6 Best LLM Visibility Analysis Tools by Use Case

TL;DR

The best LLM visibility analysis tool is the one that explains the result, not merely scores it. Dageno is strongest when analysts must connect demand, competitors, citations, URLs and SEO evidence; Peec suits structured marketing analysis; Profound suits enterprise data depth; Authoritas suits custom market research; AIclicks suits self-serve teams; and SE Visible suits agencies combining AI and traditional SEO reporting.

When a Visibility Dashboard Is Not Analysis

A chart saying visibility fell from 18% to 14% does not tell a content team what changed. Useful analysis must let the reader inspect the prompts and answers, identify which competitors replaced the brand, trace cited domains and URLs, separate markets and topics, and form a testable next action. Otherwise the dashboard moves the investigation somewhere else instead of completing it.

Six Analysis Jobs and the Best Fit

Every product was reviewed against the same decision criteria: how answers are collected; ChatGPT and wider-model coverage; access to prompts, full responses and citation URLs; competitor and alias matching; sentiment and narrative analysis; historical comparisons; regions and languages; exports, APIs and integrations; plan limits and total production cost; and whether the output supports a concrete content, PR, reputation or technical action. Claims and published pricing were checked against official materials on September 10, 2026. This is a research-backed product comparison, not a claim that every enterprise contract was purchased and tested under identical conditions.

1. Dageno AI — best for connecting monitoring to GEO actions

When this product makes sense: A content or growth team already knows it is under-mentioned, but cannot decide which prompt, source, URL or buyer scenario to address first.

Dageno Market Intelligence joins cross-model and regional benchmarking with demand scenarios, competitors, brand perception, citation sources, important URLs, AI Shopping, GEO/AEO gap diagnosis and SEO/GSC/GA4 context.

Evidence and methodology: Its value is the evidence chain from an observed gap to cited sources and candidate content actions. Buyers should request a sample row containing prompt, answer, model, region, date, entity match and citation URL, and confirm account-specific coverage.

Pricing and capacity: Public materials do not provide enough detail for a reliable production-cost comparison. Request a quote for prompts × models × markets × languages × refreshes.

Strengths: Broad market, citation and search context; useful for teams that need to prioritize actions rather than only publish a score.

Limitations: Not a traditional keyword tracker, crawler or backlink index. Coverage, cadence, history, exports and pricing require account confirmation.

Best fit and verdict: Choose Dageno when the operational bottleneck is turning evidence into a prioritized GEO backlog; choose a simpler monitor if a weekly mention chart is sufficient.

2. Peec AI — best for clean recurring marketing reports

When this product makes sense: A marketing leader wants daily trend reporting that is understandable without a custom BI project.

Peec analyzes visibility, position, sentiment, competitors and sources; higher tiers add multi-country work, Looker Studio, API, crawl/referral insights, ads and shopping analysis.

Evidence and methodology: Entry plans allow a choice of three active models. Confirm ChatGPT configuration, raw-answer retention, citations, entity aliases, location/language settings and export granularity.

Pricing and capacity: $95/month for 50 prompts, $245 for 150 and $495 for 350 are currently published for brand plans, with daily tracking and unlimited users; verify billing terms.

Strengths: Clear reporting, daily cadence and understandable prompt allowances.

Limitations: Projects, active models and geography are restricted below higher tiers; prompt capacity shrinks across products and markets.

Best fit and verdict: A strong choice for marketing teams that value recurring dashboards; less compelling when custom research design or technical agent data is the priority.

3. Profound — best for enterprise analysis and governance

When this product makes sense: A global organization needs raw evidence, regional breakdowns, security controls and custom reporting across several teams.

Answer Engine Insights covers visibility, share of voice, citations, sentiment, positioning, topics, prompts, regions and platforms, with connected Prompt Volumes, Agent Analytics and page workflows.

Evidence and methodology: Documented raw records include prompt, response, mentions, citations, topic, region and model. Confirm raw-data/API entitlement, retention, SSO, permissions and the engines in the contract.

Pricing and capacity: Starter is $99/month but ChatGPT-only with 50 prompts; Growth is $399/month for three engines and 100 prompts; enterprise is tailored.

Strengths: Deep analytical dimensions, raw-data potential and enterprise governance.

Limitations: The representative multi-engine workflow costs substantially more than entry tools and needs skilled operators.

Best fit and verdict: Choose Profound when the organization will use its depth and governance; smaller teams may pay for complexity they cannot operationalize.

4. AIclicks — best transparent self-serve option

When this product makes sense: A smaller team wants to start quickly, inspect answers and understand cost without enterprise procurement.

AIclicks tracks appearances, sources, sentiment, competitors and full answers, then suggests content, trusted-source and conversation actions.

Evidence and methodology: The official site says prompts are sent in a user-like way. Validate region/language controls, repeat runs, history, exports and how expected-impact recommendations are calculated.

Pricing and capacity: $59/month for 30 prompts/three platforms, $189 for 150/four and $499 for 300+/six are currently published.

Strengths: Transparent pricing, accessible workflow and answer-level context.

Limitations: Thirty prompts are restrictive after segmenting funnel stages and products; automated priorities are hypotheses rather than causal proof.

Best fit and verdict: Good for self-serve teams that want visibility plus next-step suggestions; compare enterprise alternatives for governance and large portfolios.

5. Authoritas — best for custom audience and buyer-journey research

When this product makes sense: An agency or ecommerce team finds generic vendor-generated prompts too shallow for its personas and taxonomy.

Authoritas supports branded and unbranded flows, custom questions, personas, categories, key factors, locations, languages, sentiment, sources and flexible tracking intervals.

Evidence and methodology: Authoritas says it combines consumer-interface crawling with API data. Test prompt generation, sampling, full responses, citation exports and credit consumption.

Pricing and capacity: Published entry pricing starts around $119/month with prompt credits and usage expansion; cost an identical study before comparing.

Strengths: Exceptional research configurability and useful separation of branded from unbranded visibility.

Limitations: Powerful setup options create taxonomy, governance and interpretation work.

Best fit and verdict: Best for research-led agencies and complex markets; less ideal for teams wanting a minimal out-of-box dashboard.

6. SE Visible / SE Ranking — best for existing SEO agency workflows

When this product makes sense: The agency already manages clients in SE Ranking and wants AI monitoring alongside conventional rankings and reports.

SE Visible covers aliases, visibility, position, sentiment, competitors, sources, topics and period comparison; AI Results Tracker/Add-on connects AI data with SEO projects.

Evidence and methodology: Confirm whether required engines, responses and exports live in SE Visible, the project tracker, API or add-on. Distinguish “prompts” from “checks.”

Pricing and capacity: SE Visible starts at $99/month; the add-on starts at $89 for 200 checks, where one prompt on one platform consumes one check.

Strengths: Natural fit with established SEO work and client reporting.

Limitations: Overlapping product names and usage units complicate procurement; verify regions, history and citation exports.

Best fit and verdict: Choose it when minimizing tool sprawl matters; a dedicated platform may be clearer for AI-only teams.

Analysis Framework: From Metric to Decision

1. Validate the prompt, answer, model, market and date behind the metric.
2. Separate mention gaps, citation gaps, narrative problems and technical retrieval problems.
3. Compare competitors using identical inputs.
4. Identify the influencing domain and URL where available.
5. Decide whether the action belongs to content, PR, technical SEO, product marketing or reputation management.
6. Preserve the evidence and measure again without changing the benchmark.

FAQ

What is the best LLM visibility analysis software?

Dageno fits action-oriented gap analysis, Peec recurring marketing reports, Profound enterprise raw-data work, Authoritas custom studies, AIclicks self-service and SE Visible integrated agency reporting.

Which fields make LLM analytics trustworthy?

Exact prompt, full answer, model/engine, region, language, timestamp, matched brands, cited URLs, classification rules, sampling frequency and calculation methodology.

References

• AIclicks feature documentation
• Peec AI official pricing
• Profound Answer Engine Insights API examples
• Authoritas AI Search platform
• SE Visible documentation