Same Brand. Different Audiences.
Completely Different AI Answers.
Ask ChatGPT for the best kitchen faucets and you get one answer. Ask it for the best luxury kitchen faucets for a high-end renovation and you get a different one. Ask it for the best kitchen faucets at Home Depot and you get a third.
Your brand shows up differently depending on who’s asking and where they’re buying. BrandPrism™ makes those differences visible — across all nine AI platforms CiteMetrix tracks — so you can manage your visibility by audience and by channel, not just overall.
Your Overall Score Hides the Real Story
A 72 ModelScore means nothing if it’s 90 for contractors and 40 for homeowners.
Every AI visibility tool, CiteMetrix included, starts with a single score for your brand. That score is valuable. But it’s an average — and averages hide the variation that matters most.
A kitchen faucet brand might have a strong ModelScore™ overall, but when a luxury home renovator asks for recommendations, that brand doesn’t get mentioned. A pharmaceutical company might appear frequently in general health queries, but disappear when the question comes from someone managing a specific condition. An agency’s client might dominate in direct searches but never get cited when someone asks for the best options at a specific retailer.
These aren’t edge cases. LLMs respond differently to persona context — a budget-conscious renter and a high-end renovator get genuinely different brand recommendations. They respond differently to retail context — “best faucets” and “best faucets at Home Depot” produce different citation sets. The variation is real and measurable.
Until now, finding these gaps meant manually creating dozens of query variants and eyeballing the results. BrandPrism™ automates the whole thing: define your audiences, define your channels, and see exactly how your brand’s AI visibility shifts across every combination.
Finding Persona Gaps: Before and After
How you find persona gaps today
- ✗Manually write 15 versions of the same query with different framing
- ✗Add each one to monitoring individually
- ✗Wait for scan results
- ✗Open each query’s results in a separate tab
- ✗Squint at the data trying to spot differences
- ✗Build a spreadsheet to compare them
- ✗Repeat for every topic, every month
- ✗Miss the pattern because you didn’t think to test that combination
How BrandPrism™ finds them
- ✓Define your personas once: Luxury Buyer, Budget Buyer, Contractor
- ✓Define your channels once: Home Depot, Lowe’s, Ferguson, Direct
- ✓Attach them to your monitored queries
- ✓BrandPrism™ generates the framed variants automatically
- ✓See the persona comparison dashboard
- ✓See the channel comparison dashboard
- ✓See the full matrix: every persona × every channel
- ✓Spot the gap you wouldn’t have thought to test
Three Dimensions of Visibility You’ve Never Seen
Persona-Segmented Monitoring
Define the audiences that matter to your brand — by demographics, behavior, buying context, or role. BrandPrism™ generates query variants that frame each monitored prompt from that audience’s perspective, then tracks how AI platforms respond differently. See which personas your brand dominates and which ones it’s invisible to. Each persona runs through the full scan pipeline across all nine AI platforms.
Channel-Level Visibility
If your brand sells through retail partners, distributors, or marketplaces, BrandPrism™ tracks how AI platforms cite you in the context of each channel. “Best kitchen faucets” and “best kitchen faucets at Home Depot” are genuinely different questions to an LLM — and your brand may rank differently in each. Group your queries by retail partner, marketplace, or any custom channel, and compare citation rates, sentiment, and competitive positioning across all of them.
The Persona × Channel Matrix
The real power is the intersection. How does a luxury buyer see your brand at Home Depot vs. Ferguson? How does a contractor’s perception differ from a homeowner’s at the same retailer? The BrandPrism™ matrix gives you a cell for every combination — persona by channel, across all nine AI platforms — so you can find the specific gaps that matter most to your business and your retail partners.
Comparative Dashboards & Alerts
Side-by-side citation comparison across personas and channels. Sentiment divergence showing where the same brand gets described as “premium” to one audience and “overpriced” to another. Platform-level breakdowns by persona. Trend lines by channel over time. And alerts when a competitor’s citation rate surges with a specific audience or at a specific retailer — so you catch the shift before your retail partner does.
What BrandPrism™ Reveals
✦ Sample Persona × Channel Matrix — Kitchen Faucets
Query: “What are the best kitchen faucets?”
Persona Comparison (citation rate across all 9 AI platforms)
| Persona | Cited | Avg Position | Sentiment |
|---|---|---|---|
| General consumer | 78% | #2 | “Reliable, mid-range” |
| Luxury renovator | 34% | #5 | “Functional but not premium” |
| Budget buyer | 82% | #1 | “Best value for money” |
| Pro contractor | 91% | #1 | “Industry standard, easy install” |
Channel Comparison (same query, retailer context)
| Channel | Cited | Avg Position | Top Competitor |
|---|---|---|---|
| Home Depot | 71% | #2 | Delta (84%) |
| Lowe’s | 65% | #3 | Moen (79%) |
| Ferguson | 92% | #1 | None close |
| Wayfair | 44% | #4 | Delta (68%) |
| Direct | 88% | #1 | Moen (52%) |
The gap: Strong with contractors and at pro channels (Ferguson). Weak with luxury buyers and at Wayfair. Competitor Delta dominates the big-box retail context. Content Engine can target those gaps.
Persona and channel data update on every scan cycle. Matrix refreshes automatically.
Built for Brands That Sell Through Others
Consumer Products
Scenario: A kitchen fixture brand sells through Home Depot, Lowe’s, Ferguson, Wayfair, and direct. Different buyer personas — luxury renovators, first-time homeowners, professional contractors — get different AI recommendations at each retailer.
What BrandPrism™ shows: Which retailer contexts are weakest, which personas are being underserved, and where competitors are winning by audience segment.
Pharmaceutical / Healthcare
Scenario: A prescription medication is discussed differently by AI depending on whether the query comes from a patient, a caregiver, a physician, or a pharmacist. Context matters even more in regulated industries.
What BrandPrism™ shows: Persona-specific citation accuracy (is the AI getting facts right for patients vs. clinicians?), sentiment differences by audience, and whether the brand is cited in formulary-specific contexts.
Hospitality / Travel
Scenario: A resort brand appears in AI answers differently for luxury travelers, family vacationers, corporate event planners, and travel agents. Each audience drives different booking channels.
What BrandPrism™ shows: Which traveler personas are seeing the brand, which booking channels (direct, Expedia, travel advisor) surface it, and where competitors dominate specific audience segments.
Agency Clients
Scenario: An agency managing AI visibility for a multi-location retail brand needs to show the CMO how visibility varies by audience and distribution channel — not just an overall score.
What BrandPrism™ shows: Board-ready reporting that breaks ModelScore™ into persona and channel dimensions. Show the CMO exactly where the brand is winning and where it’s losing, by the segments they actually manage.
Common Questions
Your Brand Looks Different to Every Audience.
Now You Can See How.
BrandPrism™ is available as a paid add-on for Business Professional, Enterprise, and Agency plans. Persona-segmented monitoring, channel-level visibility, and the matrix where they intersect — across all nine AI platforms.
See Plans and Pricing