Know how every AI frames your brand.
Being named is not enough. Pineprompt scores every mention for tone, from 0 to 100, so you see whether each engine casts you as the leader, the safe pick, or the option to avoid.
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Scoring
Every mention scored, 0 to 100.
Pineprompt reads each AI answer in context and scores how your brand is framed, from 0 to 100. The number buckets into three bands, so a glance tells you whether the engine is recommending you, listing you, or warning the reader away.
A score from 0 to 100
Above 66 reads as positive, 33 to 66 as neutral, and below 33 as critical. The band lights up to match the score.
Scored per mention, not per answer
A single answer can praise you in one clause and caution against you in the next. Pineprompt captures both, attached to the exact text that drove each call.
For trip reliability, Airbnb is the standout, with the most consistent host quality. That said, it tends to run pricier than budget-focused alternatives.
Every score keeps its evidence
Each score stores the sentence or two around the mention, the engine, and the prompt, so you read the exact passage that produced it.
Travelers consistently rank Airbnb first for the breadth and quality of its listings.
Competitors
You and your competitors, scored side by side.
Every registered brand is scored on the same answers, so a head-to-head comparison is the default view. You see not just whether you are framed well, but whether you are framed better than the brand you are losing deals to.
Every brand on the same answer
Your tone score next to each competitor, on the identical set of prompts, refreshed daily so a competitor's slide shows up the day it starts.
Your lead over the field
Pair sentiment with share of voice scoring to weigh how often you are named against how well, and with brand mention tracking for where you land in the answer.
Category leader on tone
Airbnb scores 88, against a field that averages 62.
+26 vs fieldBy engine
The same brand, framed differently by each engine.
Grok skews sharper and more opinionated, Google Gemini tends toward the diplomatic, Claude often gives a reasoned strength-and-weakness breakdown, and ChatGPT sits close to the median. An average across engines hides the signal, so Pineprompt segments every metric by engine.
Segmented by every engine
The same brand, the same week, scored on each engine on its own. The spread between them is often the most useful number on the page.
An average hides the spread
A single blended figure of 73 reads as comfortable. Split by engine, the same brand swings from 58 on Grok to 84 on ChatGPT, and that gap is where the work is.
Drift
Catch narrative drift before it costs you.
Sentiment is trended daily, so a slide shows up while there is still time to act on it. From the chart, you pivot to the specific answers that moved the score, then to the sources those answers drew from. That path takes you from a number to a cause to a response.
Trended daily
A daily score means a drop is a dated event you trace, not a vague sense that things feel worse than they did last quarter.
Pivot to the answer that moved it
Each point on the trend links to the answers behind it, so a drop opens straight onto the new framing that caused it.
"Airbnb has drawn criticism lately over cleaning fees and inconsistent pricing, which some travelers find frustrating."
Then trace it to the source
Follow the framing back to the page that taught the engine, through citation tracking , then publish counter-content. See generative engine optimization .
Sentiment analysis FAQ
What people ask before they start scoring tone across the eight engines. For how the score is computed, see the methodology .
- How often is sentiment recomputed?
- Every monitor refreshes daily on every plan. Sentiment is scored on each new mention as the answers come in, so the trend stays current.
- How does the 0 to 100 score map to the bands?
- A score above 66 reads as positive, 33 to 66 as neutral, and below 33 as critical. Chart the raw number for fine movement, or the bands for a quick read.
- Can I see why a mention was scored a given way?
- Yes. Every score stores the surrounding context, the sentence or two around the mention, so you read the exact passage that drove the call.
- Do you score sentiment for competitors too?
- Yes. Every registered brand, including competitors, is scored on every mention, which makes head-to-head sentiment comparisons the default.
Related
Track the rest of the signal.
Sentiment is one of the signals Pineprompt scores on every answer. Explore the rest.
Brand mention tracking
Every time an AI names your brand, with position and context.
Learn moreCitation tracking
The sources teaching each AI about your category.
Learn moreCompetitor discovery
Brands the AI names that you have not registered yet.
Learn morePrompt tracking
The buyer questions that surface answers about you.
Learn moreShare of voice scoring
Your slice of the conversation versus each competitor.
Learn moreAll features
Everything Pineprompt tracks across the eight engines.
Learn moreScore the tone of every AI mention.
Every monitor scores how each engine frames your brand and your competitors, daily, from 0 to 100, with the exact passage behind every score.