MarketMuse sells content strategy and briefs, with a free plan to try and paid tiers priced through a sales quote. Byword sells finished articles on public per-article credits from $99 a month and publishes them for you. MarketMuse suits teams that plan and brief before they write, and Byword suits teams that want volume. DeepSmith is the alternative that tracks AI answers and writes the articles in one platform, on public plans from $99 a month with a fixed monthly article allowance.
If you are weighing MarketMuse vs Byword, the real question is what you want each plan to hand you: a plan and a brief for every piece, or the finished article. MarketMuse prices its paid plans through a demo, so the number you budget with comes out of a sales call. Byword lists its prices and charges per article. This page lines the two up on pricing, features and fit. It also shows where DeepSmith sits for teams that want to know what AI engines say about their brand.
MarketMuse vs Byword: the short answer
- Choose DeepSmith if you want AI answer tracking and publish-ready articles on one public plan, from Pro at $99 a month for 20 articles up to Scale at $399 for 90.
- Choose MarketMuse if your team plans and briefs whole topic clusters, wants difficulty scores built around your own site, and is fine getting a quote for paid plans.
- Choose Byword if you want the quickest path to volume, with public per-article pricing from $99 a month for 25 articles and scheduled publishing.
Comparison table
| DeepSmith | MarketMuse | Byword | |
|---|---|---|---|
| Entry price (monthly) | $99/mo (Pro) | Free plan $0; paid tiers not published | $99/mo (Starter) |
| Annual price (per month) | $80/mo (Pro) | Not listed | $83/mo (Starter) |
| Output at entry tier | 20 articles/mo | 5 briefs and 1 strategy document/mo (Optimize) | 25 articles/mo |
| Free trial or free plan | 7-day free trial | Free plan, 1 user, 10 queries/mo | 5 free articles, no card |
| Long-form generation | Yes, publish-ready | Partial, outline and section by section | Yes |
| Brand voice | Yes | Partial | Yes |
| Content scoring against top results | - | Yes | Yes |
| CMS publishing | Yes, 5 CMSs and webhooks | No, copy and paste | Yes, 5 CMSs |
| Scheduled publishing | Yes, Autowrite | No | Yes |
| AI visibility tracking | Yes, ten engines | Not listed | Partial, via MCP |
| Bulk generation | Yes | Not listed | Yes |
| Public API | Yes, read-only | Not listed | Yes, Standard and up |
| SOC 2 report | Yes | Not listed | Not listed |
| G2 rating | 4.8/5 | 4.6/5 | 3.5/5 |
Pricing and features as of September 2026, from each vendor's site and public reviews.
MarketMuse
MarketMuse is a content strategy and optimization platform. It builds an inventory of your site's pages and topics, then scores each topic by how hard it is for your site in particular to rank, using its own measures called Personalized Difficulty and Topic Authority. On top of that it adds keyword and SERP research, a heatmap that compares the top 20 results for a topic, content plans, nine types of brief, and an editor that scores a draft against a topic model. It was founded in 2013 and bought by Siteimprove in October 2024.
It is built for SEO and content teams, publishers and agencies that plan across whole topic clusters. The standout is the site-specific prioritization, and reviewers on the review sites mention the heatmaps, the briefs and the detailed keyword analysis. G2 shows 4.6/5 from 216 reviews, checked in September 2026.
The limits sit in two places. Paid pricing is not public, and price comes up as a complaint in reviews. MarketMuse also does not write full articles in one step, and it says it does not replace a CMS, so finished content moves out by copy and paste. English and Spanish are the supported languages.
Byword
Byword is a self-serve AI article writer. You give it a keyword, a title or a template plus data, and it drafts a full article in roughly 60 to 90 seconds, then publishes it to a connected CMS. It also does keyword and SERP research, trains a brand voice, keeps a knowledge base, inserts internal links and generates images. Volume comes from campaigns and programmatic templates, and the company relaunched the product as v2 in January 2026.
It is built for SEO teams, agencies and niche-site publishers who want a lot of search-focused articles at a known per-article price and who will edit and fact-check the output themselves. The standout is the public, credit-based pricing, and unused credits roll over.
The limits are mostly about how much you can rely on the details. The independent reviews are few and mixed, with G2 at 3.5/5 from 3 reviews and Trustpilot at 2.8/5 from 7. The older complaints mention repetitive writing and poor link choices. Byword does not track AI answers natively, seats start on Standard, and the API is not on Free or Starter. Its pages are also inconsistent in places, for example on Shopify and Make availability.
DeepSmith: the alternative that tracks and writes
Neither MarketMuse nor Byword tells you what AI engines say about your brand. MarketMuse has no AI answer tracking on record, and Byword only reaches AI-search citation data through its MCP server, with its site pointing to a separate product for AI visibility. Both start from keywords and search results. DeepSmith starts from the answers buyers get in ChatGPT, Perplexity and Gemini, and it writes the articles that answer them.
The AEO module checks the questions you define on a schedule and reports mention rate, citation rate and share of voice, with a competitor leaderboard and the pages AI actually cites. The Content Map puts your site and your competitors' sites on one topic map, so coverage gaps and untapped topics show up as counts. Opportunity Agents read that data and return ideas, each with the data point that justifies it. Those ideas move through New Ideas and Planned Content to the Writer, which produces a finished article with research, internal and external links, a cover image and publish-ready metadata, grounded in Deep IQ, your stored brand context.
Autowrite can do the whole run on a set date without anyone in the app, and Produced Content publishes to WordPress, Webflow, Strapi, Sanity or Contentful, or to your own webhooks. Plans are public. Pro is $99 a month for 20 articles and 50 tracked prompts, Grow is $199 for 40 articles, and Scale is $399 for 90 articles, with annual billing at $80, $160 and $299 a month. The 7-day free trial and the lack of long-term contracts mean you can test it before you commit. DeepSmith's plans don't include a keyword research database, and the loop of tracking, ideas and publish-ready writing is what it offers in its place.
Pricing and value
Byword wins on price transparency, since MarketMuse has no public paid price. For a MarketMuse vs Byword pricing check, Byword's Starter is $99 a month, or $83 a month billed annually, for 25 articles, with extra articles at $3.50. Standard is $299 for 80 articles at $3.00 extra, and Scale is $999 for 300 articles at $2.50 extra. Annual billing works out to $3.32, $3.11 and $2.78 per article across those three plans. Credits roll over and never expire. Every account starts with 5 free articles and no card. Unlimited is a $1,999 monthly platform fee on top of your own model keys, aimed at 500 or more articles a month.
MarketMuse has a free plan with one user and 10 queries a month. Optimize, Research and Strategy have no public price, and every card sends you to book a demo. What the pricing page does show is the allowance by tier. Optimize gives 1 user, 100 queries and 5 article briefs a month, Research gives 3 users, unlimited queries and 10 briefs, and Strategy gives 5 users, 20 briefs of all nine types and the site-level heatmap. A third-party listing shows a $99 figure, but it doesn't match the official page, so it is not a safe number to budget with. Billing, cancellation and refund terms are not published either.
The two also buy different things. A MarketMuse plan produces briefs and plans that a writer still has to turn into articles, so its real cost includes whoever writes. A Byword credit produces an article, and you edit it. If budget is the main question, Byword is the one you can price today, and MarketMuse is the one you have to ask about.
What DeepSmith does: DeepSmith's plans put the tracking and the writing on one bill. Pro at $99 a month covers 50 tracked prompts, 5 seats and 20 articles, and Scale at $399 covers 200 prompts, 10 seats and 90 articles, so the monthly allowance is fixed and the tracking is included.
Output per plan
Byword vs MarketMuse comes down to what a plan produces, and Byword is the clear winner if you want finished articles. A Byword article comes out as a complete draft with headings, metadata, internal links and usually two or three images, and it can be single, in a batch or from a programmatic template. A MarketMuse plan produces content briefs, cluster analyses and content plans, plus an editor where its AI assistant builds an outline and expands it section by section. The site states that MarketMuse does not write content for its customers.
Where the question is how well the plan works out what to write, MarketMuse is stronger. Its Content Strategy Documents recommend what to create and what to update, with 1 a month on Optimize and up to 5 on Strategy. Byword also plans, with topic discovery and pre-built campaign ideas, and it can find content gaps against a topic, though it is lighter on strategy than MarketMuse's inventory-based scoring.
Research and optimization depth
On research and optimization, MarketMuse leads, with Byword close behind on scoring. MarketMuse's topic model compares a page with the top 20 results and gives a content score, and the vendor says it analyses hundreds to thousands of pages per topic. Byword compares a page with the top 10, shows a live SEO score, and uses Search Console to flag pages that have dropped. Byword's own comparison page calls its scoring implicit and concedes that a dedicated tool such as Surfer goes deeper, so a team that lives in scoring tools will notice the difference. Neither product documents a method for optimizing for AI answers.
What DeepSmith does: DeepSmith applies keyword coverage, heading structure, schema, internal links and metadata while it writes, and it formats for AI citation by default, with answers near the top and clear headings. Its visibility agents aim at the prompts you track, so the optimizing is pointed at the questions AI engines are answering.
Publishing and automation
Byword wins here. It publishes to WordPress, Webflow, Ghost, HubSpot and Medium, supports scheduled generation and auto-publish, offers a REST API from Standard and runs an MCP server of about 40 tools. MarketMuse has no direct CMS publishing on record. Its docs describe a Copy for Publishing button and pasting into WordPress or HubSpot, and the Google Docs and Word exports work the same way.
Byword's automation does have limits worth knowing. Its MCP loops can't yet run on a recurring schedule, and seats and the API sit on higher plans. For a solo operator on Starter, publishing is solid and teamwork is thin.
What DeepSmith does: Autowrite writes each planned article on its scheduled date and lands it in Produced Content, or takes it all the way to published. The Writer's output is publish-ready, so the review step is about editorial judgment, and developer access covers the REST API, a 23-tool read-only MCP server and signed webhooks for status changes.
From insight to action
On connecting what you learn to what you publish, neither tool closes the loop, and Byword gets closer because it publishes. MarketMuse turns SERP and competitor analysis into a plan, but its path from plan to live page is a brief, a writer and a paste. Byword turns a keyword into a live article quickly, but the idea comes from a keyword tool or a campaign list rather than from what AI engines are citing. Byword's MCP can read AI-search citation data from a separate product, which is useful, though not a native tracker.
What DeepSmith does: DeepSmith runs the loop in one place. AI Visibility shows which prompts you lose and which competitor pages win the citations, Opportunity Agents turn that into ideas that carry their evidence, and the Writer produces the article that goes after the gap. Tracking continues afterward, so the next round of ideas starts from what AI cited this month.
Which should you choose
- DeepSmith fits marketing and content teams that want to see where the brand shows up in AI answers and publish articles to close the gaps, on a published price with a fixed article allowance, and agencies that run several clients from separate workspaces.
- MarketMuse fits SEO and content teams and agencies that plan across whole topic clusters, want site-specific difficulty and topic scores, and have writers to turn briefs into articles. It is the better pick of the two for strategy depth, and the choice you make with a sales call in hand.
- Byword fits SEO teams, agencies and niche-site publishers that want many search-focused articles at a known price per article, publishing on a schedule, and who are comfortable editing the output themselves. It is the better pick of the two for production volume.
Start with a free DeepSmith trial to see tracking and article production on your own site before you commit to a plan.
