Research brief

Which types of source material do content creators primarily rely on to substantiate core arguments when publishing content optimized for generative search engines like ChatGPT and Perplexity?

Based on a survey of 200 U.S. consumers generated from demographic-based AI respondents.Sep 18, 2026, 11:01 PMPublic research report

Target audience

Content leads, marketing managers, and SEO strategists at B2B SaaS companies managing digital publishing schedules.

Age 25-60

Education Bachelor, Master, Doctorate

Personal income 100k-149k, 150k-199k, 200k+

Occupation Management, Business / Financial Operations, Arts / Design / Entertainment / Sports / Media

Sample size 200

Completed / Failed 200 / 0

Which type of source material do you prioritize most to substantiate core arguments in your B2B SaaS content to improve visibility in generative search engines?

Proprietary primary research and numerical data sets

59.5%

n=119

Respondents for this option · Drivers

Highest perceived authority and trust by target audience

Best alignment with our brand's unique voice and expertise

Strongest positive impact on generative search engine ranking

Most efficient to produce within our publishing schedule

Public secondary research reports and industry benchmark studies

22.5%

n=45

Respondents for this option · Drivers

Highest perceived authority and trust by target audience

Strongest positive impact on generative search engine ranking

Best alignment with our brand's unique voice and expertise

Most efficient to produce within our publishing schedule

Expert interviews and qualitative commentary

11.5%

n=23

Respondents for this option · Drivers

Highest perceived authority and trust by target audience

Best alignment with our brand's unique voice and expertise

Strongest positive impact on generative search engine ranking

Most efficient to produce within our publishing schedule

Rephrased summaries of existing web content and keyword-optimized blog posts

5.5%

n=11

Respondents for this option · Drivers

Most efficient to produce within our publishing schedule

Strongest positive impact on generative search engine ranking

Best alignment with our brand's unique voice and expertise

Highest perceived authority and trust by target audience

None of the above / Not applicable

1.0%

n=2

Respondents for this option · Drivers

Strongest positive impact on generative search engine ranking

Highest perceived authority and trust by target audience

Proprietary primary research and numerical data sets audience

Content creators prioritizing proprietary research and data sets skew toward higher-income, older, and male demographics.

119 / 200 respondents59.5%

This segment shows a strong preference for using primary research and numerical data to boost generative search visibility.

The audience is notably composed of higher-income earners, with 39% reporting annual incomes exceeding $200,000.

The group leans slightly older and male compared to the broader baseline of content creators.

Key differences

Potential risks

What are they worried about?

Operational strain and publishing bottlenecks

The biggest risk is the significant time and budget required to produce original research, which often delays our publishing schedule and strains internal resources.

Rapid data obsolescence and loss of relevance

The primary risk is that expert insights become obsolete almost immediately, forcing me to constantly refresh content to maintain relevance in a market that moves faster than my publishing cycle.

Difficulty proving ROI and search performance attribution

The biggest risk is that I cannot definitively prove to leadership that our investment in proprietary research directly drives the specific search rankings or traffic spikes we are seeing.

Audience alienation due to overly technical content

My biggest risk is that relying on highly technical proprietary data will alienate broader audiences and lead to low engagement if the content becomes too dense for the average reader.

Risk of audience alienation due to excessive technical complexity

My biggest concern is that relying on overly technical source material will alienate our target audience and lead to low engagement. It is a constant struggle to balance depth with accessibility so that our content remains readable for decision-makers.

Sampling data

Review the respondent-level sample records