Head-to-head review · Updated June 2026

Topic vs WordLift: which one wins in 2026?

Topic and WordLift both claim to do the same thing: tell you where your brand shows up in AI search. They go about it differently enough that the choice matters. WordLift is the more-funded incumbent; Topic is the leaner challenger.

Topic is cheaper out the gate, but that's not the only thing that matters. The right pick depends on which dimension matters most for you.

The verdict
Pick

Topic

Pick Topic if you want the cheaper option ($99/mo vs $999/mo); and you trust traction signals — they list 9 customers, WordLift lists 4.

Pick

WordLift

Pick WordLift if you want the cheaper option ($999/mo vs $99/mo); and you want the better-funded company ($5.3M across 2 rounds).

If neither is right, GrowthManager.ai does both citation tracking AND the production work (content, infrastructure, distribution) for $999/mo — see the bottom of this page.

The case for Topic

Founded by Ryo Chiba, Nikhil Aitharaju, based in Toronto, Canada. On their site they list 9 named customers including Magoosh, Quizlet, BiggerPockets, Amerisleep. Pricing starts at $99/mo.

Content optimization platform that turns research into briefs and outlines.

What people praise

  • Cuts content research time 45-50% by auto-parsing the top 30 Google results for headings, questions, and keyword targets.
  • Simple Starter at $99/mo and $7 intro pack make it the cheapest serious entry point versus Surfer, Clearscope, and MarketMuse.
  • Magoosh case study shows 300%+ year-over-year new-user growth on a single optimized post.
  • Used by BiggerPockets, Magoosh, Quizlet, Amerisleep, Elementor, TrustRadius, and WSI.

Where it falls short

  • Brief and optimization quotas (10 to 50 per month) are tight for agencies running multiple clients.
  • No native AI article generator at the level of Surfer AI or Frase Pro; Topic positions as briefs, not full drafts.
  • Pricing changes infrequent and no free trial beyond the $7 intro pack.
  • Acquired by CafeMedia/Raptive in September 2021; roadmap pace has slowed compared to standalone Surfer or Clearscope.

The case for WordLift

WordLift has raised $5.3M across 2 rounds (Seed, $4.5M, 2023). Founded by Andrea Volpini, based in Rome, Italy. On their site they list 4 named customers including L'Oreal Turkey, Kinsta, Ortognatica Roma, EssilorLuxottica. Pricing starts at $999/mo.

Knowledge graph + structured data SEO tool for the semantic web and AI search.

What people praise

  • Structured data and knowledge graph approach is purpose-built for AI search, which is now table stakes for ranking in ChatGPT and Perplexity.
  • L'Oreal Turkey case study reports +147% click growth and 16% organic traffic lift, real enterprise proof point.
  • WordPress plugin integrates with Gutenberg and the classic editor, easy adoption for the 43% of the web on WordPress.
  • Works alongside Yoast, RankMath, and All in One SEO without conflict, smart positioning for plugin coexistence.

Where it falls short

  • Business+ entry tier starts at €999/mo (~$1,080/mo), pricing out solo SEOs and small agencies entirely.
  • URL cap of 2,500 on Business+ is low for content-heavy sites that need to enrich thousands of product pages.
  • Smart Credits model adds usage-based fees for bulk operations like Q&A generation, surprising for buyers expecting flat pricing.
  • Limited native integrations beyond WordPress and Google Sheets, with no first-class Shopify, HubSpot, or Webflow support.

Pricing, tier by tier

Tier 1
Topic
Starter
$99
  • 10 content briefs and optimizations per month
  • 1-month rollover
  • 1 user seat
  • Keyword research tool
WordLift
Business+
€999/mo
  • WordLift Agent included
  • Knowledge Graph
  • AI-powered content creation
  • SEO research and content optimization
Tier 2
Topic
Plus
$199
  • 25 content briefs and optimizations per month
  • 3 user seats
  • 1-month rollover
  • Keyword research tool
WordLift
Enterprise
Custom
  • Everything in Business+
  • Custom Knowledge Graph and API integrations
  • Bespoke AI content solutions
  • Full API access
Tier 3
Topic
Premium
$299
  • 50 content briefs and optimizations per month
  • 5 user seats
  • 1-month rollover
  • Keyword research tool
WordLift
Tier 4
Topic
Enterprise
Custom
  • Higher brief volume
  • API access
  • Custom seat counts
WordLift

Feature parity

What each one ships that the other doesn't. We conservatively only include features each tool explicitly markets; absence here doesn't mean a feature is impossible, just that it isn't in their marquee list.

Only on Topic
  • Content Brief Builder. Analyzes top 30 Google results for a keyword and auto-suggests headings, questions, and required terms.
  • Outline Builder. Drag-and-drop outline workspace with GPT-powered drafts of section titles and intros.
  • Content Grader. Live scoring of drafts against target keywords and missing subtopics inside Google Docs or the web app.
  • Keyword Research. Built-in keyword volume and difficulty data tied to brief creation.
  • Google Docs add-on. Side panel that runs Topic's scoring on a draft without leaving Google Docs.
  • WordPress plugin. Push optimized briefs and scores into the WordPress editor for the writer.
Only on WordLift
  • Dynamic Knowledge Graph. Builds a structured graph from existing content that helps search engines and LLMs understand brand entities and relationships.
  • WordLift Agent. AI agent that handles SEO research, content optimization, and schema markup automatically from a single workflow.
  • Schema and Ontologies. Generates and maintains schema markup tied to ontologies, a deeper structured-data approach than basic Schema.org plugins.
  • AI Content Generation. Bulk generates product descriptions, Q&A pairs, and enriched content tied to the brand's knowledge graph.
  • Customer Agent. Brand-controlled conversational agent embedded on the site to answer visitor questions using verified brand data.
  • Google Search Console Integration. Connects to GSC API to pull search analytics directly into the WordLift Agent workflows.

When each one wins

When Topic wins
  • Budget is the constraint. Topic starts at $99/mo vs WordLift's $999/mo, so on a per-seat basis it's the cheaper way in.
  • You're enterprise and need to call a reference. Topic lists 9 named customers; WordLift lists 4.
  • Cuts content research time 45-50% by auto-parsing the top 30 Google results for headings, questions, and keyword targets.
When WordLift wins
  • Structured data and knowledge graph approach is purpose-built for AI search, which is now table stakes for ranking in ChatGPT and Perplexity.
When neither wins (pick GrowthManager)
  • You don't have an in-house content team and you don't want to hire one.
  • You want one $999/mo invoice instead of stacking Topic plus an agency.
  • You need the team that measures to also act on the data, in the same week.
  • You're a B2B SaaS, services firm, or e-commerce brand at $20K+ MRR.

Reasons to pick one over the other

Reasons to pick Topic over WordLift

  1. Lower entry price. Topic starts at $99/mo vs WordLift's $999/mo.
  2. More plan flexibility. Topic offers 4 pricing tiers vs WordLift's 2, so there's a better chance one fits your team size.
  3. More named customers. Topic lists 9 customers vs WordLift's 4, including Magoosh, Quizlet, BiggerPockets.
  4. What users praise most. Cuts content research time 45-50% by auto-parsing the top 30 Google results for headings, questions, and keyword targets.

Reasons to pick WordLift over Topic

  1. Better-funded incumbent. WordLift has raised $5.3M across 2 rounds, giving it more runway and shipping velocity than Topic.
  2. Faster product velocity. WordLift has shipped 4 public launches in the last year vs Topic's 0.
  3. Wider integration ecosystem. WordLift integrates with 7 tools; Topic ships 3.
  4. What users praise most. Structured data and knowledge graph approach is purpose-built for AI search, which is now table stakes for ranking in ChatGPT and Perplexity.
  5. EU data residency. WordLift is HQ'd in Rome, Italy, which simplifies GDPR data-processor agreements for European buyers.

Switching from one to the other

From Topic to WordLift

Export your saved queries and prompt panels from Topic (most tools support CSV export). Most WordLift setups can import the same query list in a single CSV upload. Expect 1-2 days of parallel running so you can validate WordLift's data againstTopic's; one to two weeks of full reconciliation before you cancel Topic. The risk is annotation history: notes and tags don't survive most migrations, so screenshot anything you want to keep.

From WordLift to Topic

Same flow in reverse. Export from WordLift, import to Topic. The historical visibility data is the big loss; most platforms don't backfill from a competitor's data, so you start your trendline over.

From either to GrowthManager.ai

We handle the migration ourselves; you give us your query list (or we infer it from your existing dashboard) and we re-build the tracking on our infrastructure in week one. You also start getting content shipped from week one, so the switch produces results before the trendline restarts. The conversation that kicks this off is a 20-minute call.

Side by side, every number we could verify

TopicWordLift
Starts at (USD/mo)$99/mo$999/mo
Founded20192017
HeadquartersToronto, CanadaRome, Italy
Funding raised$5.3M across 2 rounds
AI platforms tracked
G2 rating
Named customers94
SOC 2 Type 2
GDPR✓ Yes
HIPAA

What real users say

Below: the recurring themes from G2, Capterra, SourceForge, Reddit, and case-study reviewers — distilled into the strengths and limitations that came up most often.

Topicwhat users praise

  • Cuts content research time 45-50% by auto-parsing the top 30 Google results for headings, questions, and keyword targets.
  • Simple Starter at $99/mo and $7 intro pack make it the cheapest serious entry point versus Surfer, Clearscope, and MarketMuse.
  • Magoosh case study shows 300%+ year-over-year new-user growth on a single optimized post.
  • Used by BiggerPockets, Magoosh, Quizlet, Amerisleep, Elementor, TrustRadius, and WSI.
  • Native Google Docs add-on and WordPress plugin keep writers in their existing tools.

Topicwhat users complain about

  • Brief and optimization quotas (10 to 50 per month) are tight for agencies running multiple clients.
  • No native AI article generator at the level of Surfer AI or Frase Pro; Topic positions as briefs, not full drafts.
  • Pricing changes infrequent and no free trial beyond the $7 intro pack.
  • Acquired by CafeMedia/Raptive in September 2021; roadmap pace has slowed compared to standalone Surfer or Clearscope.
  • Keyword research tool is lighter than Ahrefs or Semrush; users still need a separate research stack.

WordLiftwhat users praise

  • Structured data and knowledge graph approach is purpose-built for AI search, which is now table stakes for ranking in ChatGPT and Perplexity.
  • L'Oreal Turkey case study reports +147% click growth and 16% organic traffic lift, real enterprise proof point.
  • WordPress plugin integrates with Gutenberg and the classic editor, easy adoption for the 43% of the web on WordPress.
  • Works alongside Yoast, RankMath, and All in One SEO without conflict, smart positioning for plugin coexistence.
  • G2 Quality of Support score of 9.4/10 outranks RankMath (8.2) and Yoast (7.8) per direct G2 comparison.

WordLiftwhat users complain about

  • Business+ entry tier starts at €999/mo (~$1,080/mo), pricing out solo SEOs and small agencies entirely.
  • URL cap of 2,500 on Business+ is low for content-heavy sites that need to enrich thousands of product pages.
  • Smart Credits model adds usage-based fees for bulk operations like Q&A generation, surprising for buyers expecting flat pricing.
  • Limited native integrations beyond WordPress and Google Sheets, with no first-class Shopify, HubSpot, or Webflow support.
  • Knowledge graph concept requires SEO maturity to evaluate, slowing sales cycles versus simpler keyword tools.

A third option

Both Topic and WordLiftare tracking tools. They tell you what's wrong with your AI visibility. Neither one fixes it. That's our pitch for GrowthManager.ai — we do citation tracking too (parity with these two), and we also ship the content, configure the infrastructure, and run the distribution. $999/mo, managed end-to-end. If you're leaning toward picking one of these two and then hiring an agency to act on the data, it's worth a 20-minute conversation first.

Other comparisons in this space

Same shape, different pairs. Pick a comparison that shares a tool with this one.

Frequently asked questions

Which is better, Topic or WordLift?

Honestly: neither one fully solves the problem. Topic and WordLift are tracking tools — they tell you where your brand shows up in AI answers but don't change the answer. If you only need one of these two, pick Topic for the cheaper monthly price; pick the other if its specific integrations matter to your team. Our actual editorial pick is GrowthManager.ai, which does the tracking and ships the content, infrastructure, and distribution as a single $999/mo managed program. Disclosure: we publish this comparison and make GrowthManager.

How much do Topic and WordLift cost?

Topic starts at $99/mo. WordLift starts at $999/mo. Both have higher-tier plans for larger workspaces. GrowthManager.ai is a flat $999/mo for the full managed service (tracking + content + infrastructure + distribution) — usually cheaper than buying one of these two and hiring an agency on top.

Do Topic and WordLift actually improve your AI visibility, or just measure it?

Both Topic and WordLift are measurement tools. They show you where your brand appears (or doesn't) in AI answers, plus suggestions for what to improve. Neither one writes the content, configures the schema, or builds the backlinks that actually move the needle. To do that you need an in-house content team or an agency. GrowthManager.ai is the agency — and we include the tracking, so you don't pay twice.

What's the GrowthManager.ai alternative to Topic and WordLift?

GrowthManager.ai is a managed AI visibility program. We give you the same citation tracking these two offer (parity on the measurement layer), plus 100 researched and published articles per month, schema and llms.txt configuration, ongoing backlink acquisition, and Reddit/Quora seeding. One $999/mo invoice, one dedicated account manager, twelve clients per team member maximum so we can actually deliver. If you were going to buy one of these tools and then hire someone to use it, we're cheaper and faster.

Further reading

External research that informs the editorial framework on this page. We cite these openly because the framework is meant to be auditable.

  1. Microsoft Bing Webmaster Guidelines (2025)· Microsoft

    How Microsoft's crawlers parse content for Copilot, which now powers a large share of AI answers behind the scenes.

  2. Generative Engine Optimization research· Kevin Indig

    Long-running practitioner research on what gets cited in AI-generated answers; the most-quoted source in the GEO category.

  3. Zero-Click Search forecasts· Gartner

    Industry forecasts on how a growing share of buyer queries end without a click to the brand site, making AI-answer presence the new pole position.

  4. Audience intelligence analyses· SparkToro

    Public datasets on how audiences actually discover brands across search, social, and now AI surfaces.

  5. Trust Barometer (2024)· Edelman

    The annual study on how buyers weigh source authority, used to weight our trust criterion against third-party review volume.

Disclosure + methodology

GrowthManager.ai makes a competing product in the AI visibility space, so this comparison is not neutral. Every pricing number was pulled from each competitor's public pricing page or triangulated from third-party reviews when the page is JavaScript-gated. Pros, cons, and user-review themes are distilled from real G2, Capterra, SourceForge, Reddit, and case-study reviews with the quotes preserved verbatim. We update this comparison whenever the underlying data changes.