Question 1

Why do trending companies matter to consumers?

Accepted Answer

The companies trending on ShouldEye aren't just the ones making headlines — they're the ones generating real consumer activity right now. When thousands of people suddenly start researching a company's refund policy, checking its trust score, or filing complaints about delayed shipments, that tells you something no press release ever will. Instead of spending hours reading individual reviews and trying to separate real feedback from fake ones, you can see the aggregate picture in seconds. If a company's trust score has dropped 12 points in the last week and complaint volume has doubled, that's a signal worth paying attention to — regardless of what their marketing says.

Question 2

How does ShouldEye track trending companies?

Accepted Answer

ShouldEye aggregates data from 30+ sources — regulatory databases, complaint registries, financial disclosures, social platforms, and community intelligence — every single day. Multiple AI models (GPT, Claude, Gemini) cross-reference every signal to eliminate bias and surface patterns. Each company receives a dynamic trust score from 0 to 100, weighted by recency and severity. Companies are then ranked across 10 intelligence dimensions, and when a company's risk profile changes significantly, monitored users receive instant alerts.

Question 3

What does the trust score actually measure?

Accepted Answer

A company's trust score is a composite metric built from over 30 real-time signals. It factors in verified customer complaints, refund success rates, response times, regulatory filings, transparency disclosures, and community sentiment. Scores range from 0 to 100 — anything above 80 is considered highly trustworthy, while scores below 50 indicate significant risk. Unlike simple star ratings, trust scores are weighted by recency and severity, so a company that recently improved its practices will see that reflected quickly.

Question 4

How often are trending company rankings updated?

Accepted Answer

Rankings refresh daily based on the previous 24 hours of platform activity. This includes search volume from ShouldEye users, discussion mentions in community rooms, trust score movements, new complaint filings, and monitoring activity. During high-activity periods — like major product launches or data breaches — certain signals update more frequently to capture emerging situations in near real-time.

Question 5

Can I track a specific company and get alerts?

Accepted Answer

Yes. ShouldEye's monitoring system lets you track any company in our database. When you add a company to your watchlist, you'll receive alerts for trust score changes, new risk signals, complaint spikes, policy changes, and community discussions. Many users monitor companies they regularly transact with — like their bank, insurance provider, or favorite online retailer — so they're never caught off guard by a sudden policy shift or emerging issue.

Question 6

What makes ShouldEye different from Trustpilot or BBB?

Accepted Answer

Traditional review sites rely on voluntary user submissions, which are easily manipulated through fake reviews, incentivized ratings, and selective moderation. ShouldEye takes a fundamentally different approach. We aggregate signals from 30+ independent sources — including regulatory databases, complaint registries, financial disclosures, social platforms, and our own community intelligence — then synthesize everything through multiple AI models. The result is a trust score that reflects reality, not marketing.

Question 7

How is the "risk alert" level determined?

Accepted Answer

Risk levels — Minimal, Low, Moderate, Elevated, High, and Critical — are calculated by analyzing the velocity and severity of negative signals. A company moves from Low to Elevated when we detect a sustained increase in complaints, a drop in refund success rates, or negative regulatory activity. Critical status is reserved for companies showing multiple simultaneous warning signs: plummeting trust scores, surging complaint volumes, and deteriorating resolution times. These aren't subjective labels — they're driven entirely by data.

Question 8

What does "Most Researched" mean?

Accepted Answer

The Most Researched ranking shows which companies ShouldEye users are actively investigating. High research volume often signals that consumers are encountering issues, considering a purchase and doing due diligence, or reacting to news. When a company suddenly spikes in research activity, it's often an early indicator of an emerging situation — sometimes days before mainstream media coverage.

Question 9

Are refund success rates based on real outcomes?

Accepted Answer

Yes. Refund success rates are calculated from actual user-reported outcomes on the ShouldEye platform. When users share their experience attempting a refund, cancellation, or dispute with a company, those outcomes feed into our aggregated success rate. We also cross-reference with complaint resolution data from regulatory sources. A company showing a 94% refund success rate means that 94 out of 100 users who pursued a refund through documented channels achieved a successful outcome.

Question 10

Can I research a company before making a purchase?

Accepted Answer

That's one of the most common use cases. Before committing to a purchase — especially a large one — you can look up the company on ShouldEye to check its trust score, read real user experiences, review complaint patterns, and see how it handles refunds and disputes. Many users also use the EyeQ AI assistant to ask specific questions and get an instant, data-backed analysis.

Question 11

How does EyeQ AI analysis work for trending companies?

Accepted Answer

EyeQ is ShouldEye's multi-model AI engine. When you request an analysis of any company, EyeQ synthesizes data from all available intelligence sources — trust scores, complaint histories, regulatory filings, community discussions, financial signals, and more — then generates a comprehensive, plain-language intelligence summary. It cross-references outputs from GPT, Claude, Gemini, and specialized models to minimize bias and maximize accuracy.

Question 12

Is the trending data available for commercial or research use?

Accepted Answer

ShouldEye's consumer intelligence data is primarily designed for individual consumers making informed decisions. However, we do work with researchers, journalists, and consumer advocacy organizations who use our trending data and trust scores to identify patterns, investigate companies, and publish findings. If you're interested in accessing our data for research or commercial purposes, you can reach out through our platform to discuss licensing and API access options.

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