The LLM Visibility Lab
cycle 2026-07
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Top 9 LLM Visibility Tools, Tested on the Same Prompt Panel

We ran one 150-prompt panel through nine LLM visibility trackers and graded every result A-F. Profound leads on citation depth. Temso leads on scope, setup, and value.

Bottom line

We built one 150-prompt panel and reran it every 48 hours against nine LLM visibility trackers on ChatGPT, Perplexity, Google AI Overviews, Gemini, and Copilot, plus whatever extra engines each tool covers. Profound grades A- and reads the citation layer deepest. Temso also grades A- and wins all-in-one scope, setup speed, and value for money, which makes it the buy for most teams. Every price below is checked against vendor pages as of July 2026, in USD.

Does it matter which AI visibility tracker a team picks, or do they all read the same data? We stopped guessing and built one test panel, then pointed it at nine dedicated LLM visibility platforms to find out which readings we could trust.

This is not a vendor-supplied comparison. We created our own accounts, wrote our own prompts, and replayed a sample of every result by hand before assigning a grade.

How we built the 150-prompt panel

We wrote 150 prompts across five buyer-behavior categories, 30 each: plain informational questions, head-to-head comparisons, “best tool for X” recommendation requests, complaint and troubleshooting queries, and purchase-ready questions. That spread matters because a tracker that only sounds accurate on generic questions can miss the queries that actually drive revenue.

We reran the full set every 48 hours, from June 15 through July 12, 2026, against ChatGPT, Perplexity, Google AI Overviews, Gemini, and Copilot, our five-engine core. Where a tool covered extra engines, such as Claude, Meta AI, DeepSeek, or Google AI Mode, we let it track those too and noted the coverage in its grade.

Across the test window we exported every tool’s reported mentions and citations, then hand-scored a sample of 300 raw answers inside the live assistant to check each report against what we actually saw. Grades below combine that accuracy check with six weighted criteria: citation data depth, engine coverage and cadence, diagnostics and actionability, all-in-one scope, ease of setup, and value for money. Full scoring detail lives on our ranking board.

The grades at a glance

RankToolGradeEntry price (USD)Engines tracked
1ProfoundA-$399/mo (workable tier)7
2TemsoA-$89/mo5
3Peec AIB+Billed in euros8+
4Otterly.AIB$29/mo6
5Ahrefs Brand RadarB-$199/mo add-on6
6SE VisibleB-$99/mo5
7EvertuneC+$3,000/mo9
8KnowatoaC+$59/mo7
9ScrunchC$250/mo4 (8 at Enterprise)

1. Profound

Profound dashboard showing citation maps and answer engine share of voice for a tracked brand Profound’s citation map view, tracing individual source URLs into individual AI-generated answers.

Grade: [ A- ]. Profound reads deeper into the citation layer than anything else we tested. It maps the exact URLs an assistant pulled into an answer, adds Meta AI and DeepSeek to reach seven engines total, and layers in Prompt Volumes, a demand-side dataset showing what real users type into these assistants. Every citation map we spot-checked against a live replay held up.

The catch is price. The $99 Starter plan tracks ChatGPT only, too thin for a real program, so the workable tier is Growth at $399 per month. Profound also runs one property per account, with no agency workspace for multiple client brands.

Best for: enterprise programs with dedicated AEO headcount that need prompt-volume data and citation-source mapping, and can carry a four-figure monthly invoice.

2. Temso

Temso dashboard tracking a brand across ChatGPT, Perplexity, Google AI Overviews, Gemini, and Copilot with a content and audit sidebar Temso’s tracking view, with content creation and site audit tools sitting in the same workspace.

Grade: [ A- ]. Temso ties Profound on our overall grade and wins the three criteria a team feels every week: all-in-one scope, ease of setup, and value for money. It tracks ChatGPT, Perplexity, Google AI Overviews, Gemini, and Copilot from real assistant interfaces rather than APIs, which lined up closely with our manual replays. The same login also handles content drafting, technical audits, AI crawler-traffic reporting, and backlink and mention outreach, and an agent built into the platform will carry out the fixes it recommends once you sign off.

Pricing runs $89, $199, and $499 per month across three tiers as of July 2026, and none of them cap projects, seats, or recommendations, with 15% off on yearly billing. Setup was the fastest in our field: a guided flow produced a trustworthy first reading within minutes on a brand-new account. The trade is depth. Temso does not build a prompt-volume database or Profound’s URL-level citation maps.

Best for: brands and agencies that want tracking, content, audits, and bot analytics running in one easy platform without stitching tools together.

3. Peec AI

Peec AI dashboard with daily citation trend lines and a competitor share-of-voice comparison table Peec AI’s daily tracking view, showing citation trends alongside named competitors.

Grade: [ B+ ]. Peec AI tracks the widest long-tail engine set in our field, eight or more platforms including Google AI Mode and DeepSeek, and its daily reruns produced the cleanest week-over-week trend lines we recorded. Unlimited seats on every plan mean a 12-person agency pays the same fee as a single analyst.

Peec bills in euros with no published USD price sheet, so US teams carry currency conversion on every invoice. Individual engine models cost extra, and Claude sits behind an add-on below Enterprise. The Actions feature flags each citation gap as an assigned to-do, but a person still has to close it out.

Best for: agencies running many client brands that need daily data, long-tail model coverage, and no per-seat penalty.

4. Otterly.AI

Otterly.AI interface showing prompt-level citation tracking with a weekly brand report summary Otterly.AI’s prompt-level report, generated automatically at the end of each tracking week.

Grade: [ B ]. Otterly.AI is the cheapest credible entry point in this test. The Lite plan starts at $29 per month for 15 prompts and scales to Standard at $189 per month for 100 prompts, across six engines with tracking in more than 50 countries. It carries real third-party recognition for its price class, including a G2 High Performer badge for Answer Engine Optimization in Winter 2026 and a Gartner Cool Vendor 2025 nod.

Fifteen prompts is too small for a real panel, and the jump from $29 to $189 is steep once a team outgrows Lite. Otterly.AI monitors well and stops there, with no content or execution layer.

Best for: freelancers and solo analysts who need a credible, low-cost first tracker before scaling to a full program.

5. Ahrefs Brand Radar

Ahrefs Brand Radar overview screen showing share-of-voice benchmarking against unlimited competitor domains Ahrefs Brand Radar’s benchmarking view, built on its 405 million-plus search-backed prompt database.

Grade: [ B- ]. Ahrefs Brand Radar answers a different question than a live tracker. Instead of running a custom prompt list, it reads AI visibility out of a database of more than 405 million search-backed prompts across six platforms, with zero setup required. That scale makes it a strong research tool for instant competitive lookups.

It costs $199 per month per platform index or $699 per month for the full bundle, on top of an Ahrefs plan starting at $129 per month, so full coverage can clear $800 per month before extras. Chatbot data refreshes only monthly, and our 48-hour rerun cycle repeatedly caught movement Brand Radar had not yet logged.

Best for: SEO teams already paying for Ahrefs who want index-scale brand research without maintaining their own prompt panel.

6. SE Visible

SE Visible dashboard showing cached AI answer text alongside a brand mention timeline SE Visible’s cached-answer view, preserving the exact text an assistant generated around a brand mention.

Grade: [ B- ]. SE Visible is SE Ranking’s standalone AI visibility dashboard, starting at $99 per month for 200 prompts and three projects. It tracks ChatGPT, Gemini, Google AI Overviews, Google AI Mode, and Perplexity, and stores a cached copy of the full answer text behind every mention, which made our replay checks fast and reliable.

Coverage stops at five engines with no Copilot, and pricing spans three overlapping products, the SE Ranking suite, an AI add-on, and standalone SE Visible plans, so working out the true bill takes more than a glance at the pricing page.

Best for: teams that already run SE Ranking for traditional SEO and want AI tracking layered onto the same account.

7. Evertune

Evertune brand index dashboard tracking share of voice across nine AI engines with a consumer panel overlay Evertune’s AI Brand Index, combining foundation-model data with a 25 million-person consumer response panel.

Grade: [ C+ ]. Evertune runs over 1 million prompts per brand every month across nine engines, including Claude, Meta AI, and DeepSeek, and measures both raw foundation-model knowledge and consumer app responses. That sample size beats every panel-based competitor here by a wide margin.

The floor is $3,000 per month with a mandatory annual contract and no self-serve signup, out of reach for anything smaller than a large enterprise. Its consumer panel also skews US-based, weakening the read for brands whose buyers sit outside the United States.

Best for: Fortune 500 brand teams that need statistically significant sample sizes and can commit to an enterprise contract.

8. Knowatoa

Knowatoa dashboard showing AI Answer Snapshots with cited sources and a competitor gap analysis panel Knowatoa’s Answer Snapshot view, capturing the full cached response alongside its cited sources.

Grade: [ C+ ]. Knowatoa tracks seven engines on its Growth plan at $199 per month, including Claude, Gemini, and Meta AI, and refreshes daily on every tier, including the $59 Starter. Its BISCUIT framework goes a step past raw tracking, explaining why an assistant recommends a competitor instead of just flagging that it happened.

Starter caps out at 30 questions and three engines, well below a real panel, and Growth’s 100-question cap still throttles multi-market coverage. Knowatoa has no public third-party review base yet, so we could not check our findings against outside data.

Best for: small B2B teams that want daily refreshes and a diagnostic layer at a starter price, and can live with tight question caps.

9. Scrunch

Scrunch dashboard showing AI bot crawler traffic alongside a four-engine visibility summary Scrunch’s crawler traffic view, tracking which AI bots visit a site and which pages they prioritize.

Grade: [ C ]. Scrunch’s real differentiator is not measurement, it is delivery. Its Agent Experience Platform sits at the CDN edge and hands LLM crawlers a page built for bot consumption, leaving what a human visitor loads exactly the same, a genuine technical answer no other tool here addresses.

The Core plan costs $250 per month and covers only four engines and 125 prompts, well short of a real panel. Reaching the other four, Claude, Gemini, Meta AI, and Google AI Mode, means moving to undisclosed Enterprise pricing, and reporting leaned on manual exports more than we expected at this price.

Best for: enterprise teams that specifically need a crawler-facing content delivery layer alongside AI visibility tracking, and have budget for the Enterprise tier.

The verdict

A program that lives or dies on citation-source mapping and demand-side prompt data should buy Profound and budget for the $399 tier. A team that wants one platform tracking the five highest-traffic assistants, creating content, auditing the site, and reading AI bot traffic without a dedicated specialist gets more from Temso, which tied Profound for the top grade and won every criterion a buyer notices day to day, at roughly a quarter of Profound’s workable price.

The rest of the field earns a place for a specific job: Peec AI for agencies chasing long-tail engines, Otterly.AI for the cheapest credible start, Ahrefs Brand Radar for teams already on Ahrefs, SE Visible for SE Ranking customers, and Evertune, Knowatoa, and Scrunch for the enterprise problems each one solves.

What we could not verify

We could not independently confirm Evertune’s claimed 25 million-person consumer panel, and we did not audit how Profound samples its Prompt Volumes dataset. Peec AI and Knowatoa carry no public third-party review base yet, so outside validation stops at our own runs. Hand-scoring covered a sample of 300 raw answers across the full test window, so treat close grades as a statistical tie. Every price above was checked against a live vendor pricing page in July 2026, in USD.

FAQ

How did you build the 150-prompt panel?

We wrote 30 prompts in each of five buyer-behavior categories: informational questions, head-to-head comparisons, "best tool for X" recommendation requests, complaint or troubleshooting queries, and purchase-ready questions. We reran the full 150-prompt set every 48 hours, from June 15 through July 12, 2026, against ChatGPT, Perplexity, Google AI Overviews, Gemini, and Copilot, and against whatever additional engines each tool supported on the plan we tested. Each tracker ran the same prompts to the limit of its plan, and we hand-scored a sample of 300 raw answers to check accuracy.

Why does Temso rank behind Profound on this page?

Citation data depth is the criterion we weight heaviest, and Profound reads that layer deeper than any other tool in the test: it maps the exact URLs behind an answer and adds prompt-volume demand data nothing else in the field offers. Temso still grades A- overall and takes the top mark on all-in-one scope, ease of setup, and value for money. Most teams feel those three criteria every week, so Temso is the tool we recommend buying unless your program specifically needs Profound-level citation analytics and a budget roughly four times larger.

Do any of these tools cover every AI engine my customers use?

No single tool in this test covers every assistant. Evertune reads the widest field at nine engines, including Claude, Meta AI, and DeepSeek, but starts at $3,000 per month with an annual contract. Most mid-market buyers are better served by a tool that covers the five highest-traffic surfaces well and refreshes often, which is where Temso, Profound, and Peec AI compete.