For pure on-page scoring against a topic model, Surfer SEO or Clearscope are the market leaders and genuinely earn their position. Quarrybank is not a content grader: it handles discovery and production with a quality gate, and sits upstream of the optimisation step. Read the honest breakdown before you buy.
| Tool | Best for | Note |
|---|---|---|
| Surfer SEO | On-page SERP scoring | Market leader for keyword density, heading structure, and NLP-term coverage. Strong integration with AI writing tools. Check current pricing. |
| Clearscope | Editor-friendly content grading | Clean, simple, trusted by editorial teams. Grades against a topic model. No drafting or discovery. |
| MarketMuse | Topic authority modelling | Deep topic model for auditing content gaps across an entire site. Strong for existing-content optimisation. See our full MarketMuse comparison. |
| Frase | Brief creation and answer structure | Good for writing well-structured briefs and checking whether a piece answers the right questions. Limited scoring depth vs Surfer. |
| Semrush Writing Assistant | Optimisation within a broad SEO suite | Useful if already a Semrush subscriber. Less focused than Surfer or Clearscope as a standalone optimisation tool. |
| Quarrybank | Discovery + production + quality gate | Not a content grader. Finds the page worth writing, drafts it past a gate, holds for human approval. Upstream of pure optimisation. |
| Screaming Frog + manual audit | Technical content audit at no extra cost | Free for smaller sites. Crawls your site to find thin content, duplicates, and gaps. Requires manual interpretation. |
Features and pricing evolve across all these tools. Check current plans on each site before budgeting.
Surfer is the most widely used content optimisation tool in the market, and for good reason. It takes a target keyword, analyses the top-ranking pages, and gives you a clear scoring target: terms to include, heading structure, approximate word count, and an NLP-based coverage score. It integrates with Google Docs and most AI writing tools. If you have a piece of content and you want to know whether it is well-optimised for a given keyword, Surfer is the most practical tool for that job. Its limit: it will not tell you which pages are worth writing in the first place, and it does not manage production or approval.
Clearscope has built a strong reputation with editors because it is simple, clean, and does not require a technical SEO to interpret. You paste your draft, it scores it against a topic model and shows you which related terms you have covered and which you are missing. Many editorial teams use it as a final check before publishing. It does not draft content, does not surface opportunities, and does not track performance after publication. A clean, reliable grading layer for teams who already have a writing process.
MarketMuse takes a broader view than Surfer or Clearscope. Rather than scoring a single page against a keyword, it models your site's authority across a topic area and surfaces gaps across your entire content catalogue. That makes it powerful for sites with an existing content base that needs auditing and prioritising for optimisation. It is less useful for greenfield sites or teams primarily trying to decide what to write next. We have a full honest comparison on the MarketMuse alternative page.
Frase sits between brief creation and content optimisation. It is good at pulling together the questions a piece should answer and the SERP context around a topic. It has an optimisation score built in, but it is lighter than Surfer's scoring methodology. Teams who want a combined brief-and-optimise workflow in a single tool find it useful. Teams who need deep optimisation data tend to use Surfer alongside it or instead.
The Semrush Writing Assistant checks readability, tone of voice, originality, and basic SEO signals within a Google Docs or WordPress editor. If you are already paying for Semrush, it is worth switching on. As a standalone optimisation tool, it is less powerful than Surfer or Clearscope. The broader Semrush platform is excellent for keyword research and competitor analysis; the writing assistant is a lightweight add-on rather than a core product.
Quarrybank does not grade your existing content against a topic model and that is an honest limitation to name. What it does is sit upstream of the optimisation step: Radar finds the pages worth writing by scoring gaps on winnability and AEO potential, Kenneth drafts the page with answer-first structure built in, and a quality gate checks the draft before it reaches a human for final approval. If your bottleneck is "which page should we write and is the draft good enough to publish," Quarrybank addresses that. If your bottleneck is "we have 200 published pages and need to know which need updating," a tool like MarketMuse or Surfer's Content Audit feature is the right starting point.
Also in this series: best AI writing tools for SEO and best AEO tools.
Founding publishers and agencies get Radar, Kenneth, the quality gate, and a setup call at founding pricing for life.
Request founding access