Know what a result means.
A practical tool should explain its inputs, calculations and limits. This is the shared measurement contract across Markaigen.
Every saved result has context
Snapshots record the tool, your selected inputs, visible result and saved date. Visibility observations also require the provider, prompt, location, language and observation date. Save the underlying answer and cited URLs so you can check the evidence.
Samples are not market share
Mention rate = submitted answers containing the exact brand text (case-insensitive) ÷ submitted answers × 100. Citations are user-entered URLs; sentiment is a human label. There is no population confidence interval: samples are self-selected, small and variable. Compare matching prompts, providers, dates and locales.
Simulations and estimates
RAG splitting is a retrieval simulation, not a Google ranking factor. Citation readiness is a heuristic review, not a probability of citation. ROI and zero-click value are scenarios driven by your assumptions, not measured revenue or causal attribution.
Trust and agent boundaries
Disclosure, review-risk and agent-risk tools support human review; they do not certify legal compliance. Agent Studio stores designs and a recorded owner approval. It does not run agents, grant external permissions or publish changes. A second-person approval or team identity system is not implied.
Search foundations still apply
Google does not require llms.txt, special AI chunking or special AI schema. Use these tools to understand your content and technical setup, without treating a tool score as a search guarantee.
Google’s official guidanceTool-by-tool limits
AI Crawler & llms.txt Checker
Crawler access is checked in robots.txt. llms.txt is an optional proposal, not a Google requirement or a ranking guarantee. Suggested rules are drafts; review your existing restrictions before changing anything.
Open tool and instructionsSchema Validator & Fixer
This is a local structural check, not Google rich-result validation. Add only facts visible on the page and test the final markup with the relevant official validator.
Open tool and instructionsRAG Chunk Visualizer
Chunk boundaries and token counts are simulations. Models and retrieval systems can split the same content differently.
Open tool and instructionsGEO Citation Readiness Lab
The readiness score is a transparent editorial heuristic, not an AI-platform score. It cannot predict or guarantee mentions, citations or rankings.
Open tool and instructionsAI Answer Comparison Lab
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsAI Visibility Checker
An API sample or pasted answer is not a live search-ranking report. Identify the platform, prompt and collection date; never treat a missing sample as zero visibility.
Open tool and instructionsAI Mode & AI Overviews Tracker
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsSEO Checker
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsTechnical SEO Site Audit
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsBroken Link Checker
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsXML Sitemap Generator
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsWebsite Change Monitor
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsSEO Toolbar
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsPage Weight & Low-Data Auditor
Fetched HTML and linked asset estimates are not a real-user performance test. Use field data to assess Core Web Vitals.
Open tool and instructionsIndexNow URL Submission
Submission needs a valid key on a domain you control. IndexNow notifies participating engines; it does not submit pages to Google or guarantee indexing.
Open tool and instructionsSEO Patch Planner
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsWord Counter & Readability
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsKeyword Ideas & Search Intent
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsAI Content Brief & Writing Helper
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsAI Disclosure Builder
The output is an editable transparency draft. Check the applicable platform rules and obligations for your own use case before publishing.
Open tool and instructionsReview & Testimonial Risk Checker
Flags identify patterns to investigate. They cannot prove a review is fake or AI-written, establish legal compliance, or replace a jurisdiction-specific legal review.
Open tool and instructionsDigital PR Workspace
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsSocial Media Planner
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsAI Marketing ROI Calculator
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsZero-Click Value Calculator
Values are scenarios based on your assumptions, not measured revenue, attribution or a forecast. Test sensitivity before using a result in a business case.
Open tool and instructionsCreator Campaign Link Builder
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsWebsite & AI Referral Analytics
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsAI & Search Bot Analytics
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsWebsite Authority Checker
Open PageRank requires a configured provider key. Tranco is a domain-ranking research source. Neither is a Google ranking score or a traffic measurement.
Open tool and instructionsBatch Domain Analysis
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsTop Websites Explorer
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsMarketing Agent Risk Sandbox
This is a planning exercise based on your answers, not a security audit or legal approval. Verify safeguards in the actual workflow.
Open tool and instructionsAgent Workflow Designer
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsMarketing Agent Specification Builder
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsMarketing Project Dashboard
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsGoogle Search Console Insights
The public tool uses your own CSV or your own authorized connection. It does not expose the site owner’s Search Console or GA4 data.
Open tool and instructionsMarketing Report Builder
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsProject Email Alerts
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsLooker Studio & Data Connectors
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsDomain Portfolio Monitor
Results describe the supplied input and available data. Review them before applying changes; no tool guarantees search or AI visibility.
Open tool and instructionsMethodology version 1.0 · 7 October 2026. No paid data provider is enabled by this workspace.