Proprietary Content Differentiation
Differentiate commoditized content with exclusive data and a distinct point of view
- Difficulty
- Moderate
- Time to result
- ~weeks to results
- Steps
- 5
- Confidence
- 94%
AI lowers the cost of producing competent educational content, allowing many companies to publish similar material at comparable quality. This framework restores differentiation by changing the inputs rather than merely increasing output. A company first identifies generic content that AI and competitors can reproduce, then adds proprietary data, firsthand evidence, or a distinctive interpretation that others cannot easily copy. The resulting material should initiate or advance an industry conversation rather than simply answer a common search query. Because this content may influence demand indirectly, teams must evaluate it through audience engagement, brand recall, conversation share, and assisted revenue alongside direct conversions. The output is a more defensible body of content that retains value as generic information becomes abundant.
Origin
Extracted from Marketing Against the Grain during Kieran Flanagan and Kipp Bodnar's discussion of how AI could commoditize educational marketing content in 2023.
Core principles
- 01AI makes generic educational content easier to replicate
- 02Exclusive inputs create defensible content
- 03A distinct point of view gives audiences a reason to choose a brand
- 04Thought leadership and transactional content serve different purposes
How to run it
- 1
Find the commodity layer
Review existing educational assets and identify information that any competitor could generate from public sources or an AI system.
Pro tip Prioritize high-volume topics where competing articles already make nearly identical claims.
Watch out Do not mistake polished writing for genuine differentiation.
- 2
Inventory exclusive inputs
List proprietary data, customer observations, internal experiments, and firsthand expertise that competitors cannot readily access.
Pro tip Small datasets can still be valuable when they reveal a credible pattern.
Watch out Do not present weak anecdotes as conclusive research.
- 3
Form a point of view
Turn the exclusive evidence into a clear interpretation, argument, or prediction that contributes something new to the market conversation.
Pro tip State what the evidence changes about the conventional view.
Watch out A provocative opinion without evidence is not defensible differentiation.
- 4
Build the content asset
Combine useful education with the proprietary evidence and point of view, making the unique contribution central rather than incidental.
Pro tip Show enough methodology that audiences can assess the evidence.
Watch out Do not bury the original insight beneath generic background material.
- 5
Measure indirect impact
Track engagement, citations, branded search, assisted conversions, and sales feedback in addition to direct leads or purchases.
Pro tip Compare performance against generic content serving a similar audience.
Watch out Do not reject thought leadership solely because it lacks linear last-click attribution.
In the wild
An early-stage SaaS company replaces a generic retention guide with an analysis of anonymized usage patterns from its own customers. It explains which onboarding behaviors correlate with long-term retention and adds the founders' view on why conventional onboarding advice misses the strongest signal.
→ The company produces a defensible asset that earns citations, sales conversations, and qualified demand.
A marketing agency tests five emerging advertising channels with controlled budgets and publishes both the results and its interpretation of when each channel works. Competitors can summarize the findings, but they cannot duplicate the underlying experiment without investing comparable time and money.
→ The agency becomes associated with practical evidence rather than generic channel advice.
Common mistakes
Publishing more generic content
Increasing volume does not create differentiation when every competitor has access to the same AI tools and public information.
Treating opinion as proprietary evidence
A strong point of view needs credible reasoning, data, or firsthand experience to remain defensible.
Using only direct attribution
Thought leadership can shape demand before a measurable conversion and may be undervalued by last-click reporting.
Is it for you?
Best for
It is best for companies that historically acquired customers through blog posts, ebooks, and other educational assets.
Not ideal for
It is not ideal for teams unwilling to develop original research, expertise, or a defensible market position.
From the transcript
“companies are gonna be forced much more quicker than they think to start to look at content that has strong point of view, content that…”
“brands and companies and individuals are gonna have to have proprietary data and proprietary point of view to really differentiate long-term.”
“How do I add value to the conversation? How do I actually start the conversation?”
From the episode
7 Marketing Trends & Opportunities for 2023