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The selection guideSource-backed research ↗
Schema & Structured Data / Browser-based GEO and AI-crawler audit
Lumi GEO
A Chrome extension that shows a page through an AI-crawler lens and suggests prioritized GEO/AEO fixes
Technical SEOGEO/AEO auditAgency reporting
Why it stands out
Browser-first crawler view with concrete copyable fixes.
Source review: · Public-source research, not a hands-on test
Active browser-based product; evidence supports advertised scope, public pricing, and distribution, not citation or traffic outcomes.
↗ Best for
Technical SEO practitioners wanting a quick page audit in Chrome.
! Know before you buy
The score and four-pillar weighting are Lumi GEO's own diagnostic framework. No reviewed source independently validates citation lift, traffic, conversions, or score calibration.
01 / Editorial assessment
Is Lumi GEO for you?
The AICiteKit take
Lumi GEO is a cautious medium-confidence choice for teams wanting a fast, browser-first technical audit of a web page. Its official site documents the crawler view, four diagnostic pillars, copyable fixes, free limits, Pro pricing, browser requirements, privacy claims, and an explicit rejection of citation guarantees. The Chrome Web Store confirms public distribution and a recent Hacker News launch record corroborates the product identity. No reviewed source independently validates the score, its projected post-fix result, citation lift, customer satisfaction, or business outcomes; use it as a diagnostic and pair it with fixed prompt monitoring.
A good fit if you are…
- Technical SEO practitioners wanting a quick page audit in Chrome.
- Agencies preparing a branded PDF action plan for a client.
- Web teams that can review generated code before publishing it.
- Small teams that do not need API-scale crawling or historical prompt monitoring.
Consider another option if…
- Enterprise teams requiring API access, scheduled bulk crawling, SSO, roles, or an SLA.
- Buyers seeking prompt archives, competitor share of voice, or model and geography controls.
- Teams that need an independently calibrated citation or traffic score.
- Users outside Chrome/Chromium desktop environments or without the optional Chrome AI hardware requirements.
02 / Scope, not promises
Features & coverage
- Browser boundary
Chrome 116+ on desktop and compatible Chromium side-panel browsers; the optional Chrome AI reading feature has additional Chrome 138+, storage, memory, and graphics requirements according to the official FAQ.
Archived research · Official site checked 2026-11-02Research excerpt · Coverage and platform boundaries- Workflow
In-browser robot view, four diagnostic pillars, product-defined score, suggested code fixes, and optional branded PDF report; Pro adds page score tracking.
Archived research · Official site checked 2026-11-02Research excerpt · What does Lumi GEO do?- Data boundary
The official site says analysis runs entirely in the browser and no analysis result is sent; Pro license keys are checked with Lemon Squeezy. Verify permissions and policy independently.
Archived research · Official site and privacy destination checked 2026-11-02Research excerpt · Coverage and platform boundaries- Distribution
Public Chrome Web Store extension listing with product ID nodnlpecbohjikeljkdcmkpagokdhike; a Hacker News launch record links to the official product.
Archived research · Sources checked 2026-11-02Research excerpt · User feedback and evidence quality
AI-crawler page view
The official site describes a robot view of the page and names ChatGPT, Perplexity, Claude, and Gemini as relevant AI surfaces. This is an inspection model, not a replay of every vendor crawler or retrieval system.
Four-pillar diagnostics and fixes
The product describes four diagnostic pillars, crawler and robots checks, structured data, speed, trust signals, and copyable code fixes. These are technical hypotheses, not causal citation evidence.
Agency PDF reporting
Pro adds score tracking and a branded PDF audit with an action plan, effort and point estimates, fix details, and annexes according to the official FAQ. Projected scores must be labeled as product-generated estimates.
Browser-local workflow
The official product says page analysis runs in the browser and analysis results are not sent. Treat this as a vendor claim and verify extension permissions and network behavior before making a privacy promise.
A focused evaluation workflow
- Install from the Chrome Web Store and record version, permissions, and privacy-policy text.
- Run a fixed representative page set and preserve the crawler view, score, pillar findings, and generated code.
- Inspect every suggested fix against rendered HTML, robots.txt, structured data, accessibility, and page intent.
- Re-run after changes under the same conditions; do not treat a projected score as measured outcome.
- Pair the audit with a fixed prompt set and answer archive when measuring actual AI visibility.
03 / Commercial boundaries
Pricing & limits
Terms below reflect the 2026-11-02 source review, not a new live quote. Confirm currency, billing term, tax and required scope with the provider.
- Pro pricing
€9.99 per month or €89 per year, paid through Lemon Squeezy; the official site describes the annual plan as three months free.
Archived research · Official site checked 2026-11-02Research excerpt · Pricing, installation, and limits
- Free access
Up to 5 full analyses per day; repeat analysis of a page already analyzed that day is free. New pages after the allowance still show a score and four pillars according to the official FAQ.
Archived research · Official site checked 2026-11-02Research excerpt · Pricing, installation, and limits
Your buying checklist
Get these answers first.
- Which extension permissions and network requests are active in the version I am installing?
- Which four pillars and weighting rules produced this score?
- Does the workflow need only a browser audit, or also API-scale crawling and CI checks?
- How will I distinguish a projected post-fix score from observed retrieval and citation changes?
- What separate evidence will show traffic, conversion, or customer impact?
Pricing context & qualifications
Verified 2026-11-02 from the official site and its checkout links. Free tier is limited to five full analyses per day; Pro is €9.99 monthly or €89 yearly.
04 / The tradeoffs
Strengths & weaknesses
Reasons to shortlist
- Browser-first crawler view with concrete copyable fixes.
- Public free tier and explicit monthly and annual Pro prices.
- Optional branded PDF audit supports agency workflows.
- Official FAQ clearly states that the score is not an AI or Google metric.
- Chrome Web Store and Hacker News records corroborate an active product identity.
Reasons to pause
- The score, four pillars, and projected post-fix score are product-defined diagnostics.
- No reviewed independent source proves citation lift, answer inclusion, traffic, or conversions.
- No documented API, scheduled bulk crawl, prompt panel, competitor monitoring, or model/geography controls.
- Browser and optional Chrome AI requirements limit portability and automation.
- Privacy and in-browser processing are official claims, not an independent audit.
The score and four-pillar weighting are Lumi GEO's own diagnostic framework. No reviewed source independently validates citation lift, traffic, conversions, or score calibration.
05 / Choose by the job
Alternatives to consider
Editorial fit comparisons—not performance rankings or claims that one option always wins.
06 / What we can substantiate
Reviews & evidence
No independent product-specific review sample or efficacy study was found. The Chrome Web Store confirms public distribution and Hacker News provides launch corroboration, but neither is a customer satisfaction or AI-search outcome rating.
Official Lumi GEO site
Vendor-controlled documentation; not independent efficacy evidence.
Snapshot: 2026-11-02 · View source
Chrome Web Store
Distribution confirms availability, not reliability, satisfaction, or outcome lift.
Snapshot: 2026-11-02 · View source
Hacker News launch record
A launch record is not a product review or customer sample.
Snapshot: 2026-11-02 · View source
AICiteKit assessment: public-source research, not a hands-on product test. Official materials establish stated scope; reviews are dated and may concern the broader platform. Neither establishes guaranteed citations, traffic or revenue.
Sources & original verification dates
| Source | Evidence type | Checked |
|---|---|---|
| Lumi GEO official site ↗ | Official product documentation | |
| Lumi GEO privacy policy ↗ | Official privacy documentation | |
| Lumi GEO Chrome Web Store listing ↗ | Independent distribution registry | |
| Hacker News launch record for Lumi GEO ↗ | Independent launch/discovery source |
Original review evidence & date context
Preserved from the published research. Dates, review counts and product-scope qualifications below have not been refreshed by this layout migration.
Official site and privacy page support capabilities and claims; Chrome Web Store supports public distribution; Hacker News provides an independent launch record. None proves AI-search outcomes.
Research notes & unresolved discrepancies
- Evidence is sufficient for a cautious listing of an active browser-based GEO audit tool.
- No independent customer-review sample, efficacy study, or citation-lift experiment was found in directly checked sources.
- Do not invent a rating, user consensus, or citation guarantee.
Layout migration: October 4, 2026. The original MDX research is retained in the repository; this reorganization does not refresh its factual verification dates.