DeepSmith

Oct 26 · Tools & Comparisons

15 min read

Writesonic vs MarketMuse: Should You Plan From AI Answers or Topic Authority?

Avinash Saurabh
Avinash Saurabh · CO-Founder & CEO
Abstract monochrome cover with the words AI Answers or Topic Authority, a chat-and-search motif on the left and layered cards and a topic grid on the right, converging on one box.

Writesonic vs MarketMuse mostly comes down to where the content plan starts. Writesonic starts from AI visibility, tracking where AI answers mention and cite your brand and then writing and publishing content to close the gaps. MarketMuse starts from your own site, scoring topics by how hard they are for you to rank for and turning that into detailed briefs, though it does not write full articles or publish to a CMS. DeepSmith is a strong alternative when you want both inputs, because it tracks AI answers and maps topic coverage in one platform and then produces publish-ready articles.

If you are choosing between Writesonic or MarketMuse to decide what to write next, you are really picking a starting point. One tool looks at what AI engines say about you, and the other looks at what your own site covers and where you have authority. Both can feed a content plan, and they give you different plans. This article walks through pricing, features, and which reader each one suits. It also shows where DeepSmith fits, since it plans from both sources and produces the articles too.

Writesonic vs MarketMuse: the short answer

  • Choose DeepSmith if you want the plan to come from AI answers and from topic coverage together, with the evidence attached to each idea, and you want finished articles that write themselves on a schedule, from $99 a month with a 7-day free trial.
  • Choose Writesonic if you want daily AI visibility tracking and an article writer in one self-serve plan from $79 a month billed annually, and three tracked engines (ChatGPT, Gemini, and Google AI Overviews) is enough until you move to Enterprise.
  • Choose MarketMuse if you want a site inventory with personalized difficulty scores and detailed briefs, you are happy to write and publish somewhere else, and you want a free plan to try it first.
CriterionDeepSmithWritesonicMarketMuse
Entry price, billed annually (per month)$80$79Not published
Entry price, billed monthly$99$99 (vendor-stated)Not published
Free trial or free plan7-day free trial7-day free trial, no cardFree plan, trial length not stated
Articles per month at entry tier2015Not listed
Engines at entry tierChatGPTChatGPT, Gemini, Google AI OverviewsNot listed
Most engines on any plan10 (Enterprise)10 (Enterprise)Not listed
AI answer trackingYesYesNot listed
Topic and content gap analysisYesNot listedYes
SERP-based content scoring-Not listedYes
Full-article generationYesYesPartial
Brand voice and knowledge groundingYesYesPartial
CMS publishingYesYesNo
Scheduled publishingYesNot listedNo
G2 rating4.8/54.7/54.6/5

Pricing and features as of September 2026, from each vendor's site and public reviews.

Writesonic

Writesonic homepage showing its AI search growth engine positioning.

Writesonic started in 2021 as an AI writing tool and now sells itself as an AI search growth engine. It tracks a set of prompts every day and reports brand mentions, citations, share of voice, and sentiment. It then ranks fixes in an Action Center, and its Article Writer produces long-form pieces that it says are publish-ready with citations, FAQs, schema, and images. It is built for marketing and SEO teams, agencies, and growth teams that want tracking and execution in one tool.

The standout is how much sits in the standard plans. Prompts, daily answers, articles, audits, users, and projects are all published per tier, and a 7-day free trial needs no card. Starter is $79 a month billed annually, Basic is $199, and Growth is $399.

The main limit is engine coverage on the self-serve plans. Starter, Basic, and Growth all track ChatGPT, Gemini, and Google AI Overviews. The ten-engine set, the full Action Center, and most execution features sit on custom Enterprise plans. Growth gets a limited Action Center of five on-page and five off-page actions a month.

On reviews, Writesonic has 4.7/5 on G2 from 2,133 reviews, checked September 30, 2026. Most of those reviews describe the older writing product, and only a few cover the AI visibility platform. Reviewers praise quick drafting and easy setup, and they complain about credits, pricing, and drafts that need editing. If you are still comparing options, the Writesonic alternatives page covers the wider field.

MarketMuse

MarketMuse homepage showing its content strategy positioning.

MarketMuse was founded in Boston in 2013 and was acquired by Siteimprove in October 2024. It builds a regularly updated inventory of your pages and topics and scores each topic with its own metrics, mainly Personalized Difficulty, Topic Authority, and Content Score. From that it produces content plans, cluster analyses, nine types of content brief, and an Optimize editor that scores a draft against a topic model. It suits SEO teams, publishers, and agencies that plan across whole topic clusters.

The standout is that its difficulty score is specific to your site. A topic that is hard for a new site can be easier for one that already covers it well, and MarketMuse is built around that idea. The Heatmap also compares the top 20 ranking pages for a topic, so you can see which subtopics they cover.

The limits are plain. MarketMuse says it does not write content for its customers. The AI assistant builds an outline and expands it section by section, and publishing is copy and paste. The paid plans (Optimize, Research, and Strategy) are sold through a demo with no public prices. There is also no AI answer tracking documented for the standalone product, so check which Siteimprove features a purchase includes.

For reviews, MarketMuse has 4.6/5 on G2 from 216 reviews and 9.2/10 on TrustRadius from 19. Reviewers like the keyword detail, heatmaps, and briefs, and the complaints are about price and a little dashboard friction. People who want to see the rest of the field can read the MarketMuse alternatives roundup.

DeepSmith: the alternative that plans from both AI answers and topic coverage

DeepSmith homepage showing its AI search analytics and content production positioning.

Writesonic and MarketMuse each give you half of a plan. Writesonic knows what AI engines say about you and writes content to respond. MarketMuse knows what your site covers and what is hard for you to win, and it hands you briefs. If you are weighing Writesonic vs MarketMuse content planning, the gap is that neither one puts both sources of evidence behind a single idea and then produces the finished article.

DeepSmith does that in one platform. The AEO module checks your tracked prompts on a schedule and reports mention rate, citation rate, share of voice, and the pages AI actually cites. The Content Map crawls your site and your competitors' sites onto one shared taxonomy, so coverage gaps and untapped topics are measurements instead of guesses. Opportunity Agents read both sets of data and return content ideas, and every idea carries the data point that justifies it. That means you can defend a backlog item to your boss with the specific competitor page or prompt behind it.

Production follows from the same data. Ideas move into Planned Content, and Autowrite can write each article on its scheduled date and drop it into Produced Content. The Writer researches, links internally and externally, adds a cover image, and writes publish-ready metadata, grounded in your Deep IQ brand context. You can publish to WordPress, Webflow, Strapi, Sanity, or Contentful, or to your own webhooks.

DeepSmith's Content Map comparing topic coverage against tracked competitors and listing the competitor pages a site has no answer to, shown with demo data.

DeepSmith's Planned Content view with an Autowrite panel showing the persona, voice, content type, and link targets a scheduled article will use, shown with demo data.

Plans are $99, $199, and $399 a month (Pro, Grow, and Scale), or $80, $160, and $299 billed annually, with 20, 40, and 90 articles a month. There is a custom Enterprise plan, a 7-day free trial, and no long-term contract. DeepSmith is rated 4.8/5 on G2, and it is SOC 2, GDPR, and ISO certified.

Planning method and data

MarketMuse wins this one for planning from your own site. Its inventory scores each topic by how hard it is for your site specifically, so the plan reflects the authority you already have. The Strategy Documents add create and update recommendations, with one a month on Optimize, three on Research, and five on Strategy. Site Heatmap, which analyzes a competitor's site, is on Strategy only.

Writesonic plans from AI answers. Its prompt suggestions draw on a claimed dataset of more than 2 billion AI conversations plus Google Search Console, Keyword Planner, and Reddit. Self-serve plans get five one-time AI Search Volume runs, and full access is on Enterprise. The Action Center ranks fixes by an impact, confidence, and effort score. These are Writesonic's own claims, and modeled prompt volume is an estimate, not a full count of what people ask.

The two plans differ in what they can see. A topic authority plan tells you where your site is strong. An AI visibility plan tells you where engines ignore you. For serious topical authority work you want the first, and for AI citations you want the second.

What DeepSmith does: The Content Map handles the site-coverage side with content gap analysis against as many competitor sites as you add, and the AEO module handles the AI answer side. Opportunity Agents combine them, so you can build authority on a chosen topic or close a gap against up to four competitors at once.

AI answer tracking

Writesonic wins here, because MarketMuse has no AI answer tracking documented for the standalone product. Writesonic tracks prompts daily on every plan, reports mentions, citations, share of voice, and competitor benchmarks, and keeps the full answer text. Sentiment is on Growth and Enterprise only, and the page-level tracker is Enterprise only. It also tracks AI crawler visits and ads shown in AI answers on every plan. Writesonic says it collects answers by visiting the AI products like a user would, not through their APIs, and that method could not be independently checked.

MarketMuse's parent, Siteimprove, announced AEO Insights in April 2026, but whether that is available inside a MarketMuse subscription is not established. Treat it as a question for the sales call.

What DeepSmith does: DeepSmith tracks how often AI names your brand and links to your pages, and the difference between citations and brand mentions is reported separately. It shows which of your pages earn citations and which competitor pages win them. Tracking covers ChatGPT on Pro, adds Perplexity on Grow, adds Gemini on Scale, and covers all ten engines on Enterprise.

Briefs and writing

MarketMuse wins on briefs. It has nine brief types, including comparison, how-to, and product review, with room for your point of view, tone, and proof statements, and they export to Google Docs or Word. Optimize and Research get Article briefs only, and Strategy gets all nine.

Writesonic wins on writing. Its Article Writer produces full articles that Writesonic says run 3,000 to 8,000 words, at 15, 25, or 50 a month on the self-serve plans. A standalone brief deliverable is not described, so its brief support is partial. For brand voice, it offers brand kits and writing styles, one on Starter, five on Basic, and ten on Growth.

MarketMuse's writing help is smaller. The editor scores a draft against the topic model, and the assistant expands outlines section by section. Brand voice is partial, and the language support is English and Spanish.

What DeepSmith does: The Writer turns one planned idea into a finished article in a single run, researched, linked, with a cover image and metadata, grounded in your stored persona, voice, and content type. You review it and publish, so you are editing a finished article instead of rescuing a draft.

Publishing and workflow

Writesonic wins here. It exports in one click to WordPress on every plan and to Sanity, Contentful, Webflow, and Ghost. It also has a REST API, webhooks, and an MCP server, though plan gating for those is not stated. MarketMuse has a Copy for Publishing button, and the site says it does not act like a CMS. It has no scheduled publishing and no public API documented.

For teams that want hands-off cadence, neither one documents a scheduler. Writesonic's agentic workflows run playbooks like content refresh, with trial runs on the lower plans.

What DeepSmith does: Autowrite writes each planned article on its date and lands it in Produced Content, and you can publish from there to your CMS. The finished article also arrives with social posts already written, and the Apps Library turns it into LinkedIn, newsletter, and other channel versions. The API and MCP server are read-only, so they pull your data into your own tools.

Pricing and value

Writesonic wins on price transparency. Starter, Basic, and Growth are published at $79, $199, and $399 a month billed annually. Starter monthly is $99 on a Writesonic comparison page, and the Basic and Growth monthly prices are implied by its savings badges, so confirm them before you quote them. Extra Basic users are $50 each, and Growth can add 20 articles for $100 a month.

MarketMuse wins on the cheapest way to try it, because it has a free plan with one user and 10 queries a month. Optimize, Research, and Strategy are sold through a demo, and billing, cancellation, and refund terms are not public, so the real cost of the paid plans is unknown until you ask. Price shows up among reviewer complaints.

What DeepSmith does: DeepSmith publishes its prices, with $99, $199, and $399 monthly and a fixed number of articles and tracked prompts on each plan. The Pro plan includes 20 articles and 50 prompts, so tracking and writing come on one self-serve plan with a 7-day free trial and no cancellation fees.

From insight to action

Writesonic leads on turning findings into work, since its Action Center ranks on-page, off-page, and technical fixes and its agents can draft content. That is mostly an Enterprise feature, so check what your plan includes. MarketMuse turns analysis into briefs and plans, and a person takes it from there.

What DeepSmith does: Every Opportunity Agent idea arrives with its evidence, moves into Planned Content, and can be written on a schedule by Autowrite. The loop from tracking to published article runs inside one platform. If AirOps is also on your list, AirOps vs MarketMuse covers that matchup. AirOps vs Writesonic covers the other.

Which should you choose

  • DeepSmith fits a marketing lead who wants a plan built on AI answers and on topic coverage, with the evidence behind each idea, and who wants articles produced and published without handing each one to a writer. It also fits teams that want a published price and a fixed monthly article count.
  • Writesonic fits a team that wants AI visibility tracking and an article writer on one self-serve plan and is fine with three engines at the entry tiers. It fits an agency that wants pitch audits and white-label reports on its agency plans.
  • MarketMuse fits an SEO team or publisher that wants site-specific difficulty scores and detailed briefs, and that will write and publish in its own tools. The free plan lets one person try it.

If you want to see how this works on your own site, start a free DeepSmith trial at app.deepsmith.ai and see which topics and prompts it finds for you.

Frequently asked questions

Is Writesonic or MarketMuse better for planning content?

It depends on the source of the plan. MarketMuse is better when you want topics prioritized by how hard they are for your own site. Writesonic is better when you want the plan to come from where AI answers leave you out, and it also writes and publishes the articles.

Does MarketMuse track AI answers like Writesonic does?

Not in the standalone product, as far as the public pages show. MarketMuse vs Writesonic differs here, since Writesonic tracks prompts daily. Siteimprove announced AEO Insights in April 2026, but its availability in MarketMuse is not established.

Can MarketMuse write and publish full articles?

No. MarketMuse says it does not write content for customers, its assistant expands outlines section by section, and publishing is copy and paste. Writesonic writes full articles and exports to WordPress and other CMSs.

Is there an alternative to Writesonic and MarketMuse that plans from AI answers and topic authority?

DeepSmith does both. It tracks AI answers with the AEO module, maps coverage with the Content Map, attaches evidence to each idea with Opportunity Agents, and produces publish-ready articles with Autowrite.