NEWv1.17: Audited & Actionable
Intelligence

Who does AI think you compete with? A proprietary metric that tells you.

Measure how closely AI associates your brand with each competitor.

120 credits free. No credit card required.

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The problem

Being on the same list as Competitor X can be great or terrible depending on positioning. Most monitoring only counts mentions: high volume with low differentiation is invisible churn. You need a metric for how AI thinks about your substitutability.

What it does

Proximity Score quantifies how tightly AI engines cluster your brand with each competitor. Derived from co-mention frequency, topic overlap and response structure. A high score means AI treats you interchangeably. A low score means you are mis-positioned.

Inside the feature

  • Proprietary 0-100 proximity metric
  • Per-competitor, per-topic, per-engine
  • Temporal evolution (clustering drift)
  • Actionable: identify repositioning opportunities

Why Qwairy is different

Most tools

Show only mention counts.

Qwairy

Measure how closely AI clusters you with each competitor (0-100 score).

Most tools

Aggregate positioning data.

Qwairy

Per-topic proximity reveals where you are interchangeable vs differentiated.

Most tools

Single-point-in-time snapshots.

Qwairy

Weekly proximity drift tracking to catch perception shifts.

How it works

1

Establish a baseline

Qwairy calculates proximity scores with your top 10 competitors at onboarding. Zero setup on your side.

2

Track drift

Scores update weekly. A rising score with a given competitor means AI is treating you more interchangeably over time.

3

Act on the trend

Use topic-level proximity to pick differentiation angles for content, PR or positioning work. Re-measure after the effort.

Use cases

01

Repositioning baseline

Measure your proximity score with three competitors before a rebrand. Track the score quarterly to prove repositioning lift.

02

Defend category ownership

Score rising against a new entrant means AI is starting to treat you interchangeably. Counter with category-defining PR before the perception sets.

03

Topic-level differentiation

You are close to Competitor Y on pricing prompts but differentiated on enterprise prompts. Focus content on the high-proximity topics.

FAQ

Frequently Asked Questions

Common questions about Competitor Proximity Score.

Composite of three signals: co-mention frequency, topic overlap and response-structure similarity. Normalized to 0-100 per competitor.

Depends on strategy. Low proximity (below 30) means differentiated. High proximity (above 70) means commodity perception. Mid-range is typical for real competitors.

Yes. Manually add any brand. Qwairy will compute proximity retroactively and forward-track.

High proximity with many competitors usually means your positioning is too broad. Qwairy flags this and suggests topic-level differentiation angles.

From the first day of monitoring. Enterprise plans retain 3 years of historical proximity data.

Ready to unlock Competitor Proximity Score?

Start free with 120 credits and the full feature set. No credit card required.