% of prompts

Presence, favorability, and recommendation are three distinct outcomes. Most tools only see the first. aimprint tracks all three.

Where you’re absent — and who fills the gap

Present Absent

Each square is a prompt in your set. aimprint identifies exactly which ones your brand is missing from — and which competitor fills the answer when you’re not there.

Who wins the answer

Answer win rate — illustrative
Competitor A
52%
Competitor B
28%
Your brand
20%

When multiple brands appear in the same AI response, aimprint identifies who earns the primary recommendation — not just who showed up.

Presence by buyer intent. aimprint breaks results down by intent theme — discovery, comparison, and recommendation prompts tell different stories. A brand with strong awareness presence may have weak conversion-stage presence, and vice versa.

Tracked where your buyers are asking

aimprint™ queries your brand across the AI engines your buyers are actually using, and scores each engine’s response independently. Engine coverage is configurable — you can weight platforms to reflect where your audience actually lives.

ChatGPT Perplexity Claude Gemini Google AI Overviews Google AI Mode

Coverage expands as the AI landscape evolves. The scoring architecture is built to absorb new engines without disrupting historical comparability.

Built differently from the start

Visibility Gap Analysis

Not just a score — a map. aimprint identifies the specific prompts where your brand is absent, so you know exactly where to focus rather than chasing a vague aggregate signal.

Competitive Winner Analysis

Share of voice tells you if you appeared. Winner analysis tells you who earned the recommendation. A brand can appear in every competitive answer and still be losing if a rival wins the endorsement.

Fully Customizable

Prompt sets, intent themes, engine weights, pillar weights, and scoring bands are all calibrated to your brand. aimprint is not a one-size-fits-all scorecard — it is configured to your brand before scoring begins.

Transparent & Auditable

Every score includes a full validation export — raw engine responses, computed KPIs, and configuration captured at run time. You can drill from composite to pillar to the row of source data that contributed to it.

Analysis & Recommendations Included

aimprint is not a dashboard you’re left to interpret on your own. Every measurement cycle includes a written narrative review, strategic recommendations, and practitioner context — an expert read on what moved, why it matters, and where to focus next. You get the platform and the analyst.

How an aimprint™ engagement works

aimprint™ is both a tool and a service. Clients have direct access to an interactive dashboard — full scores, pillar drill-downs, engine filters, and prompt-level detail. On top of that, Aperture Insights delivers a practitioner analysis layer: monthly reports, narrative review, and strategic recommendations that go beyond what the numbers show on their own.

1

Onboard

A configuration workshop establishes the measurement foundation: your prompt set and intent themes (you review and approve the final list before anything runs), engine weights calibrated to where your audience actually asks questions, and scoring bands tuned to your category and company size.

2

Baseline

The first full measurement run produces your starting aimprint™ Score across all three pillars. It establishes the competitive benchmark you’ll track against — and often surfaces the most actionable immediate gaps before any optimization work begins.

3

Monthly Cadence

Standard engagements run monthly. Each cycle delivers a complete set of measurement outputs with practitioner review and strategic recommendations — not just refreshed numbers. Teams with faster feedback needs can run on an accelerated cadence.

What each measurement run includes
Composite aimprint™ Score with pillar drill-down
Narrative review — how AI is characterizing your brand
KPI-level breakdown across all seven metrics
Strategic recommendations from a practitioner
Prompt-level visibility map (present vs. absent)
Full validation export — raw responses and computed KPIs
Already running integrated brand measurement? aimprint™ AI visibility data maps directly into the REPP Score™ framework — as the AI Visibility layer across the Reach, Engagement, and Performance pillars. aimprint runs as a standalone product or as the AI visibility layer within a broader REPP Score implementation.

Frequently asked questions

What does aimprint™ actually measure?

aimprint measures how your brand appears — and how it is characterized — inside AI-generated responses across major AI engines. It tracks three dimensions: Reach (how often your brand appears across relevant prompts), Influence (how often your brand is recommended rather than merely mentioned), and Narrative alignment (how accurately and favorably AI characterizes your brand relative to your intended positioning).

The seven underlying KPIs are: Answer Share of Voice, Citation Share, and AI Presence Rate (Reach); Recommendation Rate and Competitive Win Rate (Influence); and AI Answer Sentiment and AI Narrative Alignment (Narrative). Each is scored individually, aggregated into its pillar score, and then into the composite 0–100 aimprint™ Score.

Which AI engines does aimprint cover?

aimprint currently tracks ChatGPT, Perplexity, Claude, Gemini, Google AI Overviews, and Google AI Mode. Coverage is configurable — you can weight engines based on where your audience actually asks questions. The scoring architecture is built to absorb new engines without disrupting historical comparability.

How is this different from share of voice or SEO tracking?

Traditional share of voice measures brand mentions in earned media or social conversation. SEO tracking measures rankings and click-through in search results. Neither captures what happens inside AI-generated answers — a fundamentally different medium that does not follow ranking algorithms, does not link to your site, and does not appear in your analytics. aimprint was built specifically to measure that output.

Is aimprint a tool or a service?

Both. Clients have direct access to an interactive dashboard where they can explore scores at any level of detail — composite aimprint™ Score down through pillar scores, individual KPIs, engine-by-engine breakdowns, and all the way to the prompt level. The tool is built for self-directed exploration.

On top of that, Aperture Insights delivers a practitioner analysis layer. Each measurement cycle includes a written narrative review, strategic recommendations, and context that the numbers alone don’t provide — an expert read on what moved, why it matters, and where to focus next. The standard cadence is monthly, with accelerated options available for teams that need faster feedback loops.

Think of it as getting the platform and an analyst who knows how to use it.

How are prompts chosen?

Prompt development is a collaborative onboarding process. We start with your category, competitive landscape, and audience, then build a prompt set across intent themes — discovery, comparison, feature evaluation, recommendation, and more — that reflects how real buyers ask questions in your space. You review and approve the final set before measurement begins, and it can be refined over time.

What does the output look like?

Measurement outputs include: a composite aimprint™ Score with pillar-level drill-down; a prompt-level presence map showing where your brand appears and where it doesn’t; competitive winner analysis identifying who earns the primary recommendation when multiple brands are cited; a narrative review of how AI engines characterize your brand; and a full validation export. Reports are delivered as an interactive dashboard and in executive summary and detailed analyst formats.

How does aimprint™ relate to REPP Score™?

aimprint™ is a standalone AI presence measurement product. REPP Score™ is Aperture Insights’ integrated brand measurement framework covering earned media, social, performance, and persistence alongside AI visibility. The two are complementary — aimprint can run independently or as the AI visibility layer within a broader REPP Score implementation.

Want to see what aimprint™ looks like with your data?

We run a live measurement session against your category prompts, show you exactly where your brand stands across major AI engines, and deliver a branded summary with your aimprint™ Score within two weeks.

Request a walkthrough Watch the overview

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