Comparison

Conductor vs Topic Intelligence in 2026: AI-visibility tracking vs conversion-focused topic analytics

One tool tells you where you show up in ChatGPT and Google AI Overviews. The other uses a deep-learning model on your own website and campaign data to tell you which topics actually convert, though its site still has placeholder testimonials and no live pricing on any tier.

Updated July 3, 2026
Conductor
Topic Intelligence
Key takeaways
  • Conductor tracks brand visibility across six AI platforms (ChatGPT, Gemini, Copilot, Claude, Perplexity, and Google AI Overviews). Topic Intelligence has no AI-visibility tracking feature at all.
  • Topic Intelligence uses a deep-learning model, explicitly not an LLM, to extract which topics convert from your own website, ads, email, and social data.
  • Topic Intelligence's testimonials section still contains lorem ipsum placeholder text, and none of its three tiers has public pricing or a self-serve signup, both signs of an early-stage product.
  • Conductor ships an MCP Server and developer APIs; Topic Intelligence's integration connectors (Google Ads, Meta, Mailchimp, etc.) are not documented publicly.
  • Conductor's 24/7 bot monitoring tracks AI crawler activity like GPTBot and ClaudeBot in real time. Topic Intelligence has no comparable crawler-monitoring feature.
  • Topic Intelligence's industry trend analysis feature is marked "coming soon" and is not yet live, while Conductor's six-platform tracking and bot monitoring are shipped features today.
  • Both tools require a sales conversation before pricing is disclosed. Neither has a public price list, though Conductor has an established enterprise customer base while Topic Intelligence shows signs of being newer to market.

Conductor and Topic Intelligence both sit in the Content Strategy category, but they answer different questions. Conductor tells you whether your brand appears in AI-generated answers across six platforms, with 24/7 crawler monitoring and developer APIs layered on top. Topic Intelligence does not track AI answer engines at all; it runs a deep-learning model over your own website and campaign data to identify which content topics actually drive conversions, then maps the user journeys that lead there. Comparing them only makes sense if you are clear on which job you are hiring for: visibility measurement, or topic-to-conversion analysis.

The tools at a glance

ToolStarting priceBest for
ConductorContact for pricingEnterprise teams that need to know exactly where their brand shows up across ChatGPT, Gemini, Copilot, Claude, Perplexity, and Google AI Overviews, with API access to build that data into existing dashboards.
Topic IntelligenceContact for pricingMarketing teams with clean first-party conversion data and an enterprise budget who want to prioritize content topics by what actually converts rather than by keyword volume, and who can tolerate a sales process on a product that still has some early-stage rough edges.

Conductor

Enterprise AEO and SEO platform with AI visibility tracking across ChatGPT, Gemini, Copilot, and Claude

Full review →
Conductor screenshot

Conductor combines traditional SEO with Answer Engine Optimization in a single enterprise platform. It tracks brand mentions across six AI models, ChatGPT, Gemini, Microsoft Copilot, Claude, Perplexity, and Google AI Overviews, alongside keyword rankings, content optimization, and technical site audits.

The 24/7 bot monitoring layer is what separates Conductor from most competitors in this comparison set: it watches for AI crawlers like GPTBot and ClaudeBot visiting your pages and fires real-time alerts when crawl activity changes, connecting indexing behavior to citation outcomes before the drop shows up in your reporting. The MCP Server and developer APIs let engineering teams build custom workflows directly on Conductor's live data.

Pricing is enterprise-only and undisclosed; there is no self-serve signup or free tier. Conductor is built for teams with an existing SEO function and a procurement process, not for teams that want to try a tool before committing budget.

Pricing
Feature
Enterprise
Contact for pricing
AI platforms tracked6
24/7 bot monitoringYes
MCP ServerYes
Developer APIsYes
Traditional SEO toolsYes
Self-serve signupNo
Best for: Enterprise teams that need to know exactly where their brand shows up across ChatGPT, Gemini, Copilot, Claude, Perplexity, and Google AI Overviews, with API access to build that data into existing dashboards.

Topic Intelligence

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

Full review →
Topic Intelligence screenshot

Topic Intelligence takes a different approach from most content tools in this category: instead of generating content suggestions with an LLM, it runs a deep-learning model over your actual website and campaign data to surface which topics your audience engages with and which lead to conversions. The insights come from your real performance data, not from an AI model guessing what should work.

The platform connects across website, paid ads, email, and social channels, then maps the user journeys from initial topic engagement through to conversion. Three tiers are available: a self-serve platform license, and two managed tiers (Simply Grow and Simply TI) delivered with a partner called engagesimply that add strategic advice and, at the top tier, fully managed execution.

The idea is credible, but the execution shows some rough edges. None of the three tiers has public pricing, there is no free trial, and the testimonials section on the website still contains lorem ipsum placeholder text. The industry trend analysis feature is listed as coming soon rather than live. Teams with an enterprise budget and patience for a sales process may find the underlying analytics genuinely useful; teams wanting to try before they buy will not find that option here.

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
Strategic advice and supportNoYesYes
Fully managed executionNoNoYes
Best for: Marketing teams with clean first-party conversion data and an enterprise budget who want to prioritize content topics by what actually converts rather than by keyword volume, and who can tolerate a sales process on a product that still has some early-stage rough edges.

Head-to-head feature comparison

Feature
Conductor
Topic Intelligence
AI answer-engine visibility trackingYesNo
AI platforms/models trackedChatGPT, Gemini, Copilot, Claude, Perplexity, Google AI OverviewsNot applicable; not an AI-visibility tool
24/7 AI crawler / bot monitoringYes (real-time alerts)No
Topic-to-conversion analysis on first-party dataNoYes (deep-learning model on your own website and campaign data)
Cross-channel integration (web, ads, email, social)No (SEO and AEO data only)Yes (website, ads, email, social)
User journey mappingNoYes
AI content generation/briefsYes (briefs and page-level recommendations)No
Developer API / MCP integrationYes (developer APIs plus MCP Server)Not documented
Self-serve signupNoNo (platform license still requires a sales conversation)
Free trialNoNo
Starting priceCustom (sales-led)Contact for pricing (all three tiers)

Considering AI Peekaboo alongside Conductor and Topic Intelligence?

AI Peekaboo dashboard

Conductor tracks six AI platforms but requires an enterprise sales process with no published pricing or self-serve signup. Topic Intelligence does not track AI answer engines at all, it is built for topic-to-conversion analysis on your own first-party data instead. If measuring where your brand actually shows up in ChatGPT, Gemini, or Google AI Overviews is the goal, AI Peekaboo offers self-serve AI visibility tracking from $50 per month with a read and write API, white-label reports, and a Looker Studio connector, without a sales call to get started.

Read the AI Peekaboo review →

Which should you choose?

Teams needing to know where they show up in ChatGPT, Gemini, or AI OverviewsConductor
Teams with first-party conversion data wanting a non-LLM topic-prioritization layerTopic Intelligence
Enterprise teams with existing SEO infrastructure adding AEO to the same contractConductor
Teams wanting user-journey mapping from topic engagement to conversionTopic Intelligence
Teams needing a developer API or MCP integration todayConductor
Teams that want a live, shipped product rather than a coming-soon roadmap itemConductor
Teams with budget for a managed analytics service and an analyst gap to fillTopic Intelligence

Conductor and Topic Intelligence are not really competing for the same budget line. Conductor answers a visibility question: are we showing up in AI-generated answers, and where. Topic Intelligence answers a prioritization question: given our own traffic and conversion data, which topics are worth writing about at all. The choice is less "which is better" and more "which question do you actually need answered right now." Topic Intelligence's rough edges, the lorem ipsum testimonials and the total absence of public pricing, are worth weighing against how credible its underlying deep-learning approach is for your specific use case.

Bottom line

Pick Conductor if AI-search visibility is the actual job to be done; it is a shipped, enterprise-grade product with six-platform coverage and API access, even if you have to sit through a sales call to get pricing. Only engage Topic Intelligence if you have first-party conversion data to feed it and can tolerate a sales process on a product whose own website still has placeholder testimonials; if the concept appeals to you but you want more polish, wait a cycle and re-check the site before committing budget.

Frequently asked questions

Does Topic Intelligence track brand visibility in ChatGPT or Google AI Overviews the way Conductor does?

Topic Intelligence does not track AI answer engines the way Conductor does; it explicitly runs a deep-learning model, not an LLM, over your own website and campaign data to surface which topics convert. Conductor is the AI-visibility tool of the two, tracking brand mentions across six platforms including ChatGPT and Google AI Overviews.

Is Topic Intelligence a legitimate product or is it still early-stage?

Topic Intelligence shows real signs of being early-stage: its testimonials section still contains lorem ipsum placeholder text, none of its three pricing tiers is public, and there is no self-serve signup or free trial anywhere on the site. The underlying deep-learning approach to topic-conversion mapping is technically credible, but buyers should treat the current state of the website itself as a data point when evaluating how mature the product is.

What is the difference between Conductor's AI visibility tracking and Topic Intelligence's topic analytics?

Conductor tracks whether and how your brand appears in AI-generated answers across six platforms; Topic Intelligence analyzes your own first-party website and campaign data to identify which content topics drive conversions, independent of any AI-answer-engine measurement. They solve different problems inside content strategy: visibility versus topic prioritization.

Does either Conductor or Topic Intelligence offer a free trial?

Neither tool offers a public free trial. Conductor is enterprise software sold through direct sales with no self-serve signup, and Topic Intelligence gates all three of its tiers, including the self-serve platform license, behind a demo or contact form.

What does Topic Intelligence's industry trend analysis feature actually do?

It is designed to track rising topics in your industry so you can act on audience interest before competitors do, but as of the current product state it is listed as coming soon rather than live. Teams evaluating Topic Intelligence today are buying the topic-conversion mapping and user journey features that already ship, not the trend analysis layer.

Which tool has a developer API, Conductor or Topic Intelligence?

Conductor is the one with a documented developer API, plus an MCP Server that lets engineering teams build custom AI agent workflows on top of live SEO and AEO data. Topic Intelligence's specific integration connectors, such as Google Ads, Meta, or Mailchimp, are not listed publicly and would need to be confirmed during its sales process.

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