Inspect website responses, links and content in LLMIC. Map questions to pages, organize supported fixes and follow up with fresh evidence. Compare feature access and provider requirements below.
LLMIC is native SEO software for Mac. It connects technical website audits, keyword-to-content mapping and selected AI-answer research to page evidence you can inspect.
Website evidence
Review response status, headings, canonicals, robots directives, links and captured rendering evidence. Trace a finding to the page behind it.
Map a reader’s question to the intended page, inspect the answer and identify the evidence it needs. The query fan-out planning guide includes an illustrative map and a browser-side worksheet.
AI-answer observations
Pro supports selected provider research using your connected accounts or keys. Retain the prompt and response context; API samples and local heuristics do not reproduce every consumer search result.
Inspect internal links and broken-link evidence. Compare source HTML and rendered-page evidence where captured.
Issues → Queue
See affected pages, inspect recommendations and organize selected findings into a durable action list.
Reports you can work with
Export supported views and standard reports. Keep the selected pages, evidence and recommendations together.
Inspect a real example
See the finding. Check the repair.
A controlled LLMIC 1.0.5 build 6 audit on 3 October 2026 found one missing destination linked from two pages. After the links were repaired manually, a fresh scan of the same scope found zero broken destinations.
Both runs checked two source pages, three unique targets and four link occurrences. The sample records the scope and result for each run; it contains no customer data and does not demonstrate a ranking or revenue outcome.
Separate preparing a fix from publishing it—and publishing from verifying the outcome.
Solo & Pro
Content inspection
Review headings, snippets, duplicate-content signals and freshness. Investigate the affected page before making an editorial change.
Pro
Batch fix preparation
Select Queue tasks, prepare supported drafts, inspect originals and edit replacements. Save reviewed changes and export implementation instructions.
Pro
Grounded AI assistance
Connect your OpenAI, Gemini or Claude API key for supported recommendations. Review factual claims, FAQ suggestions and schema drafts before publishing.
Beta
Content Refresh & Content Decay
These dashboards currently use crawl age, freshness and quality signals. They do not yet connect measured traffic decline, recovery, or source-backed refresh briefs. Treat their output as investigation prompts, not proof that a page needs rewriting.
03 / Pro
Explore visibility in AI answers.
Use controlled observations to investigate how selected providers answer questions about your topic.
Repeatable benchmarks
Retain prompts, provider and model settings, timestamps and run scope. Compare matched observations rather than unrelated samples.
Citations & question coverage
Inspect answer-linked citations and prompt-to-page gaps. Distinguish missing coverage from incomplete evidence and equivalent wording.
Context, not guarantees
API samples do not represent every ChatGPT, Gemini or other consumer experience. Heuristic scores and simulations are decision support, not predicted rankings or guaranteed citations.
04 / Pro
Connect search signals to business questions.
Google Search Console & GA4
Connect your own properties to explore search performance and analytics, with source, date range and scope visible.
Follow-up measurement
Link supported tasks to technical verification and outcome comparisons. Movement after a change is a temporal comparison, not proof of causation.
Scheduled audits & executive reports
Schedule recurring work in the app and prepare executive PDFs. Your Mac needs to be available for local scheduled work.
05 / Your data, deliberately handled
Local workspaces. Explicit connections.
Separate accounts
Version 1.0.5 separates local workspaces, preferences and provider credentials by signed-in account. Switching accounts reopens the app in that account’s scope.
Your provider keys
Manage third-party credentials in Connections. Keys use macOS Keychain. Optional integrations require your accounts and may incur provider charges.
Clear evidence states
Unavailable inputs remain unavailable. Manual completion is separate from fresh verification; unsupported checks do not become verified fixes.
Agency collaboration is not available for new purchases. Current plans are Solo and Pro.
Built for the work ahead
Move from findings to decisions.
Get a native Mac workspace for finding issues, reviewing evidence and deciding what to fix.
LLMIC checks crawl and response evidence, indexability signals, metadata, content structure, links, structured data, keyword mapping, and other page-level patterns.
02Which LLMIC features require the Pro plan?
AI intelligence, Fix Generator, Google Search Console and GA4 integrations, scheduled audits, and executive PDFs are presented as Pro capabilities. Check the pricing page for the current comparison.
03How does LLMIC turn audit findings into actions?
Issues preserve the observed evidence. The Action Queue helps you select work, and Fix Generator can prepare drafts for review where that workflow is supported.
04Can LLMIC audit JavaScript-rendered websites?
LLMIC includes rendering controls for workflows that need rendered content. Compare source and rendered evidence and use the crawl settings appropriate for the website.
05Can I export LLMIC audit results for a client or team?
Supported reports and exports let you share selected evidence. Confirm the export contents and any limitations before using it as a client deliverable.
06Can LLMIC guarantee higher rankings or AI citations?
No. LLMIC measures crawl evidence and research observations, then helps you review possible actions. Search engines and AI providers decide their own results.
07Does LLMIC send my crawl data to its own servers?
Core crawl analysis is designed to run in the native Mac app. Features that use Google, AI, or other providers make the external requests described in the relevant workflow and use the credentials you connect.
