Our methodology

How we build your visibility report.

Every report follows the same five-step process — from profiling your brand to delivering the analysis you'll actually use. No templates, no shortcuts.

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Profile your brand

We start with your website, category, positioning, audience, and competitive landscape — not a generic keyword list. Everything downstream is built from this profile, not assumed.

  • Category & positioning

    Where you sit in the market, and how you describe yourself

  • Audience

    Who actually buys, and who influences the decision

  • Competitive landscape

    Who buyers compare you against

  • Market context

    What's shifting in your category right now

  • Key capabilities

    Product strengths and features buyers weigh when comparing options

View sample brand profile
Viziquo
Brand profile — NovaView

Overview

NovaView is a consumer electronics brand focused on smart TVs for living rooms and home theaters. Its lineup spans mid-range QLED and premium mini-LED models, with an emphasis on bright-room picture quality, a simple smart platform, and fast setup out of the box.

At a glance

Category

Consumer electronics — smart TVs

Brand type

D2C and retail TV brand

Business model

Hardware sales + extended warranty

Audience

B2C

Visibility focus

Brand + product comparisons

Tracked competitors

Samsung
LG
Sony

Key capabilities

  • QLED and mini-LED panels with local dimming
  • Built-in streaming apps and voice control
  • Game mode with low input lag and HDMI 2.1

Build buyer personas

We identify the buyer types most likely to research, compare, validate, or choose in your category. A first-time TV buyer doesn't ask AI the same questions as someone upgrading a home theater — so we don't test them the same way.

  • Comparison shoppers

    Evaluating you against named alternatives

  • Validators

    Checking if a brand they've already heard of is safe to pick

  • Category researchers

    Still learning what options even exist

  • Recommendation seekers

    Asking AI for a shortlist without naming brands first

View sample buyer personas
Viziquo

User persona

Living Room Upgrader Comparing Smart TVs

Homeowner evaluating smart TVs for a bright living room who wants strong picture quality, simple streaming setup, and a shortlist without paying for unused features.

Mission & context

Find a smart TV that looks great in a bright room, is easy to set up for everyday streaming, and stays within budget.

Primary search objective

Vendor selection

Goals

  • Get strong picture quality in a bright living room

Pain points

  • Hard to compare panel types and brightness claims online

Decision criteria

  • Picture quality in bright rooms

Example questions

  • What should I compare before buying a 65-inch smart TV?

Write realistic buyer questions

Each persona becomes a set of real questions — the kind buyers actually type into ChatGPT or Claude: what to compare, which size fits a bright room, whether a specific brand is worth the price. Not "best smart TV."

  • Comparison questions

    "What should I compare before buying a 65-inch smart TV?"

  • Validation questions

    "Is NovaView a reliable brand for everyday streaming?"

  • Category research questions

    "What are the main types of smart TVs, and how do they differ?"

  • Recommendation questions

    "What's the best TV for a bright living room under $1,200?"

View sample buyer questions
Viziquo
ChatGPT
What should I compare before buying a 65-inch smart TV?

Before buying a 65-inch smart TV, compare these things:

1. Panel type: OLED vs Mini-LED/QLED vs basic LED

  • OLED gives the best contrast and deep blacks, great for movies and dark rooms.
  • Mini-LED/QLED is often better for bright rooms because it can get very bright and handle glare well.
  • Basic LED/LCD is fine for budget use, but contrast and HDR impact are usually weaker.

2. Room brightness and reflections

  • For a sunny living room, prioritize high brightness, anti-reflection coating, and Mini-LED/QLED.
  • For a darker room, prioritize contrast and black levels, where OLED shines.

3. Refresh rate and gaming features

Look for a native 120Hz panel if you watch sports or game. For PS5, Xbox Series X, or gaming PC, compare:

  • HDMI 2.1 ports, ideally 2–4
  • 4K at 120Hz or higher
  • VRR and ALLM

4. Smart TV platform

  • Google TV: broad app support, good search, lots of recommendations
  • Roku TV: simple and easy to use
  • Tizen/Samsung and webOS/LG: polished, but more brand-specific

5. Number and placement of ports

At 65 inches, many people connect several devices. Check for:

  • At least 4 HDMI ports
  • eARC for a soundbar or receiver
  • USB ports and Ethernet for stable streaming
  • Whether HDMI ports face sideways or backward if wall-mounting

6. Sound quality

  • Most thin TVs have mediocre built-in sound.
  • Compare built-in audio only if you will not use a soundbar.
  • Otherwise, make sure the TV has HDMI eARC and budget for a soundbar separately.

7. Viewing distance and size fit

  • A 65-inch 4K TV works well for many living rooms.
  • A good rough range is about 7 to 9 feet away for mixed viewing.

Test across AI assistants

We run every question across the AI assistants your buyers actually use, and capture the full answer: what's mentioned, what's recommended, and what's cited.

  • Multi-engine coverage

    ChatGPT, Claude, Gemini, and Perplexity

  • Full answer capture

    Not just "mentioned or not" — the complete response

  • Source-level detail

    What's cited, and where it came from

View sample AI assistant responses
Viziquo

Organic discovery by provider

How often each AI assistant mentioned the brand when buyers did not name it.

Claude
Claude

75%

↑ 4pp vs last run

Perplexity
Perplexity

62%

No change vs last run

ChatGPT
ChatGPT

38%

↓ 2pp vs last run

Gemini
Gemini

25%

↑ 3pp vs last run

Provider gap (Claude vs Gemini): 50pp

Measure answer outcomes

Every AI answer leaves signals. We track how visible you are, how you're discovered, how you compare to competitors, and which sources are shaping the answer.

  • Brand visibility

    Whether your brand appears in the AI's answer at all

  • Organic discovery

    Whether you're found without the buyer naming you first

  • Brand share of voice

    Whether you hold the answer or citation position against competitors

  • Owned citations

    Whether the sources shaping the answer are actually yours

View sample signal breakdown
Viziquo

Overview

AI visibility snapshot

Brand visibility
↑ 5pp

Conversations where the brand appeared in the AI answer.

58%

46 of 80 total conversations

Organic discovery
↑ 3pp

Conversations where the brand appeared without the buyer naming it.

34%

27 of 80 total organic conversations

Brand share of voice
no change

Conversations where the brand held the answer or citation position against competitors.

62%

50 of 80 total conversations

Owned citations
↓ 2pp

Citations that pointed to brand-owned sources.

22%

14 of 64 total citations

Output

The AI Visibility Report

Everything above comes together into one report — reviewed by our team before it reaches you.

Key findings

Executive summary

Strategic takeaways from the latest run — discoverability, competition, framing, and remediation.

NovaView is visible in comparisons, but easy to miss organically. AI assistants mention NovaView when buyers compare smart TVs, but unbranded category and buying-guide questions are where visibility drops sharpest.

Discoverability

Samsung and LG fill the answers where NovaView disappears. Displacement clusters around Samsung and LG, especially on bright-room TV questions where buyers want a shortlist fast.

Competition

NovaView is framed as strong value, not the premium default. AI assistants describe NovaView as a practical mid-range pick, but rarely position it ahead of established brands on picture quality or platform longevity.

Framing

Make bright-room strengths easier for AI to retrieve and cite. NovaView should strengthen comparison pages and proof points around brightness, setup simplicity, and gaming-ready specs so assistants can surface them in organic answers.

Remediation

Find out what AI assistants say about your brand.

Share your website. We’ll test real buyer questions, analyze how AI assistants represent your brand, and send you a reviewed AI Visibility Report. Every report is reviewed by our team before delivery.