White paper
Executive summary
This is a product and methodology paper for independent real estate agencies. It is not legal, financial, or investment advice. It does not recommend issuing a token. Traction: Unknown. Market size: Unknown.
Luminara Suite is produced by LUMINARA DIGITAL PTY LTD (ABN 90 693 125 281), founded 2025. Fact S27
Search is shifting from ten blue links to synthesized answers. Google says AI Overviews reached more than 1.5 billion monthly users by May 2025, across 200+ countries and territories. Fact, Google-reported S5 Pew found users clicked a traditional result on 8% of visits with an AI summary, versus 15% without one. Fact, observational, not causal S3 Ahrefs estimates a roughly 58% lower click-through rate for the top-ranking page when an AI Overview is present, using December 2025 data. Estimate, published estimate S4
For an independent real estate agency, the question is no longer only whether the site ranks. It is whether the answer names the agency, and whether that can be proved. Luminara Suite checks a site and live web search, labels every result Measured, Estimated, or Not measured, refuses a blended 0-100 score, and ranks one fix to ship next. Fact S20 S21 S22
The Suite ships on four surfaces: a web app with Stripe card checkout, a Telegram Mini App and bot that take Telegram Stars, a free Google Play companion, and a Windows desktop download. Fact S20 S23 S24 S27 Pricing is a one-off 30-day pass that does not auto-renew: A$79, A$229, or A$549, or 2,500, 7,500, and 18,000 Stars. Fact S21
Australian digital asset law changed materially across 2025 and 2026. On-chain material in this paper is a list of options with legal risk. Fact S15 S16 S17
Web Suite at luminarasuite.com. The free check reads a homepage, robots.txt, and llms.txt. Card passes are bought here.
AI answers are replacing the classic results page
- Google states that AI Overviews and AI Mode use query fan-out, issuing multiple related searches to build a response, and that AI Overviews show only when Google judges them additive. Fact S1
- At I/O 2025 Google said AI Mode was rolling out to all US users, and that AI Overviews had more than 1.5 billion monthly users across 200+ countries and territories. Fact, Google-reported S5
- Gartner forecast in February 2024 that traditional search engine volume would drop 25% by 2026 because of AI chatbots and virtual agents. Treat that as a forecast, not a measurement. Estimate S6
Published click findings. None of them measure Australian real estate queries. That click data: Unknown.| Finding | Study |
|---|
| 8% click rate on a traditional result when an AI summary appeared, versus 15% without one. Fact, observational, not causal S3 | Pew Research Center |
| Clicks on links inside the AI summary: 1% of visits. Fact S3 | Pew Research Center |
| The session ended after 26% of pages with an AI summary, versus 16% without one. Fact S3 | Pew Research Center |
| Position 1 click-through rate about 58% lower when an AI Overview is present. December 2025, 300,000 keywords, desktop Search Console data, published 4 February 2026. Estimate, published estimate S4 | Ahrefs |
| An earlier Ahrefs study, published April 2025, reported 34.5% lower click-through. Estimate, published estimate S4 | Ahrefs |
Pew's data is US-only and observational. Ahrefs uses aggregated desktop Search Console data and a modelled counterfactual. Australian real estate specific click data: Unknown.
- The GEO paper (Aggarwal et al., KDD 2024) introduced Generative Engine Optimization and GEO-bench. It reports that content changes can boost visibility in generative engine responses by up to 40% on that benchmark, with effects that vary by domain. Fact S7 S8
- A 2025 preprint by Chen et al. reports that AI search engines favor earned, third-party sources over brand-owned and social content, and differ from each other in freshness and phrasing sensitivity. Fact, preprint S9
- In the Pew sample, Wikipedia, YouTube, and Reddit were the most frequently cited sources in both Google AI summaries and standard results. Fact S3
For a local agency, owned-site fixes are necessary and not sufficient. Reviews, directory listings, and press mentions likely matter too. On-page edits alone should not be promised as a way to win citations. Speculation S3 S9
Market and category
- SEO: optimizing for classic ranked results.
- AEO, answer engine optimization: the work of making a page easy for an answer engine to quote. AEO is not a score. Fact S22
- GEO, generative engine optimization: the academic term from Aggarwal et al. for improving visibility in responses synthesized by a language model. Fact S7
- AI visibility tracking: the commercial category of tools that run prompts against AI products and report mentions, citations, and share of voice.
- Google says there are no additional technical requirements and no special schema to appear in AI Overviews or AI Mode. A page must be indexed and snippet-eligible. Google adds that you do not need to create new machine readable files, AI text files, or markup. Fact S1
- Google also says a site must be included via the Search generative AI control in Search Console to be eligible. Fact S2
- As of 31 August 2026, Google had rolled out a Search Console control to include or exclude a site from AI Overviews, AI Mode, and Discover generative features. Fact S10
- The same rollout added a Generative AI performance report with impressions by page, country, and device. Fact S11
- llms.txt is a community proposal by Jeremy Howard (Answer.AI, 3 September 2024), not a standard. Luminara's own docs state that Google Search may ignore it. Fact S12 S22
A first-party impressions report means a basic check of whether a site is shown in AI Overviews is becoming free for the site owner. Third-party tools need to differentiate on cross-engine coverage, diagnosis, and the fix. One ranked fix and evidence labels fit that gap. This is reasoning, not a measurement. Speculation S10 S11 S20
Market size: Unknown. This paper found no primary, methodologically transparent source that sizes the AEO or GEO tooling market. Secondary blogs quote figures without a method, so those figures are omitted. The segment the Suite names is independent agencies in Australia, Oceania, and South-East Asia. Fact S20
How measurement works
- Free check, with no account and no card: homepage title, description, and structured data, plus robots.txt, llms.txt, and ai.txt. Answer engines stay Not measured. Fact S20 S25
- Instant Audit, signed in or with your own keys, fetches the live site plus a live web search sample, then gives a plain-English verdict and one fix. Citation rate, share of voice, and page health appear only when that run collected live evidence. Fact S22 S25
- Crawler readiness rows cover llms.txt presence, llms.txt structure, AI crawler directives in robots.txt, whether those crawlers are blocked from key paths, and optional ai.txt. Each row is pass, fail, or not measured. None is a 0-100 score. Fact S22
- Live answers from specific AI products stay Not measured unless you are on Agency or you connect your own search login. Fact S20 S21
- Measured means evidence from that run, or user-supplied data such as a Search Console export. Estimated is directional. Not measured is never filled in. Fact S25 S26
- The Android listing names a 10-bot governance matrix: GPTBot, OAI-SearchBot, ChatGPT-User, ClaudeBot, Claude-SearchBot, PerplexityBot, Google-Extended, Applebot-Extended, CCBot, and Bytespider. Fact S24 S13 S14 S30
AI answers vary by engine, location, and phrasing. A tool that prints one score implies precision the sampling does not support. Refusing a blended AI visibility score is a deliberate limit. Speculation S9 S20 S22
- Sampled web search is a proxy for any specific AI product's answer. It is not a replay of that product.
- Results are a point in time. Answers drift.
- The sample report on the website is illustrative, not a measurement. Fact S28
- Labs features (OracleMind, TimesFM, and the Archy harness) show simulated numbers. They are not measurements. Fact S27
Illustrative example, not a measurement. The rows show the report shape on the sample report page.
Telegram Mini App, Instant Audit. Checklist rows stay Not measured until a live check records them.
Competitive map
Prices below are from each vendor's own page where it was reachable on the access date, in US dollars unless noted. Vendor pages change often. Ahrefs Brand Radar pricing: Unknown. Re-check before relying on a figure.
Entry prices seen on the access date. Luminara prices are non-renewing passes, not monthly subscriptions.| Vendor | Positioning | Entry price seen | Label |
|---|
| Semrush AI Visibility Toolkit | AI visibility inside a broad SEO suite, covering ChatGPT, Google AI, Gemini, and Perplexity. | US$99 per month per domain, billed annually, with 25 tracked prompts. Fact S31 | Fact S31 |
| Peec AI | AI search analytics for brands and agencies. | Starter US$95 per month, 50 prompts, 3 models, daily tracking. Fact S32 | Fact S32 |
| Profound | Enterprise AEO platform with agents. | Free trial of 50 prompts daily for 7 days. Enterprise is custom, up to 9 answer engines, with SSO, SAML, and SOC 2. Fact S33 | Fact S33 |
| Ahrefs Brand Radar | AI visibility built on the Ahrefs web index. | Pricing not confirmed on the vendor page. Unknown. | Unknown |
| Otterly.AI | Budget AI search monitoring. | The vendor page returned an error. A secondary source cites US$29 per month. Estimate S35 | Estimate S35 |
| Luminara Suite | Evidence-labeled audit and one ranked fix, for independent real estate agencies in Australia, Oceania, and South-East Asia. | A$79, A$229, or A$549 per 30-day pass that does not auto-renew. A free account includes 3 checks a day. Fact S21 S26 | Fact S21 S26 |
- Honesty labels, and no blended score. Fact S20 S22
- Fix-first output: one ranked fix, ready-to-paste LocalBusiness or FAQPage schema, and an optional WordPress, Webflow, or GitHub push. WordPress counts as done only when the schema is found live. Fact S25 S26
- Vertical focus: real estate agencies, with an Enquiry Desk that includes Australian statutory guardrails. Fact S26
- Developer access on every plan: an MCP endpoint for Cursor and Claude, with 100 calls a day on Free. Fact S21
- Non-renewing passes, and Telegram Stars. Fact S21 The competitors reviewed here are subscription or sales-led. Speculation S31 S32 S33
- The code is under AGPL-3.0. Trademarks are reserved. Fact S27 S29
Profound offers SSO and SAML, SOC 2, and tracking of up to 9 answer engines on Enterprise. Semrush and Peec run scheduled prompt tracking across several named AI products on entry plans. Luminara keeps live AI product answers Not measured below Agency unless the user brings a search login. Fact S33 S31 S32 S21 That coverage gap is a real trade-off.
Product surfaces
The lead audience is independent real estate agencies in Australia, Oceania, and South-East Asia. The same product is available on the web, in Telegram, on Google Play, and as a Windows download. Suite channel performance: Unknown. Traction: Unknown.
What each surface does, and how it is paid for.| Surface | What it does | Payment |
|---|
| Web Suite, luminarasuite.com | Free check, Instant Audit, share links, MCP, and plans. | Stripe card, for a 30-day pass in Australian dollars. Fact S27 |
| Telegram Mini App and bot @LuminaraSuiteBot | Instant Audit with a capped hosted allowance tied to the Telegram session, Ask, and re-audit reminders. | Telegram Stars only. Fact S21 S27 |
| Google Play companion, com.luminarasuite.app | Instant Audit away from the desk, Ask, offline history, and bring-your-own-key or hosted checks when signed in. | Free. It does not sell passes. Signed-in users get 3 hosted checks per UTC day, or they bring their own keys. Fact S24 |
| Windows desktop | A desktop download is listed. | Payment is not stated. Scope: Unknown. |
- The site publishes comparison pages and free browser tools, including a robots.txt generator, an llms.txt generator, and a real estate schema generator. Fact S21
- Telegram supports Star referral programs: developers can open affiliate programs for mini apps and pay commissions on referred purchases. Fact S19
- A Telegram-first funnel may suit markets where Telegram use is common. Suite channel performance data is Unknown, so this paper does not imply a result. Speculation S19 S23
Web Suite at luminarasuite.com. The free check reads a homepage, robots.txt, and llms.txt. Card passes are bought here.
Telegram bot @LuminaraSuiteBot. It opens the Mini App. Paid passes in Telegram use Stars.
Telegram Mini App, Instant Audit. Checklist rows stay Not measured until a live check records them.
Telegram Mini App, Ask. Live answers from specific AI products stay Not measured unless the plan or a connected search login allows them.
Google Play listing for the free companion. The app does not sell passes. Traction: Unknown.
Store screenshots of the Play companion. These frames are the listing, not a client measurement.
Monetization
Telegram bot @LuminaraSuiteBot. It opens the Mini App. Paid passes in Telegram use Stars.
Free: 1 domain, a capped hosted scout, bring-your-own-key, and 3 public share links a day. A free account includes 3 checks a day. Starter is A$79 or 2,500 Stars. Growth is A$229 or 7,500 Stars. Agency is A$549 or 18,000 Stars. Each paid pass lasts 30 days and does not auto-renew. Agency adds API access, 10 client workspaces, a daily drift check, and a white-label PDF. MCP is on every plan, with 100 calls a day on Free. Fact S21 S26 S27
Users can supply their own provider keys and bear those provider costs. Fact S27
- Telegram: digital goods in bots and mini apps must be sold in Stars (currency XTR). Other currencies or third-party providers can get the mini app hidden from mobile users. Bots must answer pre-checkout within 10 seconds and should store telegram_payment_charge_id for refunds. Users buy Stars via Apple or Google in-app purchase, or via @PremiumBot. Fact S18
- Telegram said developers would withdraw Stars as Toncoin via Fragment. Fact S19b
- Fragment's current terms describe rewards issued as Grams ($GRAM) to a connected TON wallet, irreversible on the TON ledger. Fact S36
- Payout asset, holding periods, and rates: verify at the time of writing. This paper does not state a conversion rate.
- The Android app does not sell passes. Since 30 September 2026, Australian users can be offered alternative billing or external web links under Google's billing choice program. Example service fees include 10% on the first US$1M of annual earnings, and 20% standard for one-off purchases by new installs via external links. Fact S24 S37
- Selling inside the Play app later would need Play Billing or enrollment in that billing choice program. Speculation S37
Other models to evaluate, not recommendations: annual agency licences, per-client workspace add-ons, a white-label reseller tier for marketing agencies, and paid research credits. Unit cost per audit (model and search spend) is Unknown, so none of these is ranked. Speculation S21
On-chain options and legal risk
This paper does not recommend issuing a token. The rows below are options and risks. They are not a plan.
Telegram Mini App, Ask. Live answers from specific AI products stay Not measured unless the plan or a connected search login allows them.
- The Mini App takes Telegram Stars only. Fact S21 S27
- The privacy policy says The Open Network and Toncenter receive a payment check only when a user pays on that network. Fact S38
- It is not clear from public pages whether a direct TON payment path is live. That needs confirmation from the company. Speculation S38
- Mini apps that use a blockchain must use TON exclusively for tokens or blockchain assets, connect wallets only through TON Connect, and must not promote non-TON wallets or tokens. New assets issued on or after 21 January 2025 must comply. Plain bots without a Mini App are exempt. Fact S39 S47
Token scenarios. Options only. This paper does not recommend issuing a token.| Scenario | Possible purpose | Key risks |
|---|
| A. No token (status quo) | Stars and card passes. Speculation S21 | Lowest legal risk of the four. No extra investor story. Speculation S21 |
| B. On-chain receipts or proofs | Hash audit reports to TON so a reader can check they were not altered. Speculation S47 | Low value if users do not check. Privacy of the hashed data. Engineering cost. Speculation S39 S47 |
| C. Utility credit token | A token redeemable for audits, as prepaid usage. Speculation S18 | May still be a financial product or a non-cash payment facility. Telegram's TON-only rule applies. App store rules on digital goods apply. Speculation S15 S18 S39 |
| D. Investment-style or governance token | Fundraising. Speculation S15 | Highest risk: likely a financial product, with disclosure and licensing duties, and misleading-conduct exposure. Speculation S15 S27 |
- ASIC reissued INFO 225 on 29 October 2025. It says many widely traded digital assets are financial products under current law, and lists stablecoins, wrapped tokens, tokenised securities, and wallets among products it considers financial products. Fact S15
- The class no-action position covered firms that lodged an Australian financial services licence application by 30 June 2026, required the service to have been provided on or before 31 December 2025, and excluded crypto lending and earn products and most derivatives. Fact S16
- A new token launched now would not benefit from that class no-action position. Speculation S16
- The Corporations Amendment (Digital Assets Framework) Act 2026 received Royal Assent on 8 April 2026. ASIC expects the regime to commence on 9 April 2027. Fact S17 S40
- Token marketing that implies profit from the team's efforts invites securities-law scrutiny in common-law jurisdictions. Misleading statements risk consumer-law action. In Australia that includes the Australian Consumer Law, which the Suite terms already reference. Speculation S27
- Obtain advice from an Australian financial services lawyer before any public token wording. Keep public language to the product, the method, and the risks.
Architecture
This section repeats what public docs and the privacy policy already say. It stops there.
- APIs run on Cloudflare Workers. The privacy policy names Cloudflare hosting, D1, KV, request logs, and D1 Time Travel with a 30-day restore. Fact S38 S41 S42
- Android sign-in uses Firebase Auth. The Mini App uses Telegram initData. Telegram documents how to validate initData. Fact S21 S38 S44
- Signed-in users have a hosted model allowance, or they bring their own keys. The privacy policy names Groq, NVIDIA, Google Gemini, OpenRouter, Ollama, Tavily, Exa, and Firecrawl. Fact S38
- On Android, bring-your-own-key secrets are stored with Android Keystore AES-256-GCM. Fact S24
- The web app uses a one-off Stripe checkout. Telegram uses Stars through the invoice, pre-checkout, and successful payment flow, and grants access only after payment succeeds. Fact S18 S27
- Agents call an MCP endpoint at luminarasuite.com/api/mcp. Fact S21
- Share teasers under /share/teaser/ are crawlable. Full reports are unlisted and noindex. /api/, /verify/, /reports/, and /oauth/ are disallowed. Fact S22
Risks and open questions
- Platform dependency: Google's guidance, AI features, and the Search Console report can change what a third-party tool adds. Fact S1 S10 S11
- Measurement validity: AI answers vary by engine and phrasing. Sampled web search is a proxy. Fact S9
- Competitive pressure from suites with broader named-engine coverage and scheduled prompt tracking. Fact S31 S32 S33
- Telegram policy risk: Stars-only and TON-only rules are set by the platform and can change. Fact S18 S39
- Regulatory risk for any token, as set out in the on-chain section. Fact S15 S16 S17
- Positioning: the website targets independent real estate agencies. The Play listing describes a general workbench for website operators and engineering teams. This paper uses the website audience as the lead story. Fact S20 S24
- Data protection: overseas disclosure to model and search providers is an APP 8 question. Fact S38 S46
- Unknown: unit economics per audit, traction, retention, Windows app scope, and whether a direct TON payment path is live.
Glossary
Short definitions. Counts and prices stay in the sections above, with their labels.| Term | Meaning |
|---|
| AI Overview | Google's AI-generated summary shown on some results pages. |
| AI Mode | Google's conversational search mode, which uses query fan-out. |
| AEO | Answer engine optimization: making a page easy for an answer engine to quote. AEO is not a score. |
| GEO | Generative engine optimization: improving visibility in responses a language model synthesizes. |
| BYOK | Bring your own key: the user supplies model or search API keys and bears those costs. |
| llms.txt | A proposed Markdown file that summarizes a site for language models. It is not a Google requirement. |
| ai.txt | An optional AI usage policy file the Suite checks. It is not an official standard. |
| MCP | Model Context Protocol. IDE agents such as Cursor and Claude use it to call tools. |
| Telegram Stars (XTR) | Telegram's in-app item for digital goods sold in bots and mini apps. |
| Mini App | A web app launched inside Telegram. |
| TON / TON Connect | The Open Network blockchain, and its wallet connection protocol. |
| AFSL | Australian financial services licence. |
| Measured / Estimated / Not measured | The Suite's evidence labels. Missing data stays Not measured. |
Sources
Open a row for the note and the public link. The access date on each row is the day the brief was checked.
- S1 Google Search Central: AI features and your website. https://developers.google.com/search/docs/appearance/ai-features Accessed 2 November 2026. No extra technical requirements or special schema for AI Overviews or AI Mode. Query fan-out. No need for AI text files.
- S2 Google: Guide to optimizing for generative AI features on Google Search. https://developers.google.com/search/docs/fundamentals/ai-optimization-guide Accessed 2 November 2026. A site must be indexed, snippet-eligible, and included via the Search generative AI control.
- S3 Pew Research Center: Do people click on links in Google AI summaries? (22 Jul 2025). https://www.pewresearch.org/short-reads/2025/07/22/google-users-are-less-likely-to-click-on-links-when-an-ai-summary-appears-in-the-results/ Accessed 2 November 2026. 900 US adults, March 2025 browsing: 8% versus 15% click rate, 1% of visits clicked a link inside the AI summary, 26% versus 16% ended the session. Observational, US only.
- S4 Ahrefs: Update: AI Overviews Reduce Clicks by 58% (4 Feb 2026). https://ahrefs.com/blog/ai-overviews-reduce-clicks-update/ Accessed 2 November 2026. 300,000 keywords, desktop Search Console data. Modelled about 58% lower position-1 click-through rate (December 2025). An earlier 2025 study reported 34.5% lower.
- S5 Google blog: AI Mode in Google Search, updates from I/O 2025. https://blog.google/products-and-platforms/products/search/google-search-ai-mode-update/ Accessed 2 November 2026. Google-reported: AI Overviews had more than 1.5 billion monthly users across 200+ countries and territories. AI Mode was rolling out to all US users.
- S6 Gartner press release (19 Feb 2024): search engine volume forecast. https://www.gartner.com/en/newsroom/press-releases/2024-02-19-gartner-predicts-search-engine-volume-will-drop-25-percent-by-2026-due-to-ai-chatbots-and-other-virtual-agents Accessed 2 November 2026. Forecast only: traditional search engine volume would drop 25% by 2026. The page returned 403 to a direct fetch. The text was confirmed via the search index and press coverage.
- S7 Aggarwal et al.: GEO: Generative Engine Optimization (arXiv 2311.09735). https://arxiv.org/abs/2311.09735 Accessed 2 November 2026. Introduces GEO and GEO-bench. Reports that content changes can boost visibility by up to 40% on that benchmark. Effects vary by domain.
- S8 ACM Digital Library: GEO, KDD 2024. https://dl.acm.org/doi/10.1145/3637528.3671900 Accessed 2 November 2026. Peer-reviewed publication record, published 24 Aug 2024.
- S9 Chen et al.: Generative Engine Optimization: How to Dominate AI Search (arXiv 2509.08919). https://arxiv.org/abs/2509.08919 Accessed 2 November 2026. Preprint. AI search engines favor earned third-party sources over brand-owned and social content, and differ in freshness and phrasing sensitivity.
- S10 Search Console Help: Search generative AI control. https://support.google.com/webmasters/answer/16908024?hl=en Accessed 2 November 2026. Rolled out worldwide as of 31 Aug 2026. Include or exclude a site from AI Overviews, AI Mode, and Discover generative features.
- S11 Search Console Help: Generative AI performance report. https://support.google.com/webmasters/answer/16984139?hl=en Accessed 2 November 2026. Rolled out worldwide as of 31 Aug 2026. Impressions by page, country, and device.
- S12 llms.txt proposal (llmstxt.org and Answer.AI, 3 Sep 2024). https://llmstxt.org/ https://www.answer.ai/posts/2024-09-03-llmstxt Accessed 2 November 2026. Community proposal by Jeremy Howard. Not a standard.
- S13 OpenAI: Overview of OpenAI crawlers. https://platform.openai.com/docs/bots Accessed 2 November 2026. Documents GPTBot, OAI-SearchBot, and ChatGPT-User.
- S14 Perplexity: Perplexity crawlers. https://docs.perplexity.ai/guides/bots Accessed 2 November 2026. PerplexityBot documentation.
- S15 ASIC 25-250MR: Updated ASIC guidance (29 Oct 2025). https://www.asic.gov.au/about-asic/news-centre/find-a-media-release/2025-releases/25-250mr-updated-asic-guidance-supports-digital-asset-innovation-and-boosts-investor-protection Accessed 2 November 2026. INFO 225 reissued. ASIC says many widely traded digital assets are financial products, including stablecoins, wrapped tokens, tokenised securities, and wallets.
- S16 ASIC class no-action letter for digital asset businesses (29 Oct 2025). https://download.asic.gov.au/media/3q3jwena/asic-class-no-action-letter-for-digital-asset-businesses-published-29-october-2025.pdf Accessed 2 November 2026. Covered firms that lodged an AFSL application by 30 June 2026, for a service provided on or before 31 December 2025. Excludes crypto lending and earn products and most derivatives.
- S17 Parliament of Australia: Corporations Amendment (Digital Assets Framework) Bill 2025. https://www.aph.gov.au/Parliamentary_Business/Bills_Legislation/Bills_Search_Results/Result?bId=r7411 https://www.legislation.gov.au/C2026A00038/asmade Accessed 2 November 2026. Became Act No. 38 of 2026.
- S18 Telegram: Bot Payments API for digital goods (Stars). https://core.telegram.org/bots/payments-stars Accessed 2 November 2026. Digital goods in bots and mini apps must be sold in Stars (XTR). Answer pre-checkout within 10 seconds. Store telegram_payment_charge_id. Users buy Stars via Apple or Google in-app purchase or @PremiumBot.
- S19 Telegram API: Stars, including referral programs. https://core.telegram.org/api/stars Accessed 2 November 2026. Developers can open affiliate programs for mini apps and pay commissions on referred purchases.
- S19b Telegram blog: Telegram Stars. https://telegram.org/blog/Telegram-Stars Accessed 2 November 2026. Stars via Apple or Google in-app purchase or PremiumBot. Telegram said developers would withdraw Stars as Toncoin via Fragment.
- S20 Luminara Suite home. https://www.luminarasuite.com/ Accessed 2 November 2026. Independent real estate agencies in Australia, Oceania, and South-East Asia. Measured, Estimated, or Not measured. No blended score.
- S21 Luminara Suite llms.txt. https://www.luminarasuite.com/llms.txt Accessed 2 November 2026. Plan details, Stars prices, MCP caps, Mini App link, and comparison pages.
- S22 Luminara Suite: What is AEO. https://www.luminarasuite.com/docs/what-is-aeo.html Accessed 2 November 2026. AEO definition, crawler readiness rows, honesty glossary, and robots policy for share pages.
- S23 Luminara Suite Telegram Mini App. https://t.me/LuminaraSuiteBot/app Accessed 2 November 2026. Mini App entry. Bot @LuminaraSuiteBot.
- S24 Google Play listing: Luminara Suite (com.luminarasuite.app). https://play.google.com/store/apps/details?id=com.luminarasuite.app Accessed 2 November 2026. Companion features, a 10-bot governance matrix, BYOK with Android Keystore AES-256-GCM, and 3 hosted checks per UTC day when signed in. The app does not sell passes.
- S25 Luminara Suite FAQ and Methodology. https://www.luminarasuite.com/faq https://www.luminarasuite.com/methodology Accessed 2 November 2026. Free check versus full audit, label definitions, and WordPress, Webflow, or GitHub fixes.
- S26 Luminara Suite: Why Luminara. https://www.luminarasuite.com/why Accessed 2 November 2026. Schema fixes, Enquiry Desk with Australian statutory guardrails, and a free account with 3 checks a day.
- S27 Luminara Suite Terms of Service (updated 23 Oct 2026). https://www.luminarasuite.com/terms Accessed 2 November 2026. Stripe 30-day AUD passes. Mini App takes Stars only. Labs features are simulated. Code under AGPL-3.0. Australian Consumer Law. Operator line names the company, ABN, and founding year.
- S28 Luminara Suite sample report. https://www.luminarasuite.com/sample-report Accessed 2 November 2026. The sample report is illustrative, not a measurement.
- S29 Luminara Suite source repository. https://github.com/LuminaraDigital/Luminara-Search-Oracle-Agent Accessed 2 November 2026. Public repository linked from llms.txt. Trademarks reserved.
- S30 Google: common crawlers. https://developers.google.com/search/docs/crawling-indexing/google-common-crawlers Accessed 2 November 2026. Includes the Google-Extended token documentation.
- S31 Semrush: AI Visibility Toolkit pricing. https://www.semrush.com/pricing/ai/ Accessed 2 November 2026. US$99 per month per domain, billed annually. 25 tracked prompts. ChatGPT, Google AI, Gemini, and Perplexity.
- S32 Peec AI pricing. https://peec.ai/pricing Accessed 2 November 2026. Starter US$95 per month, 50 prompts, 3 models, daily tracking.
- S33 Profound pricing. https://www.tryprofound.com/pricing Accessed 2 November 2026. Free trial of 50 prompts daily for 7 days. Enterprise is custom, up to 9 answer engines, with SSO, SAML, and SOC 2.
- S34 Ahrefs Brand Radar. https://ahrefs.com/brand-radar Accessed 2 November 2026. Product page. Price was not confirmed on the vendor page.
- S35 Secondary AI visibility market map (unverified). https://areyoufoundbyai.com/research/ai-visibility-market-2026 Accessed 2 November 2026. Secondary source. Cites Otterly at US$29 per month. The Otterly pricing page returned an error on access.
- S36 Fragment Terms of Service. https://fragment.com/terms Accessed 2 November 2026. Rewards issued by default as Grams ($GRAM) to a connected TON wallet. Withdrawals are irreversible on the TON ledger.
- S37 Play Console Help: billing choice program. https://support.google.com/googleplay/android-developer/answer/17161464?hl=en Accessed 2 November 2026. Australia availability from 30 Sep 2026. Example service fees include 10% on the first US$1M of annual earnings, and 20% standard for one-off purchases by new installs via external links.
- S38 Luminara Suite Privacy Policy. https://www.luminarasuite.com/privacy Accessed 2 November 2026. Names Cloudflare hosting, D1, KV, request logs, and D1 Time Travel 30-day restore. Also Firebase, Telegram, Stripe, and model or search providers: Groq, NVIDIA, Google Gemini, OpenRouter, Ollama, Tavily, Exa, Firecrawl. The Open Network and Toncenter receive a payment check only when a user pays on that network. APP 8.
- S39 Telegram: Blockchain Guidelines. https://core.telegram.org/bots/blockchain-guidelines Accessed 2 November 2026. Mini apps that use a blockchain must use TON exclusively for tokens or blockchain assets, connect wallets only through TON Connect, and not promote non-TON wallets or tokens. Assets issued on or after 21 January 2025 must comply. Plain bots without a Mini App are exempt.
- S40 ASIC: Regulatory developments timetable. https://www.asic.gov.au/regulatory-resources/find-a-document/regulatory-document-updates/regulatory-developments-timetable Accessed 2 November 2026. The digital assets framework received Royal Assent on 8 April 2026. ASIC expects the regime to commence 9 April 2027.
- S41 Cloudflare Workers documentation. https://developers.cloudflare.com/workers/ Accessed 2 November 2026. Edge compute reference for the Workers platform.
- S42 Cloudflare D1 documentation. https://developers.cloudflare.com/d1/ Accessed 2 November 2026. Serverless SQLite reference for D1.
- S44 Telegram Mini Apps documentation. https://core.telegram.org/bots/webapps Accessed 2 November 2026. Mini App platform and initData validation.
- S46 OAIC: Australian Privacy Principles. https://www.oaic.gov.au/privacy/australian-privacy-principles Accessed 2 November 2026. APP 8 covers cross-border disclosure of personal information.
- S47 TON documentation. https://docs.ton.org/ Accessed 2 November 2026. The Open Network and TON Connect reference.