Comparison

BuzzSumo vs Topic Intelligence in 2026: Published-content research vs first-party conversion mapping

BuzzSumo mines 8 billion published articles to tell you what has already worked on the open web. Topic Intelligence runs a non-LLM deep-learning model over your own website and campaign data to tell you what converts for your specific audience.

Updated July 3, 2026
BuzzSumo
Topic Intelligence
Key takeaways
  • BuzzSumo tells you what published content performs across the open web; Topic Intelligence analyzes your own website and campaign data to show which topics convert for your specific audience.
  • Topic Intelligence explicitly runs on a non-LLM deep-learning model rather than a generic AI text generator, a genuine technical differentiator from most content tools.
  • BuzzSumo publishes pricing starting at $199 a month; Topic Intelligence publishes none, and all three tiers, including its self-serve platform license, require a sales conversation.
  • Topic Intelligence's testimonials section still contains lorem ipsum placeholder text and its industry trend analysis feature is marked coming soon, both signs of an early-stage product.
  • BuzzSumo has a 700,000-journalist database for PR outreach; Topic Intelligence has no PR or journalist features at all, it is purely a conversion-mapping analytics tool.
  • Topic Intelligence maps user journeys from topic engagement through to conversion; BuzzSumo has no journey-mapping capability, its content data is not tied to your own conversion events.
  • Neither tool has a self-serve free trial. BuzzSumo has no free tier at all, and Topic Intelligence requires a demo for every plan, including its base platform license.

BuzzSumo and Topic Intelligence answer the same question, what should we write about, from opposite directions. BuzzSumo looks outward: an 8-billion-article archive, multi-platform engagement data, and brand monitoring built to show what content has performed well across the entire web. Topic Intelligence looks inward: a deep-learning model, explicitly not an LLM, that analyzes your own website, ads, email, and social data to map which topics actually drive conversions for your specific audience. BuzzSumo has published pricing from $199 a month and a working self-serve signup. Topic Intelligence has no public pricing on any of its three tiers, and the site itself still shows lorem ipsum placeholder testimonials, which is worth factoring into how much trust you place in a sales conversation before seeing the product.

The tools at a glance

ToolStarting priceBest for
BuzzSumo$199/moContent strategy leads and PR teams who want to research what has already worked across the web and need journalist outreach data, with a published price and no demo required.
Topic IntelligenceContact for pricingEnterprise marketing teams with budget for a managed engagement who want topic and content priorities based on their own conversion data rather than public engagement metrics.

BuzzSumo

Media intelligence and content discovery across 8 billion articles and social platforms

Full review →
BuzzSumo screenshot

BuzzSumo is built around an archive of more than 8 billion articles indexed over more than a decade, letting content teams research what has performed well on any topic across a real historical window. It layers on multi-platform performance data from Facebook, Twitter, Reddit, and YouTube, brand mention monitoring, and a journalist outreach database of over 700,000 contacts, covering the full path from topic discovery through media placement.

The signal BuzzSumo works from is public: engagement on content that already exists somewhere on the internet. That makes it strong for competitive research and spotting emerging angles before they peak, but it says nothing about whether a topic will convert for your specific audience, only that it generated shares and engagement for someone.

Pricing is transparent and self-serve, from $199 a month for Content Creation up to $999 for Enterprise, with no sales call required to start. The trade-off is that social sharing data has become less reliable as platforms like Twitter and Facebook restrict API access, a limitation BuzzSumo is upfront about rather than hiding.

Pricing
Feature
Content Creation
$199/mo
PR and Comms
$299/mo
Suite
$499/mo
Enterprise
$999/mo
Content discovery and article archiveYesYesYesYes
Brand monitoringYesYesYesYes
Journalist databaseNoYesYesYes
Influencer researchNoNoYesYes
API accessNoNoYesYes
White-label reportingNoNoNoYes
Best for: Content strategy leads and PR teams who want to research what has already worked across the web and need journalist outreach data, with a published price and no demo required.

Topic Intelligence

Deep-learning topic analytics that maps your highest-converting content themes

Full review →
Topic Intelligence screenshot

Topic Intelligence takes a different technical route than most content tools: rather than applying an LLM to guess what should work, it runs a deep-learning model over your own website, ads, email, and social data to extract which topics your specific audience actually engages with and converts on. The insight is conversion-weighted and audience-specific, not a generic ranking of what performed well somewhere else.

Beyond topic extraction, the platform maps user journeys from initial topic engagement through to a conversion event, which tells you not just what topics convert but at what stage of the funnel they matter most. Two of the three tiers, Simply Grow and Simply TI, add managed strategic support delivered through a partner called engagesimply, for teams that have the budget but not the internal analyst capacity to act on raw topic data themselves.

The product also shows real signs of being early-stage. There is no public pricing on any tier, no self-serve signup, the testimonials section still contains lorem ipsum placeholder text, and the industry trend analysis feature is listed as coming soon rather than live. The underlying concept is credible, but buyers should go in expecting a sales process and a product still finding its footing.

Pricing
Feature
Data + Platform License
Contact for pricing
Simply Grow
Contact for pricing
Simply TI
Contact for pricing
Platform access (self-serve)YesNoNo
Topic conversion trackingYesYesYes
Cross-channel integrationYesYesYes
User journey mappingYesYesYes
Strategic advice and supportNoYesYes
Fully managed executionNoNoYes
Best for: Enterprise marketing teams with budget for a managed engagement who want topic and content priorities based on their own conversion data rather than public engagement metrics.

Head-to-head feature comparison

Feature
BuzzSumo
Topic Intelligence
Pricing modelSelf-serve SaaS, public pricingSales-led, no public pricing
Starting price$199/moContact for pricing
Content and article research archiveYes (8 billion articles)No
Brand mention monitoringYesNo
Journalist / PR outreach databaseYes (700,000 journalists, from PR and Comms tier)No
First-party conversion data analysisNoYes (deep-learning model on your own data)
Cross-channel integration (ads, email, social)Partial (social platforms only: Facebook, Twitter, Reddit, YouTube)Yes (website, ads, email, social)
User journey mappingNoYes
Industry trend analysisYes (trend spotting via article archive)Coming soon (not yet live)
Managed / done-for-you tierNoYes (Simply Grow, Simply TI via engagesimply)
Free trial or self-serve signupNo (paid self-serve, no free tier)No (demo required for every tier)
API accessYes (Suite tier, $499/mo)Not publicly documented
Underlying data sourcePublished content and social engagement (external)Your own first-party website and campaign data

Which should you choose?

Teams wanting to research what has already worked across the open webBuzzSumo
Teams wanting to know which topics convert for their own specific audienceTopic Intelligence
PR and communications teams needing journalist outreachBuzzSumo
Enterprise marketing teams with budget for a managed analytics engagementTopic Intelligence
Teams that want to start using a tool today without a sales callBuzzSumo
Teams wanting cross-channel conversion mapping across ads, email, and social in one viewTopic Intelligence
Budget-conscious teams unwilling to commit to a demo before seeing pricingBuzzSumo

The honest way to compare these two is by what data they actually use. BuzzSumo's insight comes from what already worked for someone else, on the open web. Topic Intelligence's insight comes from what already worked for you, in your own conversion data, assuming you trust a still-maturing product with lorem ipsum still on its marketing site. Neither replaces the other cleanly: BuzzSumo has nothing to say about your own conversion paths, and Topic Intelligence has nothing to say about what is trending across the wider web right now. The deciding factor is usually whether you have enough historical conversion data of your own to make Topic Intelligence's approach worth the sales process, or whether you are earlier-stage and need external signal first.

Bottom line

Start with BuzzSumo's Content Creation plan at $199 a month if you want topic research grounded in what has performed across the web and can start today without a sales call. Evaluate Topic Intelligence only if you have an enterprise budget, real first-party conversion data to feed it, and are comfortable going through a sales process for a product that still has some rough, early-stage edges on its own marketing site. For most content teams weighing cost against certainty, BuzzSumo is the lower-risk starting point.

Frequently asked questions

Is Topic Intelligence an AI writing tool like ChatGPT-based content generators?

No, Topic Intelligence explicitly describes its system as a deep-learning model that is not LLM-based. It analyzes your own website and campaign data to identify which topics convert, rather than generating text or content suggestions the way an LLM-powered writing tool would.

Why does BuzzSumo publish pricing while Topic Intelligence does not?

BuzzSumo is a self-serve SaaS product with a signup flow, so publishing tiered pricing from $199 to $999 a month is a normal part of that model. Topic Intelligence sells all three of its tiers, including its self-serve platform license, through a sales conversation, which is a more enterprise-style go-to-market approach regardless of company size.

Should the lorem ipsum testimonials on Topic Intelligence's site be a concern?

It is a reasonable early-stage warning sign worth factoring into a buying decision. Placeholder text left live on testimonials, combined with the "coming soon" status of the industry trend analysis feature and the absence of any public pricing, suggests the product or its marketing site is not fully finished. That does not mean the underlying deep-learning approach is not credible, but it is worth confirming directly during a demo.

Can BuzzSumo tell me which topics will convert for my specific audience?

Not directly. BuzzSumo shows engagement data (shares, views, coverage) for content that already exists across the web, which is a proxy for what interests a general audience, not a measurement of your own site's conversion behavior. Topic Intelligence is built specifically to answer that question, using your own first-party data instead of public engagement metrics.

Does Topic Intelligence replace the need for a journalist or PR database?

No, Topic Intelligence has no journalist database, media monitoring, or PR outreach features of any kind; it is a conversion and topic analytics platform only. BuzzSumo's 700,000-journalist database, available from its PR and Comms tier, is the tool to use if journalist outreach is part of your workflow.

Is there a free trial for either BuzzSumo or Topic Intelligence?

Neither offers a genuinely free ongoing tier. BuzzSumo has a limited free search on its website but requires a paid plan starting at $199 a month for full access. Topic Intelligence has no free trial or self-serve signup at all; every plan, including its base platform license, requires a demo or sales conversation to get started.

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