Concept Test — 2 variants

Non Researchers edges ahead by feeling more relevant, credible, and action-worthy overall

Non Researchers wins 57.3% to 42.7%, but the edge is still competitive.
Sample n = 110Stimuli 2
TL;DR

Five things to know

  1. 1Non Researchers wins the head-to-head vote, 57.3% vs. 42.7%, making it the current lead concept.
  2. 2Non Researchers also leads Message Clarity, Brand Credibility, Perceived Differentiation, Trial Interest, and Professional Appeal, though every lift is marginal.
  3. 3The strongest comparative reason was stronger role relevance at 47.5%, especially around addressing missing research support.
  4. 4Across both pages, the biggest missing element was proof and case examples at 39.8%, and missing expected proof was the top overall suitability concern at 53.4%.
  5. 5Even the winning page still has a process gap, with process or workflow cited as unclear by 60.2% of coded responses.
WINNING CONCEPT

Built-for non researchers

Chosen first by 57.3% of 110

Built-for non researchers

Non Researchers wins the direct choice and also leads Speed First on all five measured attributes. The lead is real but still narrow: every attribute advantage is marginal, so the win appears to come more from fit and relevance than from one runaway metric.

+0.2 meanTrial Interest
+0.1 meanPerceived Differentiation
+0.1 meanMessage Clarity
Fatal flaws
  • Process or workflow confusion
  • Need for more social proof
  • Requests for stronger value proposition and body copy
By the numbers

What buyers told us

Preference vote
57.3%
Non Researchers credibility
4
Speed First appeal
3.9
Non Researchers trial interest
3.6
SIDE-BY-SIDE

How each concept scored on what we asked

Average rating · 1 = lowest, 5 = highest · 110 people
Metric
Non Researchers
Speed First
Message Clarity
4.0
3.9
Brand Credibility
4.0
3.9
Perceived Differentiation
3.6
3.5
Trial Interest
3.6
3.4
Professional Appeal
4.0
3.9
Non Researchers leads all five measured attributes: Message Clarity, Brand Credibility, Perceived Differentiation, Trial Interest, and Professional Appeal. The biggest practical separation is on Trial Interest, while Professional Appeal is nearly even. That attribute sweep supports the vote winner, but every lift is still marginal, which keeps the overall call narrow rather than dominant.
HEAD-TO-HEAD

If you had to pick one to click on…

Which of the two landing pages, you evaluated in earlier questions, is more compelling overall?

Speed First42.7%
47 votes
Built-for non researchers57.3%
63 votes

By audience segment

Non Researchers leads the head-to-head choice 57.3% to 42.7%, matching its across-the-board but marginal attribute advantage. The top stated reason is stronger role relevance at 47.5%, which helps explain why the winner converted preference without needing a single outsized metric gap.
Themes

Three patterns ran through what buyers wrote

1Medium confidence

Role-fit advantage

The winning concept’s clearest edge is relevance. In comparative feedback, 47.5% of coded choice reasons point to stronger role relevance, and within that, 35.6% say it better addresses missing research support. Respondents often describe the concept as speaking directly to their situation — “The non-researcher framing felt written for my exact situation, that was the deciding factor.”

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2Medium confidence

Proof deficit across both pages

The biggest shared weakness is lack of evidence. Across audience-fit feedback, proof and case examples are the top missing element at 39.8%, and missing expected proof is the leading reason respondents judge the pages less suitable at 53.4%. The same pattern shows up in change requests too, with social proof cited by 58.1% for Speed First and 53.4% for Non Researchers. One participant summarized the gap clearly: “what's missing is hard proof, a VP would expect a case study, a logo, or a named result.”

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3Medium confidence

Workflow still needs clarification

Even the winner leaves too much ambiguity about what happens after the brief. For Non Researchers, process or workflow is the top clarity gap at 60.2%, and the missing-information pattern is split across proof or quality signals at 31.4% and how the process works at 28.8%. The issue is not whether the promise is attractive, but whether the handoff and mechanics feel concrete enough: “the part about what happens after I send the brief was the least clear to me.”

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DEEP DIVE

Each concept on its own terms

Built-for non researchers

Overall rank 1 · Performance Index 0
1
Message Clarity4+0.1
Brand Credibility4+0.1
Perceived Differentiation3.6+0.1
Trial Interest3.6+0.2
Professional Appeal4+0.1
Strengths
  • Wins the preference vote at 57.3%
  • Most often praised for headline or positioning at 66.1%
  • Seen as solving lack of research support at 78.8%
  • Leads Trial Interest with 55.5% Top-2-Box
Weaknesses
  • Process or workflow confusion is high at 60.2%
  • Social proof is still the top requested change at 53.4%
  • Body copy and value proposition copy remain common edit requests

Non Researchers ranks first because it converts a clearer role-fit story into the strongest overall choice result, while also leading every measured attribute. Its advantage is especially about making research feel accessible to teams without dedicated researchers, not about overpowering visual or scoring superiority. As one respondent put it, “it's clearly going after the non-researcher marketer, and it says so out loud.”

Speed First

Overall rank 2 · Performance Index 0
2
Message Clarity3.9−0.1
Brand Credibility3.9−0.1
Perceived Differentiation3.5−0.1
Trial Interest3.4−0.2
Professional Appeal3.9−0.1
Strengths
  • Interpreted very consistently as fast turnaround research at 75.4%
  • Seen as solving slow feedback cycles at 78.0%
  • Comparison or pricing is the top liked element at 49.2%
  • Professional Appeal still reaches 71.8% Top-2-Box
Weaknesses
  • Loses the vote at 42.7%
  • Trial Interest is its softest attribute at 40.0% Top-2-Box
  • Social proof is the top requested change at 58.1%
  • Proof or quality signals are the biggest missing-information gap at 57.6%

Speed First lands a sharper and more consistent core idea, but that message does not translate into enough preference or action intent to win. It performs credibly and appeals professionally, yet trails the competitor across all five attributes, especially on trial. Its voice is still distinctive: “The problem is the lag between needing an answer and getting one, and this collapses that to three days.”

Recommendations

What to ship

1 launch

Use Non Researchers as the lead page

It is the current winner on both preference and ratings, leading the choice 57.3% to 42.7% and posting higher scores across all five measured attributes.

HIGH
2 iterate

Double down on the non-researcher relevance hook

The strongest comparative reason for choice is role relevance at 47.5%, and 35.6% specifically say the page addresses missing research support.

HIGH
3 iterate

Add hard proof and customer evidence to the winner

Proof and case examples are the top missing element at 39.8%, missing expected proof is the main suitability concern at 53.4%, and social proof is requested by 53.4% on the winning page.

HIGH
4 iterate

Clarify the workflow after submission so relevance does not overpromise

The winner’s biggest clarity risk is process or workflow, cited at 60.2%, with another 28.8% specifically wanting a better explanation of how the process works.

MEDIUM