$212,900
212900 dollars monthly revenue at risk
Polarization of 0.63 shows the brand is seen but not chosen across engines
VeritasScore 300 to 870
680
Your veritas score of 680 reflects the strength of your brand verification in the market.
Snapshot July 23, 2026
“I'm not sure how much variance there really is between models. Efficiency matters—if the tool can aggregate this quickly and accurately, I'm interested.”
“Honestly, I think it's interesting but not a top priority. I'm more focused on innovative ways to engage audiences quickly.”
“Without transparent documentation of methodology, it's just a black box. I'd also want independent validation or at least a clear audit trail.”
Perception affect field
This is a valence by arousal map. Left is colder. Right is warmer. Up is more intense. Averaging the two camps hides the reputational risk.
Polarization
0.63
Division is material, not noise.
Dominant zone
Favorable / muted
Your polarization index of 0.63 indicates the level of divided opinions about your brand.
ChatGPT
Perplexity
Modeled monthly demand at risk
$170k–$255k modeled
Modeled demand estimate. Potential losses from current brand gaps.
$2.6M annualized
Revenue capture rate
72%
Your revenue capture rate of 71.73 percent shows the portion of possible earnings you are securing.
20 missing queries
You
Brandwatch
Problem
Engage with Gartner and Forrester analysts for briefings on Veritas Links AI focus group methodology and VeritasScore
Why it matters
Provide data and case studies to be featured in upcoming Magic Quadrant or Wave reports for brand analytics
Loading insights…
The overall VeritasScore and the parts that feed it.
Your veritas score of 680 reflects the strength of your brand verification in the market.
Brand Visibility
118
Your brand visibility component of 118 highlights the reach your brand has in searches and media.
Market Position
106
This component feeds the overall score.
Content Presence
63
Your content presence component of 63 measures the volume and quality of your published materials.
Growth Potential
80
This component feeds the overall score.
Score trend
50 runs
Perception moves. The next shift is what monitoring is for.
Depth
Each gauge uses the same VeritasScore scale (300–870) as the overall score. Overall is a weighted average across the full model set — select a visible model to inspect its slice. Locked models already ran; upgrade reveals them instantly.
Scale 300 to 870. Higher reflects stronger AI-perception signals vs. your category.
Calculated July 23, 2026
Trend
All past VeritasScore runs for this domain (50 analyses).
The score of 502 reflects a company with strong potential but significant execution gaps. The GEO data shows solid visibility (71.73% share of voice, 80% mention rate) and positive sentiment (80% positive, 0% negative), buoying Brand Visibility (118) and Content Presence (63). However, Market Position (0) and Growth Potential (0) are zero because the company has no presence in analyst reports (Forrester, Gartner) and no academic citations, leaving it invisible to high-authority sources that drive competitive benchmarking and future scaling. Customer_perception (38) is dragged down by the Focus Group's low confidence score (0.63) and idea score (0.72), with major objections around transparency and methodology validation (Ethan, Priya). Brand Preference (4) is minimal because the focus group participants (Ethan, Priya, Maya, Carlos, Liam) did not strongly prefer Veritas Links over competitors like Brandwatch or Sprout Social, citing concerns about black-box analytics and lack of independent validation. Risk_deduction (21) indicates some risks are mitigated by positive sentiment and a few high-authority sources (Forrester, Gartner) that mention comparable tools, but the overall score is limited by weak authority presence, no academic backing, and insufficient customer proof points (reviews, case studies). The score accurately captures a company that is visible and well-liked in general queries but fails to convert that into authoritative market position or strong customer preference.
Your brand visibility component of 118 highlights the reach your brand has in searches and media.
Your customer perception component of 38 shows how positively customers view your offerings.
Your content presence component of 63 measures the volume and quality of your published materials.
Your fg brand preference component of 4 indicates the degree to which customers favor your brand over others.
Your risk deduction component of 29 accounts for factors that reduce potential vulnerabilities.
Engage with Gartner and Forrester analysts for briefings on Veritas Links' AI focus group methodology and VeritasScore. Provide data and case studies to be featured in upcoming Magic Quadrant or Wave reports for brand analytics. This directly addresses the zero Market Position score.
Impact: Directly increases Market Position score by establishing the brand as a recognized player in analyst-driven evaluations, improving credibility with B2B buyers.
Create a detailed public white paper explaining the VeritasScore formula, AI models used (ChatGPT, Claude, Gemini), prompt selection process, bias mitigation steps, and confidence intervals. This addresses the Focus Group objections from Ethan and Priya about black-box analytics.
Impact: Raises Customer Perception score by building trust and providing the statistical evidence Priya demands, reducing skepticism and improving brand preference.
Launch a campaign to solicit verified reviews from existing customers, emphasizing comparison features against Brandwatch and Meltwater. Optimize G2 and Capterra profiles with detailed product descriptions, screenshots, and fraud detection capabilities. This leverages the GEO insight that citation presence is weak on these platforms.
Impact: Boosts Content Presence score by increasing high-authority citations and social proof, directly supporting growth in Brand Visibility and Customer Perception.
Partner with a university or research institution to publish a study on AI focus groups for brand risk analysis, targeting journals like Journal of Brand Management. Alternatively, co-create a case study with an agency (e.g., MarTech.org) demonstrating ROI for a B2B client. This addresses the absence of academic citations and weak case study presence.
Impact: Improves Customer Perception and Growth Potential scores by providing independent validation and data-driven proof points, appealing to Priya and Carlos.
Publish blog posts, webinars, and guides on Generative Engine Optimization (GEO) and AI Engine Optimization (AEO), highlighting how Veritas Links tracks brand mentions across ChatGPT and Gemini. Promote on SEO forums (Reddit, Moz) and industry sites (Search Engine Land) to attract agencies like Maya and Liam.
Impact: Enhances Growth Potential score by establishing thought leadership, driving organic traffic, and attracting curious users who value innovation (Liam).
Report generated Jul 15, 2026, 12:08 PM
Veritas Links