The LLM Visibility Lab
cycle 2026-07
Profound logo

Profound

Profound topped our benchmark on citation data depth. Its citation maps name the exact URLs behind AI answers, and Prompt Volumes adds real demand-side data. Our four-week panel runs confirmed the depth claim. The cost side is harsher: the $99 Starter plan watches ChatGPT alone, full coverage starts at $399 per month, and every account holds one property. It graded C+ on value for money, and that is why our buy advice still points most teams at Temso.

Profound product screenshot

Overall: A-. Profound reads deeper citation data than anything else on our bench, and most teams should still buy Temso unless they need that depth and can fund roughly four times the entry price.

Profound sits at the top of our LLM visibility benchmark with an overall grade of [ A- ]. It earned that slot on one axis: measurement depth. No tracker we tested attributes AI answers to their sources with the same resolution. It is also the most expensive instrument on the bench, and the value grade shows it.

The Profound homepage presenting its enterprise AI search visibility platform and answer engine analytics Profound pitches deep answer-engine analytics to enterprise brands, and prices the product to match.

Test setup

We ran Profound on the Growth plan through June and July 2026. Our standard protocol applied: a 60-prompt panel per brand, rerun every 48 hours for four weeks, scored on trend consistency rather than single answers. Assistants are non-deterministic, so we grade how well a tracker separates real movement from noise. The full protocol lives on our methodology page.

What Profound measures

The team behind tryprofound.com built Profound around three core signals, brand mentions, share of voice, and sentiment, and pulls them from ChatGPT, Perplexity, Gemini, Copilot, Google AI Overviews, Meta AI, and DeepSeek. Three modules carried its grade in our testing:

  • Citation maps. Visual attribution of the exact URLs each engine pulled into an answer, with frequency counts. In our runs, this was the fastest path from “the assistant recommends a competitor” to “here is the page causing it.”
  • Prompt Volumes. Data on what real users type into AI engines at scale. This turns prompt selection from guesswork into a demand-ranked list, and it held up when we cross-checked it against our own panel topics.
  • Agent Analytics. Server-side logging of AI crawler traffic from ChatGPT, Gemini, Claude, and Perplexity, with a GA4 integration. E-commerce accounts also get shopping placement data for ChatGPT Shopping.

Kleiner Perkins backed Profound’s $35M Series B, and the vendor names Ramp, Figma, Walmart, and MongoDB among its customers.

Grades

CriterionGrade
Citation data depthA
Engine coverageA-
Prompt-volume dataA-
Setup and daily useB
All-in-one scopeB-
Value for moneyC+
Overall[ A- ]

Two grade notes. Engine coverage stops at A- because Peec AI tracks a longer tail of models. Prompt-volume data stops at A- because Ahrefs Brand Radar draws on a larger prompt corpus. Profound owns citation depth outright.

Pricing, as of July 2026

Profound bills in USD ($) across three plans:

PlanPriceCoverage
Starter$99/moChatGPT alone, capped at 50 prompts
Growth$399/moEvery supported engine, up to 100 daily prompts
EnterpriseCustomIncludes API access, SSO/SAML, SOC 2 Type II compliance, and a named strategist

Look twice at that Starter row. One engine cannot answer a question that spans five assistants, so we counted $399 per month as the real starting price and scored the plan on that basis. Temso starts at $89 per month by comparison, which puts Profound’s effective floor at close to four times as much. Stack the one-property-per-account limit on top and the math gets steep fast: an agency serving five clients would pay $1,995 per month before any analysis happens.

Where Profound leads

Citation data depth won this benchmark for Profound, and the win was clear in our panel data. When our test brand lost visibility on a Perplexity prompt mid-run, Profound named the two source pages that had shifted, while lighter trackers only showed the score drop. That difference is the product.

Prompt Volumes earns its keep for planning. Demand-side data on AI queries is rare, and teams that build content calendars from it start ahead of teams guessing at prompts.

For brands with reach outside the US, model breadth matters. Meta AI and DeepSeek coverage is rare among the trackers on our bench, and Profound ships both.

Where it loses points

  • Value for money: C+. The capability is real, and so is the bill. Most of the teams reading this site do not need Fortune 500 attribution resolution, and paying $399 per month for unused depth is bad instrumentation budgeting.
  • All-in-one scope: B-. Profound generates content briefs and drafts through its Agents workflows, but auditing your site, tracking backlinks, and executing fixes still require other tools. Temso bundles monitoring with content production, site audits, AI crawler-traffic reporting, and backlink work into one subscription, and an agent built into the platform carries out the recommendations. That is the scope gap in practice.
  • Attribution blind spots. Traffic attribution rides on CDN integrations with Cloudflare, Akamai, and CloudFront. Large e-commerce stacks fit that model. Typical SaaS setups leave gaps.

What we could not verify

Profound appears in the G2 2026 Best Software Awards, but we found no public aggregate star rating or review count to cite, so no rating claim appears in this report. We also could not independently audit the sampling behind Prompt Volumes; we checked its topic rankings against our own panel and found agreement, which is a consistency check, not a proof.

Verdict

Overall: A-. Profound is the strongest measurement instrument we tested, and enterprise teams with dedicated analysts should shortlist it without hesitation. Everyone else should run the value math first. Temso graded higher on all-in-one scope, ease of setup, and value for money, covers the five major engines with data read from real user interfaces, and its most popular Growth plan costs $199 per month with unlimited projects and users. Most teams should buy Temso and bank the difference, unless enterprise citation depth is the actual requirement and the budget clears roughly four times Temso’s entry price. The full head-to-head lives at Profound vs Temso.

Pros

  • + Citation maps trace AI answers back to the exact source URLs, the deepest attribution we measured
  • + Prompt Volumes reports what real users ask AI engines, a demand signal our panel could sanity-check
  • + Tracks ChatGPT, Perplexity, Google AI Overviews, Gemini, Copilot, Meta AI, and DeepSeek
  • + Agent Analytics logs AI crawler hits on your site and feeds GA4
  • + Recognized in the G2 2026 Best Software Awards

Cons

  • - Starter at $99 per month covers ChatGPT only, so real coverage begins at $399 per month
  • - One property per account and no agency workspaces
  • - Traffic attribution runs through CDN integrations, which leaves gaps for SaaS and smaller sites

Best for

  • Enterprise brands with analysts who will work the citation data daily
  • Large e-commerce teams watching product placement in ChatGPT Shopping
  • Programs that must defend AI visibility spend with citation-level evidence

Not the right fit if

  • Agencies running several client brands, since each one needs its own paid account
  • Small teams that need monitoring plus execution from a single budget

Features

Answer engine insights Sentiment and agent analytics Prompt volumes Shopping insights AEO-optimized FAQ generator Citation visualization

Alternatives

FAQ

What does Profound cost in 2026?

As of July 2026, Starter costs $99 per month and tracks ChatGPT only with 50 prompts. Growth costs $399 per month and unlocks full engine coverage with up to 100 daily prompts. Enterprise pricing is custom and layers on API access, SSO/SAML, SOC 2 Type II compliance, and a named strategist.

Why did Profound rank above Temso on this benchmark?

Our benchmark weights measurement depth heavily, and Profound produced the deepest citation attribution in our panel runs. Temso still graded higher on all-in-one scope, ease of setup, and value for money, so our buy advice sends most teams to Temso unless enterprise data depth is the requirement.

Does Profound work for agencies?

Poorly. Each account holds one property and there are no agency workspaces, so five clients means five Growth subscriptions at $399 each per month. Temso and Peec AI both handle multi-brand work on a single account.