# Sam vs. Profound: Which Should You Choose in 2026? | Enrich Labs > Sam vs Profound compared on GEO measurement, content execution, SEO coverage, and pricing. See which AI-search tool fits your team's workflow. _Source: https://www.enrichlabs.ai/blog/sam-vs-profound_ --- ## TLDR **Sam and Profound both help brands win in AI search, but from opposite ends of the problem: Profound is the deepest measurement platform in the category, while Sam measures and then does the work.** Profound is a best-in-class answer engine optimization (AEO) analytics platform: it tells you, in enterprise-grade detail, how AI engines like ChatGPT, Perplexity, and Google AI Overviews cite your brand, what prompts people run, what sentiment the answers carry, and which AI crawlers hit your site. Sam is an SEO/GEO agent that tracks your AI-search and organic visibility and then writes and publishes the optimized content to close the gaps it finds. If you run a full content team and need the deepest analytics available, Profound leads. If you want measurement plus execution in one affordable agent, Sam is the fit. ## Sam vs. Profound at a glance Dimension Profound Sam (Enrich Labs) Core job Deep AI-search (GEO/AEO) measurement Measure + execute SEO and GEO AI-search measurement Deepest in market: citations, share of voice, sentiment Yes, tied directly to execution Engines covered ChatGPT on Starter; adds Perplexity and Google AI Overviews on Growth; up to 10 engines on Enterprise (Gemini, Copilot, Meta AI, Grok, DeepSeek, Claude, and more) Major AI answer surfaces plus classic SERPs Prompt tracking Metered: 50 prompts/mo on Starter, 100 on Growth, custom on Enterprise Monitors the queries and topics behind your visibility gaps Writes & publishes content Credit-metered content agents (e.g., AEO-optimized FAQs); site publishing stays with your team Yes — drafts, optimizes, and ships pages Classic SEO Outside its core focus Full: keyword research, on-page, GSC analysis, cannibalization checks Technical SEO Agent Analytics diagnoses AI-crawler access via CDN logs Executes technical fixes as part of the work Reporting Enterprise dashboards, CSV/JSON exports on Growth, API on Enterprise Plain-email summaries with results tracking Interaction Dashboard, credits, seats Email, Slack, or web — agent-driven Target market Mid-market and enterprise brands with content teams Lean teams that need the work done, not just measured Pricing $99/mo (single engine); $399/mo for three engines; quote-based Enterprise Available on request; free trial ## What each tool actually is ### Profound: the measurement leader for AI search [Profound](https://www.tryprofound.com) is the strongest pure measurement platform in the [GEO](https://www.enrichlabs.ai/blog/generative-engine-optimization-geo-complete-guide-2026)/AEO category, and the market treats it that way: the company raised $96 million in early 2026 at a $1 billion valuation and counts enterprises like Ramp, MongoDB, and DocuSign among its customers. Its core modules are Answer Engine Insights (how AI engines mention and cite your brand, benchmarked against competitors, with sentiment analysis), Prompt Volumes (what people actually ask AI engines, so you can size demand), and Agent Analytics (which AI crawlers visit which pages, read from your CDN logs). It has also started shipping credit-metered "agents" that automate specific optimization tasks, such as generating AEO-optimized FAQs. Profound's center of gravity is knowing. It gives you the most detailed picture available of your brand's standing in AI answers. Acting on that picture — planning content, writing it, publishing it, fixing the site — remains substantially your team's job. ### Sam: the agent that closes the loop Sam is Enrich Labs' AI SEO/GEO agent. It measures your visibility in both AI answers and classic organic search, then does the work that moves the numbers: keyword research, on-page optimization, Google Search Console analysis, cannibalization checks before creating a page, and drafting and publishing optimized content. It handles technical fixes and tracks the results of what it ships. You interact with it over email, Slack, or the web app — no enterprise dashboard to learn, no seats to provision — and it shares intelligence with Enrich Labs' other agents, Kai (listening) and Helena (campaigns), so what it learns about your market feeds your broader marketing. Sam's center of gravity is doing. Its measurement is not as deep or as broad as Profound's, and it doesn't pretend to be. It measures enough to know where the gaps are, then closes them. ## AI-search measurement depth This is Profound's home turf, and it wins it clearly. ### Engines and prompts Profound's Enterprise tier tracks up to ten answer engines: ChatGPT, Perplexity, Google AI Overviews, Google AI Mode, Gemini, Microsoft Copilot, Meta AI, Grok, DeepSeek, and Claude. That breadth matters if your buyers are spread across surfaces — a consumer brand cares about Meta AI in a way a B2B SaaS company doesn't. Coverage is tiered, though: the $99 Starter plan tracks ChatGPT only, and the $399 Growth plan covers three engines (ChatGPT, Perplexity, Google AI Overviews). Prompt tracking is metered the same way: 50 unique prompts per month on Starter, 100 on Growth, custom volumes on Enterprise. If your brand competes across hundreds of buying-intent prompts, you're realistically in Enterprise territory. ### Citations and sentiment Profound doesn't just count mentions. It tracks which sources AI engines cite in your category, your citation share versus competitors, and how the answers characterize you — sentiment and positioning, not just presence. For a brand team reporting AI share of voice to leadership, this is genuinely best-in-class instrumentation. ### Sam's approach Sam monitors your visibility across the major AI answer surfaces and classic SERPs, but its measurement exists to drive action, not to be the product. It identifies where you're absent or weakly cited, treats that as a work queue, and starts producing. You won't get Profound's ten-engine sentiment matrices. You will get the pages that change the matrices. If your primary need is the richest possible picture of AI-search performance, Profound is deeper. If your primary need is a better picture next quarter, measurement alone won't produce it. ## Traditional SEO coverage Here the positions flip. Profound is purpose-built for the AI-answer layer; traditional SEO workflows — keyword research, on-page optimization, Search Console analysis, content planning against SERP competition — are outside its core. That's a deliberate scoping decision, and for enterprises that already run an SEO stack (Ahrefs, Semrush, an agency), it's a reasonable one. Profound layers on top; it doesn't replace. Sam covers both layers in one agent: classic SEO — keyword research, on-page optimization, GSC-driven decisions, and cannibalization checks before creating any new page — alongside GEO. This matters more than the category hype suggests: most brands still get the majority of their organic traffic from classic search while AI search grows, and AI answers heavily draw on pages that rank. A tool that only sees the AI layer optimizes half the funnel. ## Content execution and publishing This is the decision axis for most buyers. ### Profound: insight-rich, execution-light Profound surfaces context-rich, brand-specific recommendations: which prompts you're losing, which competitors get cited instead, which content gaps to fill. It has also begun adding execution features — autonomous agents that can generate AEO-optimized assets like FAQ content, metered by monthly credits (100 on Starter, 400 on Growth). That's a real step beyond pure analytics, and it's fair to expect the execution side to keep growing given the company's resources. But as of mid-2026, Profound's execution is an add-on to a measurement platform, not the platform's job. Generating an FAQ block is not the same as researching a topic, checking it against your existing pages, writing a full optimized article, publishing it to your site, and re-measuring. That loop — the one that actually moves visibility — still runs through your content team. ### Sam: recommendation to published page Sam takes its own findings all the way through: gap identified, keyword and cannibalization checks run, page drafted on-brand, published, results tracked. There's no export step, no brief-writing step, no waiting on a freelancer. For a lean team without a dedicated content operations function, this is the difference between insight and outcome. The tradeoff is stated plainly above: Sam gives up Profound's measurement depth to buy that execution. ## Technical SEO Profound's Agent Analytics is a distinctive and underrated capability: it connects to your CDN (Cloudflare, Akamai, Fastly, CloudFront, and others) and reads server logs to show which AI bots crawl which pages, which content gets extracted cleanly, and where technical barriers block AI indexing. If you want to know whether GPTBot can actually read your docs, this is the best instrument available. Diagnosing is where it stops, though — the fixes go into your engineering backlog. Sam approaches technical SEO as part of the work: it executes technical fixes alongside content, rather than handing you a diagnostic report. It won't match Agent Analytics' log-level visibility into AI crawler behavior, but the issues it finds get resolved rather than ticketed. ## Reporting and analytics Profound is built for organizations that report upward. Enterprise dashboards, competitive benchmarking, CSV/JSON exports on Growth, and API access plus SSO/SAML and SOC 2 compliance on Enterprise. If you need AI-visibility data flowing into a BI stack or a board deck, Profound is designed for exactly that. Sam reports over plain email or Slack: what it found, what it shipped, what moved. There's no API and no enterprise console to administer — a limitation for a data team, a feature for a founder who doesn't want another system to run. Because Sam shares intelligence with Kai and Helena, its findings also inform listening and campaigns without any export step. ## Pricing reality Profound moved to published self-serve pricing, which changed the entry math for the category. Per its [pricing page](https://www.tryprofound.com/pricing): Starter is $99/month for ChatGPT-only tracking (50 prompts, 1,500 responses, 100 agent credits, 1 seat), Growth is $399/month for three engines (100 prompts, 9,000 responses, 400 agent credits, 3 seats, CSV/JSON exports), and Enterprise is quote-based — that's where the full ten-engine coverage, API access, SSO, and custom prompt volumes live. Annual billing takes off the equivalent of two months. Read the tiers carefully before anchoring on $99. Single-engine, 50-prompt tracking is a taste of the platform, not the platform. The depth Profound is famous for — broad engine coverage, high prompt volumes, API, Agent Analytics at scale — sits in Growth and, mostly, in quote-based Enterprise deals. And at every tier, the price buys measurement plus limited agent credits; the humans who act on the data are a separate line item. Sam's pricing is available on request, with a free trial at [the Sam page](https://www.enrichlabs.ai/ai-seo-geo-agent), and the price includes the execution: the writing, the publishing, the technical fixes, the re-measurement. Comparing the two on sticker price alone misses the point — the honest comparison is Profound plus your content team's time versus Sam doing both jobs. ## Who should choose Profound Choose Profound if: - You're a mid-market or enterprise brand where AI-search visibility is a board-level metric and you need defensible, granular reporting on it. - You already have a content team, an SEO stack, and the operational muscle to turn insights into published work. - Your buyers are spread across many answer engines and you need coverage beyond ChatGPT, Perplexity, and Google AI Overviews. - You want log-level visibility into AI crawler behavior via Agent Analytics, or API access to pipe AI-visibility data into your own systems. - You have the budget for Growth or an Enterprise contract and the headcount to make the data pay. Profound is not a strawman here. It is the deepest instrument in the category, and for the organization described above, it's the right buy. ## Who should choose Sam Choose Sam if: - You're a lean team — startup, SMB, or a marketing team of one to five — without a dedicated content operations function. - You want both classic SEO and GEO handled, because most of your traffic still comes from ranked search. - You'd rather have the content written and published than have a richer dashboard describing its absence. - You want to work over email, Slack, or the web app instead of administering another platform. - You want a single agent priced for lean teams — request pricing and evaluate with the free trial — whose price includes execution, rather than a platform fee plus writer time. ## What a month actually looks like The clearest way to see the difference is to follow one insight through each tool. **With Profound:** week one, the dashboard shows you're cited in 12% of high-intent prompts in your category while a competitor sits at 40%, driven by their comparison pages and documentation. It's a genuinely excellent insight. Week two, someone on your team exports it, writes a brief, and routes it to a writer or agency. Weeks three and four, the drafts come back, get reviewed, get revised, and enter the publishing queue. Sometime in month two, the pages go live; sometime in month three, the dashboard tells you whether it worked. Every step is fine — if you have the people. The tool's ceiling is your team's throughput. **With Sam:** the same gap gets identified, and it becomes Sam's task list rather than yours. Sam runs keyword research on the topic cluster, checks GSC and your existing pages for cannibalization, drafts the comparison and supporting pages on-brand, publishes them, and emails you what shipped. Then it re-measures — both AI-answer visibility and classic rankings — and moves to the next gap. The loop that took a quarter runs continuously, and your involvement is reading an email and occasionally redirecting priorities. Profound makes a strong team stronger. Sam makes a small team sufficient. ## Final verdict Profound is the right choice for an enterprise that needs the deepest AI-visibility analytics on the market — the broadest engine coverage, prompt-level demand data, crawler-level technical insight — and has a content team ready to act on all of it. Its move to self-serve tiers makes it easier to try, but its value concentrates where its depth does: in well-staffed, well-funded teams. Sam is the right choice for teams that want AI-search and classic SEO visibility measured and the content actually written, published, and re-measured by one affordable agent. If budget and headcount are constrained, Sam closes the loop that Profound, by design, leaves to your team. Start a free trial at [enrichlabs.ai/ai-seo-geo-agent](https://www.enrichlabs.ai/ai-seo-geo-agent). ## Sam vs. Profound FAQs **Is Sam or Profound better for AI visibility tracking?** Profound. It has deeper and broader measurement — up to ten answer engines on Enterprise, prompt volume data, citation and sentiment analysis, and AI-crawler analytics — and is the stronger pure analytics platform. Sam measures AI-search and organic visibility well enough to find your gaps, then writes and publishes the content to close them, which is the part Profound leaves to your team. **Which AI engines does Profound cover?** It depends on tier. Starter ($99/month) tracks ChatGPT only. Growth ($399/month) adds Perplexity and Google AI Overviews. Enterprise covers up to ten engines, including Gemini, Google AI Mode, Microsoft Copilot, Meta AI, Grok, DeepSeek, and Claude. **Does Profound write or publish content?** Partially. Profound has added credit-metered agents that can generate assets like AEO-optimized FAQs, alongside detailed recommendations. But the full execution loop — researching a topic, checking for cannibalization, writing a complete optimized page, publishing it to your site, and re-measuring — still belongs to your team. That loop is Sam's core job. **Does Sam handle traditional SEO too?** Yes. Sam covers classic SEO — keyword research, on-page optimization, Search Console analysis, and cannibalization checks before creating a page — in addition to GEO. Traditional SEO is outside Profound's core focus, which is the AI-answer layer. **How does pricing compare?** Profound publishes self-serve tiers at $99/month (single engine) and $399/month (three engines), with its full depth in quote-based Enterprise plans; execution headcount is extra at every tier. Sam's pricing is available on request, with a free trial — and it includes the content writing, publishing, and technical fixes. **Can Sam replace Profound?** For teams that want measurement plus execution without an enterprise budget or a dedicated content team, yes. Enterprises that need the deepest standalone analytics, multi-engine coverage, and API-level reporting may still prefer Profound — or run it for measurement while Sam handles execution. **Can I use Sam and Profound together?** Yes, and for well-resourced teams it's a sensible split: Profound as the measurement system of record for leadership reporting, Sam as the execution agent that ships the content and fixes the gaps the dashboards reveal. ## Related comparisons and guides - [Sam vs. MEGA AI: Which Should You Choose in 2026?](https://www.enrichlabs.ai/blog/sam-vs-mega-ai) - [Sam vs. AirOps: Which Should You Choose in 2026?](https://www.enrichlabs.ai/blog/sam-vs-airops) - [Sam vs. Peec AI: Which Should You Choose in 2026?](https://www.enrichlabs.ai/blog/sam-vs-peec-ai) - [Generative Engine Optimization (GEO): complete guide](https://www.enrichlabs.ai/blog/generative-engine-optimization-geo-complete-guide-2026) - [SEO marketing for small business](https://www.enrichlabs.ai/blog/seo-marketing-for-small-business-2026-guide)