Semrush AI Visibility Toolkit is a self-serve research and tracking toolkit with a public $99 per month entry price, and Bluefish is a sales-led enterprise platform that pairs software with a managed strategy team and no published price. The toolkit suits a team that wants to run the work itself, and Bluefish suits a large brand that wants help running it. DeepSmith is a strong alternative on one axis: it tracks AI answers and then writes and publishes the articles that close the gaps, on a self-serve plan with published prices.
Choosing between Semrush AI Visibility Toolkit and Bluefish is mostly a choice about who does the work. One gives you data and reports and expects your team to act on them. The other gives you software plus a team of strategists and expects a sales conversation first. DeepSmith sits next to both, since it covers the tracking and also produces the content. This page compares Bluefish vs Semrush AI Visibility Toolkit on price, engines, depth, service model, and what happens after the data comes in.
Semrush AI Visibility Toolkit vs Bluefish: the short answer
- Choose DeepSmith if you want to track AI answers and also have the articles written and published from the same platform, on a self-serve plan that starts at $99 per month with a 7-day free trial.
- Choose Semrush AI Visibility Toolkit if your team already works in Semrush, wants a public price, and plans to do the writing and optimizing itself.
- Choose Bluefish if you are a large enterprise brand, you want a managed strategy team alongside the software, and you can go through a demo and a sales process to get pricing.
Comparison table
| Criterion | DeepSmith | Semrush AI Visibility Toolkit | Bluefish |
|---|---|---|---|
| Entry price (monthly) | $99/mo (Pro) | $99/mo (standalone) | No public pricing, demo request |
| Annual price | $80/mo | Not listed | No public pricing |
| Prompts at entry tier | 50 | 25 | Not listed |
| Engines at entry tier | ChatGPT | ChatGPT, AI Overviews, AI Mode, Gemini, Perplexity, varies by report | Not listed |
| Most engines on any plan | 10 (Enterprise) | 10 LLMs claimed, not named (Enterprise AIO) | 10+ claimed, list not published |
| Free trial | 7 days | No for the standalone toolkit | No, demo request |
| Citation tracking | Yes | Yes | Yes |
| Shopping results in AI answers | - | Partial, Enterprise AIO only | Yes |
| Writes full articles | Yes | No | No |
| Publishes to a CMS | Yes | Not listed | Not listed |
| Grounds output in brand context | Yes | Not listed | Yes |
| Public API | Yes, read-only | Partial | Partial |
| SOC 2 | Yes | Not listed | Yes, vendor badge |
| Review rating | 4.8/5 on G2 | 4.4/5 on G2 (Semrush overall) | Not rated on G2 |
Pricing and features as of September 2026, from each vendor's site and public reviews.
Semrush AI Visibility Toolkit

Semrush AI Visibility Toolkit is a module inside the Semrush platform. It launched in March 2025 as the AI Toolkit, and Semrush is now owned by Adobe. It is built for SEO and marketing teams, agencies, and small to mid-size companies that already use Semrush or want SEO and AI visibility in one account.
The standout is the research side. Visibility Overview, Competitor Research, and Prompt Research run on a prompt database that Semrush reports at more than 317 million prompts, so you can benchmark a domain without first building a tracking campaign. Prompt Tracking then runs your own prompts daily and reports average position, and Brand Performance covers share of voice and sentiment, refreshed weekly.
The real limits show up in the allowances. The standalone plan includes 25 tracked prompts and one Brand Performance domain, an extra 50 prompts cost $60 per month, and each additional user needs a separate $99 license. Engine coverage also varies by report, and Claude, Microsoft Copilot, Grok, Meta AI, and DeepSeek are not tracked. The toolkit does not write content.
On reviews, the ratings available cover Semrush as a whole. G2 shows 4.4/5 from 4,046 reviews as of September 2026, and reviewers often mention cost and paid add-ons. None of those ratings is for the toolkit alone.
Bluefish

Bluefish is built by Bluefish Labs, a New York company founded in 2024 that reports $68 million in total funding after a $43 million Series B in April 2026. It targets Fortune 500 and large enterprise brands, and the agencies that serve them, and it sells software together with a managed strategy team.
The platform has three suites. AI Monitoring covers visibility, sentiment, citations, and audience breakouts, plus an AI Accuracy check that compares what AI says against a Brand Vault of first-party facts. AI Optimization runs Agentic Campaigns, which generate page-level tactics for your team to carry out. AI Data adds Collections and attribution so a tactic can be tied to the metric it moved.
Its standout is breadth for large organizations, including tracking of Amazon Rufus and Alexa for Shopping. The limits are access and proof. There is no public pricing, no self-serve signup, and no trial, and Bluefish's own site says it "provides the direction" while you stay the author. G2 shows no reviews for it as of September 2026, so there is no independent rating to weigh.
DeepSmith: the alternative that tracks and writes

Both vendors above stop at the same point. Semrush AI Visibility Toolkit measures and recommends, and its own help pages say that acting on the insights happens manually or in other toolkits. Bluefish generates tactics and briefs, and then your team makes the changes. For a lean team, the gap is the step after the data, where someone still has to write the page.
DeepSmith closes that gap inside one platform. The AEO module tracks your brand across AI engines and reports mention rate, citation rate, share of voice, and sentiment, along with which of your pages get cited and which competitor pages win.

Opportunity Agents read that data and return content ideas, each carrying the data point that justifies it. From there the ideas move into New Ideas and Planned Content, and the Writer produces a finished article grounded in your Deep IQ brand context, with internal and external links, a cover image, and publish-ready metadata. Autowrite can do this on a set date without anyone in the app, and Produced Content publishes to WordPress, Webflow, Strapi, Sanity, or Contentful.

Plans are Pro at $99 per month, Grow at $199, and Scale at $399, or $80, $160, and $299 per month billed annually. Those include 20, 40, and 90 articles per month and 50, 100, and 200 tracked prompts. Enterprise is custom and adds all ten engines, 1:1 expert onboarding, and a dedicated account manager. DeepSmith is rated 4.8/5 on G2 and is SOC 2, GDPR, and ISO certified.
Pricing and access
Semrush AI Visibility Toolkit wins this axis between the two, because it is the only one of them that publishes a price. The standalone toolkit is $99 per month, and the Semrush One bundles that add SEO tools are $199, $299, and $549 per month, with 50, 100, and 200 tracked prompts. The catch is that the $99 includes one user and one Brand Performance domain, so a team with several people or several markets adds cost quickly.
Bluefish has no pricing page. Access starts with a demo, and the commercial arrangement is a negotiated enterprise order form. Prompt, seat, brand, and engine allowances are not published, so you cannot work out a cost before you talk to sales. That is normal for enterprise software, and it fits the buyer Bluefish says it serves.
What DeepSmith does: DeepSmith publishes all of it. Pro, Grow, and Scale are $99, $199, and $399 per month, each with a stated number of prompts, seats, and articles, and there is a 7-day free trial with no long-term contract. You can see what you will pay and what you get before you talk to anyone.
Engine and shopping coverage
Bluefish has the wider reach here. It names ChatGPT, Gemini, Perplexity, Google AI Overviews, Claude, Amazon Rufus, and Alexa for Shopping, and it claims more than 10 systems without listing them all. The shopping assistants are the part few others cover, and they matter if you sell products through retailers.
Semrush AI Visibility Toolkit covers ChatGPT, Google AI Overviews, Google AI Mode, Gemini, and Perplexity, but only some of them in each report. Perplexity appears in Brand Performance only, and AI Overviews is not in Brand Performance. Its shopping tracking is an Enterprise AIO feature and is not described for the self-serve toolkit.
What DeepSmith does: DeepSmith tracks ten chat and search engines: ChatGPT, Gemini, Perplexity, Claude, Google AI Overviews, Google AI Mode, Grok, Meta AI, Microsoft Copilot, and DeepSeek. Coverage rises by plan, with ChatGPT on Pro, Perplexity added on Grow, Gemini added on Scale, and all ten on Enterprise.
Tracking depth and data method
Bluefish measures more kinds of things. It reports visibility, sentiment, citations down to the URL, an influence ranking for your owned content, results by customer audience, and an accuracy check against your own facts. It does not publish how it collects answers, whether through official APIs or consumer interfaces, or how long it keeps them.
Semrush AI Visibility Toolkit measures fewer things but explains more of how it works. Semrush says its research data comes from real requests and not from model APIs, that Prompt Tracking runs daily, and that Brand Performance refreshes weekly. It also says the numbers are directional, since AI answers vary from one person to the next. Retention of answer history is not stated. On depth, Bluefish is ahead, and on how easily you can check the method, Semrush is.
What DeepSmith does: DeepSmith tracks your questions on a schedule and keeps the full answer history for each one. It reports mention rate, citation rate, share of voice, sentiment, and trend, shows which of your pages are cited and which prompts drive them, and ranks competitors by the pages that win citations. If you want a longer look at which metrics to follow, this guide on AI visibility metrics that matter covers it.
Service model and support
Bluefish wins on hands-on help, which is the main point in any Semrush AI Visibility Toolkit vs Bluefish managed service comparison. Onboarding, AEO program operations, performance diagnostics, custom brand audits, and strategy consulting are offered as services, and Bluefish says most of its customers use them. That is a real advantage for a large brand with several marketing teams to coordinate and little spare time.
Semrush AI Visibility Toolkit is self-serve. You open it inside your Semrush account, enter a domain, add up to four competitors, and start exploring. There is help documentation, and a managed service for the standalone toolkit was not found. For a team that wants to learn the tool and run it, that is simpler and cheaper. For a team that wants someone else to run it, it leaves the work with you. The same question comes up more broadly in this comparison of an AEO platform or an agency.
What DeepSmith does: DeepSmith is self-serve and set up from your website during onboarding, so a workspace has your brand brief, competitors, starter prompts, and first batch of ideas before you pay. Enterprise adds 1:1 expert onboarding and a dedicated account manager for teams that want a person alongside the platform.
From insight to action
Bluefish wins between the two on turning data into actions. Agentic Campaigns let you set a goal, generate page-specific tactics ranked by impact, and track KPI movement per tactic. It also produces content briefs. Even so, the site says Bluefish provides the direction and you stay the author, so the writing and the publishing stay with your team.
Semrush AI Visibility Toolkit gives AI-generated insights and strategic opportunities inside Brand Performance, and recommendations for tracked prompts. Content briefs, content audits, and live scoring belong to the separate Content Toolkit or to Enterprise AIO. The toolkit itself does not write articles. Neither product publishes to a CMS, as far as the records show.
What DeepSmith does: DeepSmith carries the work through. An Opportunity Agent turns a visibility gap into an idea with its evidence attached, the Writer produces the article in your brand voice with links, a cover image, and metadata, and Produced Content publishes it to your CMS. A small team can run the whole loop in one place, and Autowrite keeps it moving on a schedule. The step from a gap in the data to a published page is where DeepSmith is built to be strong, and you can see how that backlog gets built in this guide on turning AI visibility gaps into a content backlog.
Which should you choose
- DeepSmith: for marketing leads and lean content teams that want to see where they show up in AI answers and then produce the content to close the gaps, with prices published and a free trial to start.
- Semrush AI Visibility Toolkit: for teams already inside Semrush that want AI visibility next to their SEO data, plan to write and optimize pages themselves, and are fine with small standalone limits.
- Bluefish: for large enterprise brands, particularly in retail or consumer goods, that want shopping assistant tracking and a managed strategy team, and can accept a sales-led purchase with no public price.
If you are weighing these against other enterprise options, the best AI visibility tools for enterprise brands page lists more of them.
Ready to see the tracking and writing together? Start a 7-day free trial of DeepSmith and run your own prompts first.



