Solutions

Eye for AI Research

Studying how models actually answer, cite, and drift over time takes more than a single prompt and a screenshot. Eye runs the same prompt suite across every major engine on a schedule, attributes every answer to its sources, and writes the finding up as a structured brief you can share or cite.

Free plan · No credit card · Set up in minutes

1Know how AI describes you
2Decide what to fix
3Ship the work
Outcomes

What changes when you use Eye.

Eye turns how AI answers into visibility you can measure, and gaps into finished work you can ship.

Repeatable evaluations, not one-off checks

Run the identical prompt set across platforms and time windows for comparisons you can actually defend.

Attribution through real citations

Track which domains show up in each answer and how retrieval and sourcing differ across models.

Behavioral drift, quantified

Detect changes in narratives, sentiment and ranking stability across runs — not just anecdotally, but as a number.

A finding, not just a dataset

Export the raw structured results for your own analysis, or let Agents draft the write-up as a status report or research memo.

Workflows

What you will actually do in Eye.

A small set of repeatable workflows that keep the depth and stay easy to act on.

How it works, step by step
01
Design a prompt suite

Capture the questions, personas and constraints for your study, then run it across every engine you’re evaluating.

02
Compare outputs side by side

See differences in mentions, position and citations across platforms for the exact same prompt.

03
Track drift & stability

Measure how answers change across repeated runs to quantify volatility rather than describe it.

04
Inspect sources and domains

Study which domains get cited and how that correlates with what the model actually recommends.

05
Draft the write-up

Turn a finished evaluation into a status report or research memo — summary, method, findings and caveats — ready to circulate.

06
Export structured results

Pull raw, structured output for your own statistical analysis or downstream research pipeline.

Inside Eye

The depth you need, without the clutter.

Platform comparison

The same prompt, answered by every major engine, laid out for a controlled comparison.

Share of voice
Brand mentions across all tracked questions
Northpeak31%
You27%
Strideline19%
Tempo13%
Others10%
LLM mentions and outcomes

Quantified mention rates and ranking behavior across platforms, not just a qualitative read.

Sources AI trusts in your category
Times cited in AI answers · whether they mention you
runnersworld.com
Missing you
reddit.com
Mentions you
yourbrand.com
Mentions you
rtings.com
Missing you
outdoorgearlab.com
Missing you
wikipedia.org
Mentions you
Citation dynamics across runs

How retrieval and source authority shift over repeated runs of the same prompt suite.

Who AI names, question by question
Position in the answer (1 = named first)
QuestionYouNorthpeakStridelineTempo
best shoe for flat feet—123
most durable running shoe213—
best trail shoe for mud13—2
carbon plate shoe for beginners312—
eco-friendly running shoes—21—
From dataset to write-up

A finished evaluation doesn’t stop at an export here — Agents draft the status report or memo that summarizes it.

Visibility in AI answers
Share of answers that name each brand, last 12 weeks
+29 pts
YouNorthpeakStridelineTempo
  • Approval before anything ships
  • Every answer and source one click away
  • Re-measured after every fix goes live
Questions

Eye for AI Research: common questions.

What does Eye for AI Research measure?

How often AI assistants name your brand for the questions your buyers ask, in what position and tone, against which competitors, and which sources they rely on.

How quickly can we start?

Setting up a project takes a few minutes and your first analysis runs straight away. There is a free plan and no credit card is needed to start.

Does Eye do the work or just report it?

Both. Eye ranks the fixes and its agents write the finished deliverables, from pages and FAQs to outreach, which wait for your approval.

See how AI represents you.

Create a project, pick your questions, and see where AI puts you, with the first fixes, in minutes.

Free plan available. No credit card to start.