Poliris Sentiment

Understand how AI describes your brand.

Showing up in AI answers isn't enough what matters is how you show up. Poliris scores the way AI talks about you, on every axis your market buys on, across every model, against every competitor.

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Your AI reputation, in plain sight.

Transparent and granular: your sentiment broken down by axis and by model, with every score traceable to the exact words AI uses about you.

app.poliris.io . Sentiment
Nike
Sentiment · Updated today
Overall sentimentStrong

Nora: Sentiment is Strong overall Durability is the weak point. Prioritize it before competitors exploit the gap.

Over time
Very StrongStrongModerateWeakVery WeakApr 27May 4May 11May 18May 25Jun 1

Sentiment Breakdown

Quick read of what lifts or limits sentiment

Strong
Brand awarenessVery Strong
PerformanceStrong
DesignStrong
DurabilityPriorityWeak
What's inside

Five reasons it's more than monitoring.

Most tools stop at a number. Each one below is a strength of the analysis and what turns AI sentiment into something you can act on.

01

Per-axis sentiment

Score every axis your buyers judge not just one blended number.

See it
02

Full breakdown

Drill into sentiment by axis and by model, with over-time tracking.

See it
03

Competitive

See how AI ranks your brand against every competitor, axis by axis.

See it
04

IVY agent

AI that reads your scores, finds the gaps, and builds the fix plan.

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05

Evidence

See the exact AI words behind every score annotated and traceable.

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01 · Product focus

We grade axes. Not just prompts.

We start from your product, not a prompt list scoring every AI answer on the axes your buyers actually judge, then rolling them into one sentiment per axis.

Each answer is scored:▲ Positive▲▼ Neutral▼ Negative then rolled into one sentiment per axis.
HUNDREDS OF AI ANSWERSONE SENTIMENT PER AXIS"Which trendy sneakers dominate street style?"▲"Best affordable and reliable everyday sneakers?"▲"Best value-for-money sneakers for commuting?"▲▼"Most comfortable shoes with arch support?"▲"High-performance running shoes for trails?"▲▼"Lightweight gym shoes for maximum stability?"▲"Best cross-training shoes for intense workouts?"▲Brand awarenessfrom 18 promptsVery StrongDesignfrom 20 promptsStrongDurabilityfrom 15 promptsWeakPerformancefrom 22 promptsStrong

Each axis is a real buying decision the score tells you exactly where AI is helping or hurting your pipeline.

02 · Full breakdown

Break it down, every way.

One number hides what matters. We read your sentiment by axis and by model because the fix is never the same twice.

By axis

Every score broken out by the four axes we track. See what's holding you back and what's already working.

Brand awarenessVery Strong
PerformanceStrong
DesignStrong
DurabilityPriorityWeak

Scores averaged across all models · updated weekly

By model

The same brand, four different AI voices. Find which models are your allies and which need work.

GeminiGeminigemini-3.1-pro-previewVery Strong
ChatGPTChatGPTgpt-4o-miniStrong
MistralMistralmistral-7b-instruct-v0.2Strong
ClaudeClaudeclaude-haiku-4-5-20251001PriorityWeak

Brand awareness axis · last 90 days

AI Sentiment Trend · Nike
Overall Score
Strong
↑ +5 pts vs. 30 days ago
Models Tracked
4
AI engines · real-time
At-Risk Axis
1
Durability · dropping
Very StrongStrongModerateWeakVery WeakApr 27May 4May 11May 18May 25Jun 1Flagged early · Day 25StrongWeak
Overall sentimentSlipping axis (Durability)
Poliris monitors every axis, every day
Poliris flags a slipping axis before it becomes a lost deal so you can act on the signal, not the damage.
03 · Your competitors

See how AI ranks the field.

These are your real competitors scored on the same axes. See where AI is handing them wins you should own.

BrandBrand AwarenessDesignDurabilityPerformanceOverall Axes
Adidas
Very Strong
Strong
Moderate
Strong
Strong
NikeYou
Very Strong
Strong
Weak
Strong
Strong
On
Strong
Strong
Strong
Strong
Strong
Hoka
Moderate
Moderate
Very Strong
Strong
Strong
Brooks
Very Strong
Strong
Strong
New Balance
Very Strong
Strong
Strong
Moderate
Strong
Sample data. Your real report shows your brand and up to 10 competitors, scored on the axes that matter in your market refreshed weekly.
Meet IVY · your AI sentiment agent

Your analyst, on tap.

IVY reads every axis, engine and answer then tells you what changed, why, and what to do, in plain language.

  • ExplainsWhat's lifting each axis, what's dragging it.
  • AlertsFlags a slipping axis before it becomes a problem.
  • RecommendsA concrete next step, not just a score.
IVY
I IVY · Sentiment analyst
Why is my Durability sentiment slipping?
On durability questions, Gemini now puts Hoka and Brooks first and mentions Nike later dragging Durability down 11 points in 30 days. Every other axis is stable.
What do I do?
IIVY's action plan
1Publish durability test results and materials data+9 pts
2Add a long-term wear FAQ with athlete testimonials+5 pts
3Get cited on 2 running-gear review sites+3 pts
05 · Evidence

Open the black box.

Every score is built from the actual words AI uses about you here's how we read one answer.

AI answerClaude
… For everyday sneakers, Nike is a go-to for iconic style and wide availability, with the Air Force 1 remaining consistently popular across budgets. That said, some reviewers note recent models show reduced sole durability versus older releases. Overall, Nike offers solid value in the $70–$120 range. …
How we scored it
Brand awareness ↑Design ↑Durability ↓Value ↑
Brand awarenessDesignValue
→+positive signals+
Durability
→−negative signal= net score for this answer

See how AI talks about you free.

Run a sentiment scan on your brand and your competitors axis by axis, model by model and find out exactly where you're slipping.

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ChatGPTGeminiPerplexityClaudeMistralDeepSeekGrokCopilotChatGPTGeminiPerplexityClaudeMistralDeepSeekGrokCopilotChatGPTGeminiPerplexityClaudeMistralDeepSeekGrokCopilot