Proprietary Methodology

I3R Web
Research

Beyond Usability.

What people say they do online and what they actually do are never the same. The I3R Model was built to close that gap. A proprietary web brand equity framework that measures what actually drives consumer behavior across Information, Interactivity, and Image.

The Intelligence Engine Behind Everything Weblab Builds.

“The founding insight: what people say and what people do on the web is never the same.”

The I3R Model was built to close that gap; to measure what actually drives consumer behavior on digital platforms, not what consumers think drives it.

I3R is the diagnostic core of ASAP. Every ASAP engagement runs it at the center, connecting research findings directly to strategic direction.

Standard UX audits and heatmap tools tell you where users clicked. They don’t tell you what the experience is doing to your brand. I3R does.

Developed and refined across 20+ years and 400+ client engagements, it is a thoroughly validated web brand equity framework built to measure how digital experiences shape brand perception, trust, and decision confidence.

3Primary Channels
40Sub-Variables
20+Years Refined

Three Channels.
Forty Sub-Variables.

Where brand equity is built or eroded.

Information · Interactivity · Image

I3R evaluates every digital asset across three primary dimensions. Each dimension has a set of main variables, scored through 40 sub-variables that fine-tune and cover every aspect of the consumer experience.

Weblab treats websites and apps as digital brand assets, not just usability systems. I3R diagnoses how content, interaction, and perception work together to build confidence, engagement, and brand equity.

I3R
Information · Interactivity · Image One complete picture of how your digital asset builds or erodes brand equity.
01

Information

5 Variables
Information dimension visual

How well does your digital asset communicate? The Information dimension evaluates the quality, structure, and strategic value of your content — and whether it gives users what they actually need.

RelevanceCredibilityNoveltyComprehensionAbility to Compare
02

Interactivity

5 Variables
Interactivity dimension visual

How well does your digital asset engage? Interactivity measures the quality of the two-way relationship between your platform and its users.

Intrinsic RewardControlSelf-EfficacySearchResponsiveness
03

Image

5 Variables
Image dimension visual

How does your digital asset make people feel? Image captures the perceptual and emotional dimensions of the brand experience.

ClutterToneAppealIntelligenceAuthority

How AI Enhances I3R Research.

The I3R Model has always been research-grade in its rigor. AI makes it research-grade in its speed. Three ways that shows up in practice.

Faster assessment illustration
01

Faster Assessment, Same Standards

AI processes behavioral data, content signals, and UX inputs across all 40 sub-variables in the initial scoring phase. Weblab’s researchers review, interpret, and validate what comes out. Assessment time drops substantially. The standard of judgment stays put.

Competitive context illustration
02

Competitive Context for Every Score

Each I3R scorecard is benchmarked against competitive digital assets in your category. Researchers can see exactly where your asset leads, where it lags, and what closing those gaps would mean for brand equity and conversion.

Pattern detection illustration
03

Pattern Detection and Prioritization

Pattern analysis identifies which I3R variables are most predictive of conversion, engagement, and brand equity. Researchers focus on what will move the needle — making every engagement more precise and every recommendation more actionable.

An I3R engagement produces more than a scorecard.

Every I3R engagement delivers a complete brand equity picture of your digital asset — specific enough to brief a design team, present to leadership, and act on immediately.

When conducted as part of an ASAP engagement — I3R findings feed directly into option generation, prototype development, and consumer validation.
  • A scored I3R profile across all three channels, showing where the digital asset is strengthening or weakening brand equity.
  • A competitive benchmarking report that puts those scores in category context.
  • A prioritized opportunity map, ordered by likely impact on brand equity and conversion.
  • Strategic direction written for design and leadership teams, not a raw data output.

Request anI3R Research Engagement.

Start with I3R as a standalone engagement or bring it in as the foundation of a full ASAP process. Go beyond usability. Build web brand equity.

C3Research LLC  ·  www.c3research.com  ·  © C3Research LLC 2026 All Rights Reserved  ·  Terms & Conditions  |  Privacy Policy