GoGuides Roadmap & Progress

GoGuides has moved beyond a traditional search project. Today it operates an independent web-intelligence index and crawler, public domain records, provenance history, AI Rank, Web State V3, Change Intelligence, Verified Text, AI Bot Radar, machine-readable interfaces, and a paid Live Index inclusion layer for approved domains.

✅ Done ☑ In progress ☐ Planned High-level only

What this roadmap shows

This page is a public, high-level view of the GoGuides system as it stands today and where it is heading next. It avoids sensitive infrastructure details, but it does show the major public pieces now running.

Current direction GoGuides is being built as independent machine-readable web intelligence and provenance infrastructure for the open web: crawling, AI Rank, persistent domain identity, historical state, Web State V3, AI Bot Radar, verification context, provenance, Verified Text, change intelligence, and public machine interfaces that outside systems can inspect directly.

What’s running live right now

Quick links
AI visibility checker · ChatGPT visibility checker · AI bot activity checker · public AI Bot Radar · crawler transparency page · evaluate JSON · Web State V3 JSON · Change Intelligence V1 JSON · signal.json · AI Discovery Feed · Machine-Readable Integration Guide · Machine Discovery JSON · OpenAPI 3.1 Contract · Web State V3 Semantics · Britannica Verified Text Library · example trust profile · example trust history · verify · Verified Text Search · AI Marketing Skills Assessment · Submit to the Live Index — $69.95 · live broadcast

Roadmap checklist

Core search platform

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Independent search index online — GoGuides has its own crawl, index, and search pipeline serving real results outside the major ad-driven search platforms.
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AI quality scoring is active — crawled pages receive a 0–100 AI Rank that helps separate stronger, cleaner, more useful pages from low-quality or noisy results.
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Search results combine relevance and trust signals — GoGuides is not only matching keywords; it is building toward results that consider quality, freshness, trust state, and observed domain behavior.
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Site operator and safety filters are improving — special search paths and aggressive filtering help keep harmful, irrelevant, or low-value results from leaking into user-facing search.
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Crawler robots.txt compliance is active — GoGuides now checks publisher crawl rules before fetching pages, and robots-disallowed URLs are not fetched, scored, or saved by the crawler.
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GoGuidesCrawler transparency is live — the crawler user-agent points to /crawler, giving site owners a clear explanation page, robots.txt guidance, domain lookup path, and Live Index submission path.
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Smarter title and description extraction is live — the crawler now uses cleaner title fallbacks and rejects weak, spammy, or keyword-stuffed meta descriptions before storing search-facing text.
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Front-door quality demotion is active — parked domains, domain-for-sale pages, recovered demo sites, stale make-money pages, and group-link farms are now capped below the public listing threshold before they can receive positive search visibility.
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Known low-quality site results are no longer presented as clean listings — site-specific searches now respect the public AI Rank floor and explain when a known domain has no eligible clean public listing.
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Quality cleanup continues — ongoing tuning removes irrelevant entries, oversized titles, bad suggestions, encoding artifacts, and other search-result noise as the index grows.
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Discovery, freshness, and recrawl logic are evolving — broad discovery refill is currently being tightened while GoGuides improves queue controls, refresh behavior, robots compliance, provenance capture, resource limits, and smarter recrawling so crawl capacity is not overwhelmed by low-value refill work.
☐
Broader language and source expansion — future growth can widen observation coverage after ranking controls, spam suppression, provenance safeguards, and queue controls remain stable. Live Index eligibility remains primarily English-language under the current policy.
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Deeper search personalization controls — future user settings may allow safer preferences around thumbnails, result layout, safe search behavior, and domain-level trust display.

Signals & learning loop

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Search impressions and user-facing signals are being captured — GoGuides records what is shown, saved, reported, clicked, or revisited so future ranking can be informed by real-world behavior instead of static assumptions.
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Public signal feed is live — stronger domains can appear in a live machine-readable feed that exposes selected trust signals to humans, bots, and future AI-facing consumers.
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Public AI Bot Radar is live — anyone can check whether qualifying AI and search activity has recently been observed for a domain, while detailed identities, timelines, request counts, endpoint activity, and return patterns remain part of the activated experience.
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Detailed AI Bot Radar is live in the user panel — included domains can receive deeper daily and historical views of identified systems, request counts, endpoints, timing, return patterns, and monitoring history.
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Bot activity is tied to GoGuides trust surfaces — qualifying activity can be connected with Trust Records, profiles, history, verification, machine-readable signals, favicons, and other supported public endpoints without claiming access to a website owner’s private server logs.
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Trust timeline signals are visible — reports can show first seen, last observed, observation count, days observed, trust record age, stability window, current trust state since, and rank/algo state changes.
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Verification fingerprints are live — GoGuides can expose SHA-256 trust-state fingerprints so public trust records become more machine-readable and easier to compare over time.
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Domain-level aggregation continues — page-level signals, rank data, crawl freshness, verification state, and bot activity are being shaped into clearer domain-level trust records.
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Signal quality controls are tightening — GoGuides is keeping signal broadcast conservative so public feeds remain meaningful instead of becoming another noisy directory.
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Abuse-resistant learning layer — future ranking feedback will need rate limits, anomaly checks, and manipulation resistance before broader automated tuning is trusted.
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Safe auto-tuning — long-term, GoGuides may tune search weights from real signals, but only after guardrails, review paths, and rollback controls are proven.

Webmaster & SEO experience

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Live Index submission pipeline is live — GoGuides evaluates eligibility before payment, and approved domains may complete the $69.95 one-time submission for Live Index and machine-readable trust-feed inclusion.
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Paid inclusion does not buy crawl priority — the $69.95 submission fee buys approved Live Index inclusion and associated services; it does not buy a higher AI Rank, better grade, favorable evaluation, ranking, policy outcome, or crawl priority.
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The AI visibility utility network is live — GoGuides now answers high-intent webmaster questions about AI crawler visits, ChatGPT visibility, possible AI use, robots.txt, crawler observation, and recent activity through the public AI Bot Radar.
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Tool-backed reports are live — those pages let a site owner enter a domain and inspect available GoGuides observations, provenance, verification context, machine-readable state, and supported automated-request evidence.
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Observation and ownership states are separated — reports distinguish independently observed web state from owner-connected or ownership-verified status, and absence of a GoGuides record is not presented as proof that a domain is untrusted.
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Observation, verification, and Live Index states are separated — GoGuides distinguishes independently observed domains, ownership context, and approved paid Live Index inclusion rather than treating them as the same state.
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Verified trust button system is live — domain owners can expose a public trust button tied to their GoGuides Trust Profile and public history record.
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Public-to-detailed Bot Radar path is live — visitors can begin with a public lookup, inspect available domain and history records, and eligible included domains can access identified systems, detailed counts, endpoints, timelines, and return patterns.
☑
User panel and Live Index flow continue improving — public lookup, account claim, ownership verification, approved Live Index inclusion, lifetime Trust Signal, the included first year of Live Bot Radar, and optional Radar renewal are being shaped into one clearer webmaster path.
☑
Live Index service layer is expanding — approved included domains can receive services such as verification context, Trust Signal, Bot Radar, topics, descriptions, and richer owner-facing records without altering independent AI Rank or evaluation outcomes.
✅
Live Index pricing model is defined — approved domains pay a $69.95 one-time submission fee for Live Index and machine-readable trust-feed inclusion. The current submission includes lifetime Trust Signal activation and the first year of Live Bot Radar; continued Radar after the included year is optional and currently $69.95 per year per domain. Payment does not change AI Rank or evaluation outcomes.
✅
Primary Topic selection is live — activated domains can declare one high-level topic that helps organize public trust metadata and future machine-readable trust outputs.
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Site Keywords selection is live — activated domains can choose up to three crawler-detected keywords without free-form keyword stuffing or paid-link confusion.
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Public inclusion wording is being standardized — public pages are being aligned around eligibility first, approved Live Index inclusion, independent AI Rank, lifetime Trust Signal under the current submission, and optional Live Bot Radar renewal.
☐
Full webmaster controls and API access — future account tools will provide deeper control over verification, signals, monitoring, trust visibility, and developer-facing access.

Favicon trust signal system

✅
Deterministic favicon signal is live — GoGuides generates repeatable trust-linked favicon previews tied to measured domain state, AI Rank, crawl timing, and canonicalized domain signals.
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Public trust surfaces are connected — favicon trust signals now connect with Trust Profiles, Trust Records, verification history, and public domain history pages.
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Verified trust button system is live — site owners can display compact GoGuides trust buttons that point users and machines back to public trust records.
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Visual trust state is tied to measured history — favicon state now sits alongside rank, grade, crawl freshness, verification fingerprints, and observed trust changes over time.
☑
1:1 favicon consistency work continues — GoGuides is moving toward exact consistency between generated favicon states across favicon endpoints, search results, trust profiles, and public embeds.
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Machine-readable favicon identity is evolving — future favicon work may include stronger seed consistency, hidden verification cues, tamper-resistant markers, and compact visual proof signals.
☐
Trusted favicon network interactions — longer-term work may allow trusted sites to recognize related trust signals through lightweight client-side code without constant server callbacks.
☐
Expanded public trust badge system — the favicon, trust button, and public history record will continue evolving into a stronger website identity and trust layer.

Trust layer & provenance

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Public Trust Record is live — observed domains can expose a public measurement record showing rank, grade, crawl timing, verification state, timeline data, and trust-history context.
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Public Trust Profile is live — domains can expose a human-readable and machine-readable profile showing observed state, activation status, trust signals, and public verification context.
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Evaluate endpoint is machine-readable — GoGuides can return structured JSON for domain trust checks, including trust ID, source type, observed state, public eligibility, activity signals, freshness, related URLs, and verification status.
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Web State V3 endpoint is live — /state/{domain} provides a JSON-first current-state record built from stored GoGuides observations, including text similarity, structured-data state, response-header fingerprints, content size, internal and external link counts, outbound-link fingerprints, AI policy state, and observation metadata.
✅
Evaluate now discovers Web State — machine-readable evaluation records expose state_url, creating a deliberate path from GoGuides trust and eligibility decisions into deeper current website-state intelligence.
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Web State activity is integrated with AI Bot Radar — requests to the State endpoint are recorded as a first-class machine surface alongside other GoGuides trust and intelligence endpoints, supporting lifetime and rolling activity observation.
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Trust timeline and fingerprinting are live — first seen, last observed, observation count, days observed, stability window, state changes, and SHA-256 verification fingerprints help turn trust into measurable public state.
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Domain Provenance Records are live — GoGuides history pages preserve independently observed website states over time, including requested and final URLs, HTTP response state, redirects, canonical identity, content fingerprints, robots.txt evidence, DNS and nameserver observations, HTTPS/TLS certificate identity, and observation history.
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Historical website-state change detection is live — changed public states can create new provenance records while repeated unchanged observations strengthen the historical record, making meaningful changes to content, canonical identity, network state, TLS information, robots behavior, and related public evidence easier to identify over time.
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Domain provenance is machine-readable — structured provenance observations can be exposed alongside public trust information so developers and automated systems can inspect historical website state and supporting evidence without relying only on a rendered webpage.
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Public signal feed is live — stronger domains that meet trust thresholds can be broadcast as a machine-readable signal for humans, bots, and future AI-facing consumers.
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Public AI Discovery Feed is live — AI Discovery Feed gives AI systems, crawlers, search engines, developers, and automated agents a plain-HTML discovery path into gate-approved Trust Records, Trust Profiles, history pages, and evaluation JSON.
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Machine-readable integration documentation is live — the Machine-Readable Integration Guide demonstrates endpoint discovery, domain trust inspection, Verified Text retrieval, canonical record use, and independent SHA-256 verification without implying endorsement by outside AI or search companies.
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Canonical OpenAPI 3.1 machine contract is live — /docs/openapi.yaml formally documents the public Evaluate, Web State, Change Intelligence, Signal, and Verified Text JSON interfaces so developers and automated systems do not have to infer endpoint behavior from examples alone.
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Web State V3 has canonical machine-readable semantics — /docs/web-state.json defines the nine Web State fields, AI-policy and schema-type bitmasks, decoded companions, omission semantics, zero-value semantics, unknown-bit handling, and forward-compatibility rules.
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Machine discovery now links directly into the formal contracts — /machine-use.json advertises both the OpenAPI definition and Web State semantics, establishing a deterministic machine path from service discovery to endpoint contract to field interpretation.
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Machine contract consistency validation is operational — the integration layer has been tested end-to-end across machine-use discovery, OpenAPI paths, live API versions, Evaluate-to-State linkage, Web State semantics, independent bitmask decoding, and Verified Text SHA-256 integrity.
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AI-friendly public Data License is live — GoGuides explicitly permits crawling, indexing, AI retrieval/RAG, embeddings, model training and fine-tuning, citation, attribution, and commercial AI use of its public trust data while reserving protection against cloning the GoGuides Trust Layer as a competing service.
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Machine-readable license metadata is live — supported public machine endpoints expose the GoGuides Data License and license version so automated systems can determine permitted use without having to infer licensing from surrounding page text.
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GoGuides Trust IDs are in use — domains can be represented by stable GoGuides trust identifiers, helping public trust records remain consistent across profiles, history pages, feeds, and evaluation endpoints.
☑
Persistent machine-readable identity direction is defined — GoGuides is being shaped as a deterministic public trust layer with stable domain identity, historical state, monotonic record evolution, fingerprints, revocation controls, and machine-readable verification that outside systems can query and compare.
✅
Detailed machine-use clearance is live — GoGuides evaluates whether a domain may be read, summarized, cited, recommended, used for transactions, or used for sensitive advice, with explicit decision basis and limits published in the domain evaluation record.
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Evaluate carries the fuller machine-use record — evaluate.php publishes the detailed machine-use decision, supporting basis, limits, trust context, policy review, and provenance evidence, while signal.json remains the lighter discovery and broadcast layer.
☐
Signal feed refinement will keep broadcast output lightweight — signal.json should remain a compact discovery signal containing enough trust and machine-use context to identify worthwhile records, while detailed reasoning, provenance, policy review, historical evidence, and machine-use limits remain in evaluate.php.
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Shared decision enforcement is expanding — GoGuides is aligning crawler, search, evaluate, trust profiles, badges, signal feeds, and promotion systems so blocked or locked domains cannot receive positive trust exposure.
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Trusted data layer groundwork continues — hashing, source classification, provenance checks, and authoritative reference-data verification remain part of the long-term trust-layer plan.
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Change Intelligence V1 is live — /changes/{domain} compares consecutive Web State V3 observations of the same requested URL and returns machine-readable change classifications including content_changed, structured_data_changed, outbound_links_changed, ai_policy_changed, http_status_changed, refresh_recommended, and refresh_reason. It operates from stored GoGuides observations and does not trigger a new crawl.
☐
Global change feeds, bulk intelligence, and higher-capacity historical access — Change Intelligence V1 now provides per-domain historical comparisons. Future machine access can extend this into cross-domain change-event feeds, bulk checks, guaranteed freshness, private watchlists, exports, and higher-capacity integrations while keeping useful public machine intelligence broadly accessible.
☐
Private proof-of-existence research — GoGuides is exploring methods that could allow a person to prove that exact private data existed within a historical time window without publishing the underlying data. Research is focused on independently verifiable chronology, irreversible proof creation, and resistance to later backdating.

Verified Knowledge & Trusted Data Layer

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Verified Text Search is live — GoGuides now has a dedicated Verified Text Search page for hash-verified source records, topic lookup, direct chunk lookup, and JSON access for AI systems, RAG pipelines, crawlers, and developers.
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Britannica Verified Text Library is live — the crawlable Britannica Verified Text Library currently exposes 14,993 substantial public-domain records across 150 paginated library pages, with source metadata, canonical record URLs, and SHA-256 integrity verification.
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Example verified record: 1911 Britannica gravity chunk — source: Encyclopaedia Britannica (1911), chunk ID: 1911:gravity:0001, SHA-256: 44295a1ecb5f31a5801ebcfac933b8b082c7828ee073c07a9fad47bba7e51558.
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Exact verified text can be locked to a hash — the gravity example verifies the text: “gravity is a natural phenomenon by which all things with mass are brought toward one another.”
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Verified-text bot search is live — verified-text.php can return source-attributed topic previews as JSON, with canonical full-record URLs for deeper inspection.
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Substantial verified-text source collections are live — Open English WordNet, Encyclopaedia Britannica 1911, and Encyclopaedia Britannica 1926 records can be searched or browsed with source licensing, attribution, machine-use guidance, canonical record URLs, normalizer metadata, hash-scope metadata, and SHA-256 integrity values.
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Preview-first verified records reduce bot payload size — topic lookups can return bounded previews first, while full_record_url points machines to the canonical full verified text record when needed.
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Hash scope is explicit for verified text — GoGuides distinguishes preview snippets from full normalized text so bots know the SHA-256 integrity check applies to the complete normalized record, not a shortened preview.
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Quote drift and tampering can be detected — if a single character in a verified text chunk changes, its SHA-256 fingerprint changes, making silent edits, corrupted references, or altered quotations easier to catch.
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AI systems can reference fixed source objects — a model, agent, or developer can store a source key, chunk ID, and hash, then later verify that it is still pointing to the same exact text.
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Verified knowledge API direction is underway — the public verified-text endpoint already supports topic and direct chunk JSON lookups, while future API access can expand into provenance records, source types, fingerprints, and bulk trusted-text retrieval.
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Machine trust beyond websites — this expands GoGuides from domain trust into source trust, content trust, and verifiable knowledge objects that AI systems can use directly.

Professional assessment & verifiable credentials

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AI Marketing Skills Assessment is live — the free 100-question assessment covers SEO fundamentals, AI search, AEO, GEO, crawler behavior, structured data, website trust, analytics, measurement, content quality, and technical signals.
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Timed scoring and category feedback are live — participants receive a 45-minute timer, randomized question order, an 80% passing threshold, category-level results, and explanations for missed answers.
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Privacy-first result handling is active — attempts are not added to the public certificate registry unless the participant passes and voluntarily requests a certificate.
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Free certificate issuance is live — passing participants can request a GoGuides AI Marketing Skills Certificate without registration or payment.
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Unique certificate IDs are live — each issued credential receives a structured GoGuides certificate ID tied to the assessment type, issue year, and a unique record identifier.
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Public certificate verification is live — each issued credential receives a permanent public record showing the participant, score, issue date, certificate status, and certificate ID.
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Certificate lookup is live — visitors can enter a certificate ID directly on the assessment page to open its public verification record.
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Downloadable social certificate cards are live — valid credentials receive a database-generated 1200×630 share image with participant name, score, certificate ID, issue date, GoGuides branding, and QR verification.
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Printable certificate pages are live — certificate holders can open a formatted landscape certificate and use their browser to print it or save it as a PDF.
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QR-based verification is live — certificate cards connect viewers directly to the permanent public verification record through a scannable QR code.
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Certificate status and revocation support are built in — the registry stores valid, revoked, and related certificate-state information so invalid credentials can be rejected by the public verification page.
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Assessment discovery is integrated — the test, certificate lookup, verification records, share cards, and printable certificates are connected through GoGuides Navigation and the public assessment experience.
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The credential framework can expand — the assessment-specific ID structure and public verification registry provide a foundation for future GoGuides credentials covering other search, trust, crawler, and machine-readable web disciplines.

Everyday search features

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Modern search UI is live — GoGuides search results are mobile-friendly and built around quality, clarity, trust profile links, history links, AI Rank, and grade display.
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Site search operator is supported — dedicated handling for domain-specific searches helps users check whether a site is represented in the GoGuides index.
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Aggressive safety filtering is active — adult and gambling suppression rules help keep harmful or unwanted results out of ordinary search paths.
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Quick answers and definitions are improving — GoGuides is cleaning up answer boxes, removing wiki-markup artifacts, and improving reliability for definition-style searches.
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Spelling and suggestion quality is being tuned — suggestions are being improved to avoid bad jumps, unrelated terms, or misleading nearby-word matches.
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Search-result cleanup continues — GoGuides is working through encoding issues, oversized titles, irrelevant music/slop results, and low-value pages that weaken result quality.
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User customization — future settings may include layout preferences, safe-search behavior, saved-result controls, and other opt-in user experience choices.
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Search results thumbnail preference — thumbnails are planned as a user preference with classic/no-thumbnail layout as the default.
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Deeper AI Q&A integration — future work can connect search results, trust profiles, and AI-assisted exploration more tightly.

Trust, integrity & transparency

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Observed and verified states are separated — GoGuides can show that a domain is known or observed without pretending it is verified. Verified status remains a stronger trust state.
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Unverified warnings are explicit — public reports now make it clear when GoGuides can see a domain but cannot confirm ownership or verified trust status.
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Public trust records are transparent — observed domains can expose rank, grade, crawl timing, verification history, trust timeline data, and machine-readable trust context.
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Trust state is machine-readable — profiles, records, feeds, and evaluation endpoints expose structured signals instead of hiding trust behind a black-box score.
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Signal broadcasting is conservative — public feed visibility is intentionally limited to stronger trust states so the feed remains meaningful and does not become another noisy directory.
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User-first ranking direction is protected — GoGuides is designed around quality and trust signals, not selling search placement or letting paid listings override neutral results.
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Policy guardrails are expanding — spam controls, harmful-category suppression, public/private state separation, and rate-limit protections continue to harden the trust layer.
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Verification and provenance alignment continues — trust profiles, history records, favicon signals, signal feeds, and future APIs are being aligned into one consistent public trust model.
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Answer-box source layer is being assembled — GoGuides is preparing trusted reference sources such as Webster’s 1913, Britannica 1911, Britannica 1926, and Open English WordNet to support source-backed answers and future AI-facing direct-answer APIs.
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Expanded public trust API — future work will expose deeper verification, provenance, historical trust, source-type, and bulk-check data to developers and commercial users.
✅ Completed
Already running live on GoGuides today.
☑ In progress
Internal work has started; still being refined.
☐ Planned
Next steps we intend to build, after prerequisites are stable.
High-level only
No sensitive infrastructure details are published here.