Advanced WordPress Review Integrity and Trust Intelligence
Turn Genuine Reviews Into a Transparent Trust Profile
Auto Figure Jin Pro extends author-controlled website reviews with advanced integrity records, risk intelligence, Trust Dashboard analytics, public Trust Profiles, source-aware presentation, exports and developer-ready integrations.
Reviewer ratings remain reviewer-controlled. Business replies remain separate. Every source remains clearly labelled.
Table of Contents
- What is Auto Figure Jin Pro?
- Trust rules that remain protected
- Core Pro feature pillars
- Advanced Integrity Engine
- Exceptional quarantine and compliance controls
- Organic Trust Dashboard
- Trust Profile and crawler-readable publishing
- Multi-source reviews and Google Business direction
- Analytics, reports and exports
- Business and team replies
- Pro shortcodes and Gutenberg blocks
- REST API and developer integrations
- Security, privacy and performance
- Auto Figure Jin Free vs Pro
- Plans and pricing
- Installation and upgrade path
- Product roadmap and feature availability
- SEO, GEO and rich-result boundaries
- Frequently asked questions
What is Auto Figure Jin Pro?

Auto Figure Jin Pro is an advanced WordPress trust platform built on the author-controlled review foundation introduced by Auto Figure Jin Free. It helps businesses collect first-party website reviews, preserve review integrity, respond without changing reviewer content, analyse trust patterns and publish a transparent Trust Profile that people and compatible crawlers can read.
The Pro edition is designed for websites that need more than a basic review form and list. It adds deeper integrity records, risk scoring, append-only events, review analytics, source-aware displays, reporting, exports, premium controls and an architecture for authorized external-source connections.
Auto Figure Jin Pro does not turn reviewer ratings into administrator-controlled marketing values. It keeps first-party website reviews, business replies and authorized external review sources distinct. The purpose is to strengthen transparency and operational insight without pretending that separate review systems are one official rating.
Trust rules that remain protected
Premium capability does not remove the integrity rules established by the Free edition. Auto Figure Jin Pro is designed to extend those rules with stronger records and auditability.
- A legitimate accepted review retains its original reviewer, rating, text, submission time and integrity reference.
- Administrators cannot silently rewrite a legitimate review or routinely remove negative feedback through normal plugin controls.
- A one-star review receives the same integrity treatment as a five-star review.
- Official business and team replies are stored separately from reviewer content.
- Reviewer corrections are represented through controlled update or version events rather than hidden administrative rewriting.
- Spam, unsafe content and exceptional legal or privacy cases use separate workflows with reasons and audit events.
- Website reviews and authorized external-source reviews remain visibly labelled by source.
The core principle: businesses may understand, answer and responsibly manage trust signals without silently changing the customer’s original voice.
Core Pro feature pillars
Integrity Intelligence
Integrity hashes, append-only events, risk signals, duplicate-language checks, reviewer limits and transparent exceptional actions.
Trust Dashboard
Rating distribution, review velocity, sentiment groups, response behaviour, spam rates, filters, reports and exports.
Trust Publishing
Server-rendered Trust Profiles, badges, source breakdowns, recent reviews, official replies and privacy-aware public representations.
Source-Aware Architecture
Clear Website Review and authorized external-source labels, cached sync models, connection diagnostics and future source adapters.
Developer Tools
REST representations, actions, filters, integration hooks, permission controls and a modular architecture for future extensions.
Premium Operations
Freemius licensing, plan-aware feature gates, diagnostics, migrations, cache tools, integrity verification, news and premium support.
Advanced Integrity Engine
The Advanced Integrity Engine gives each accepted review a stronger evidence trail. The original review payload can include the reviewer reference, selected rating, submitted text, source, entity or page reference, submission time and an integrity hash. State changes are recorded as events instead of silently replacing history.
- Append-only review events: submission, acceptance, correction, spam decision, reply and exceptional action history.
- Risk scoring: configurable signals based on submission rate, duplicate language, account age, repeated behaviour and other permitted heuristics.
- Contact and PII detection: checks for email addresses, phone-like details and other restricted contact patterns before publication.
- URL and domain policy: identifies link-based promotion and suspicious domain references.
- Duplicate-language analysis: helps identify repeated or coordinated text patterns.
- Limits and cooldowns: per-user and per-entity controls reduce rapid or repeated abuse.
- Verified-service hooks: a verification label is used only when supplied by a real authorized purchase or service integration; it is never falsely inferred.
Risk signals support review decisions; they do not automatically prove that a person or review is fraudulent. Auto Figure Jin Pro keeps reasons visible to authorized administrators and supports correction workflows rather than treating every flag as a final judgment.
Exceptional quarantine and compliance controls
Tamper resistance must not prevent a website from responding to genuine legal, safety or privacy obligations. Auto Figure Jin Pro separates exceptional actions from ordinary moderation so they cannot become a convenient “remove negative review” button.
- Supported exceptional reasons may include exposed personal data, unlawful content, security abuse, a legal requirement or clearly misclassified spam.
- Quarantine or redaction requires an authorized capability and a reason code.
- The audit trail records the actor, time and stated reason.
- An internal integrity record may be retained when restricted public content must be removed, subject to applicable privacy and legal requirements.
- An optional public transparency marker can explain that content was restricted for a policy or legal reason without exposing private details.
Organic Trust Dashboard
The Organic Trust Dashboard turns individual review events into practical business insight while keeping the underlying sources visible.
- Website-review average rating and total count.
- Star distribution from one to five.
- Review velocity by day, week or month.
- Positive, neutral and negative distribution.
- Business response rate and median response time.
- Held or rejected rate with reason categories.
- Date-range, status, entity and source filters.
- Side-by-side source cards when an authorized external connection is active.
- CSV export and report-ready output.
A combined Trust Overview may summarize multiple sources, but it does not hide the method or replace source-specific values. Website-review statistics and authorized external-source statistics remain separately available.
Trust Profile and crawler-readable publishing
The Pro Trust Profile is a dedicated public component for presenting business identity, review provenance, rating statistics, recent reviews and official replies in a consistent format.
- Business or entity name and review context.
- Visible source breakdown and methodology.
- Website-only, authorized external-source-only or combined display modes.
- Rating count, distribution, recent feedback and separately labelled replies.
- Compact Trust Badge and rating-summary components.
- Server-rendered semantic HTML for initial-response readability.
- Pagination or load-more behaviour designed to preserve canonical crawlable content.
- Structured data only when the selected content and current platform policies support valid markup.
- Optional public REST representation with provenance, pagination and privacy controls.
The Trust Profile helps publish genuine trust information clearly. It is not a guarantee that a search engine or AI platform will crawl, index, rank, cite or display the content.
Multi-source reviews and Google Business direction
Auto Figure Jin Pro is designed to present first-party website feedback beside permitted data from authorized external sources. It does not scrape private systems or disguise separate sources as a single official rating.
Google Business Profile module
The Google Business Profile connection is a staged integration. When released and configured, it must use authorized OAuth, current Google API documentation, a permitted business account and an explicitly selected location. Availability depends on Google API access, terms, quotas and the installed Auto Figure Jin Pro version.
- Authorized OAuth connection rather than asking ordinary users to paste sensitive credential files.
- Business and location selection after authorization.
- Permitted review and rating retrieval subject to current API terms.
- Cached data with manual refresh and background synchronization.
- Connection health, last-sync, error and quota diagnostics.
- Clear Google Business Profile and Website Review source labels.
- No suggestion that a local edit changes or deletes the original Google review.
- Official responses are sent to Google only if the current API explicitly supports the action and the connected account is authorized.
Availability notice: Google Business functionality is a roadmap module and must not be treated as active until the installed version, authorized Google account and connection screen confirm availability.
Analytics, reports and exports
Pro analytics help teams understand how trust changes over time without turning review management into rating manipulation. Reports can focus on volume, distribution, response behaviour, risk and source provenance.
- Rating trends and star distributions.
- Review volume and velocity over selected periods.
- Positive, neutral and negative groups.
- Response rate and response-time reporting.
- Spam and risk reason summaries.
- Source, date, status and entity filters.
- CSV export for authorized administrators.
- Report-ready summaries that retain source labels and methodology.
Business and team replies
Auto Figure Jin Pro supports a structured response workflow for businesses and authorized team members. Replies are attached to the review but stored as separate records.
- Clearly labelled official replies.
- Reply author and time records.
- Capability-based team access.
- Response-rate and response-time analytics.
- Audit events for reply creation and permitted changes.
- External reply transmission only through a supported, authorized integration.
Pro shortcodes and Gutenberg blocks
Auto Figure Jin Pro uses the long, plugin-specific autofigjin prefix. Gutenberg blocks provide visual equivalents where included by the installed version.
| Shortcode | Purpose | Edition |
|---|---|---|
[autofigjin_reviews] | Combined first-party review form, summary and review list. | Free and Pro |
[autofigjin_review_form] | Registered-user website review form. | Free and Pro |
[autofigjin_review_list] | Published website-review list and summary. | Free and Pro |
[autofigjin_rating_summary] | Compact first-party rating and count. | Free and Pro |
[autofigjin_my_review] | Reviewer-owned editing and correction screen. | Free and Pro |
[autofigjin_trust_profile] | Complete Pro Trust Profile. | Pro |
[autofigjin_multi_reviews] | Source-aware website and authorized external-review presentation. | Pro, when supported connection is active |
[autofigjin_trust_badge] | Compact trust card for selected entity and source mode. | Pro |
Shortcode and block availability may depend on the installed Pro version and active feature module. Source-dependent components do not fabricate external data when no authorized connection exists.
REST API and developer integrations
Auto Figure Jin Pro is designed as a modular platform rather than a closed display widget. Its developer layer supports privacy-aware access to permitted review data and future source adapters.
- Public REST output for permitted review and Trust Profile data.
- Provenance fields that identify website and authorized external sources.
- Pagination and privacy controls.
- Authenticated management endpoints with explicit permission callbacks.
- Actions and filters around validation, acceptance, spam decisions, replies, source sync and trust rendering.
- Integration and webhook architecture for approved future workflows.
- Source-adapter interfaces for later permitted review platforms.
- Version-aware template override strategy.
Security, privacy and performance
- WordPress capability checks for privileged actions.
- Nonce verification for state-changing requests.
- Sanitization, escaping and prepared database queries.
- Privacy-aware reviewer identity handling.
- REST permission callbacks and pagination.
- Rate limits for expensive endpoints and submissions.
- OAuth tokens and secrets excluded from public HTML, logs and public REST output.
- Remote review data cached instead of requested on every public page view.
- Background sync locking and failure diagnostics.
- Premium modules loaded only where required to reduce unnecessary overhead.
- Graceful core behaviour if a licensing or remote source service is temporarily unavailable.
Core customer review data should not become inaccessible solely because a remote license check temporarily fails. External integrations may pause until their connection becomes healthy, while locally stored review records remain protected by the plugin’s data model.
Auto Figure Jin Free vs Pro
| Capability | Auto Figure Jin Free | Auto Figure Jin Pro |
|---|---|---|
| One company review per registered user | Included | Included |
| Reviewer-owned updates and correction | Included | Included with stronger event history |
| Admin cannot silently rewrite legitimate reviews | Included | Included with advanced integrity records |
| Separate official replies | Included | Advanced team and analytics workflow |
| Basic URL, email, phone and language checks | Included | Included |
| Advanced risk scoring and duplicate-language analysis | – | Pro |
| Append-only review event history and integrity tools | – | Pro |
| Exceptional quarantine/redaction reason workflow | Basic spam correction | Advanced audited workflow |
| Trust Dashboard and trend analytics | – | Pro |
| CSV export and report-ready output | – | Pro |
| Dedicated Trust Profile and Trust Badge | – | Pro |
| Source-aware external review presentation | – | Pro roadmap/module dependent |
| Authorized Google Business Profile connection | – | Roadmap; API and authorization dependent |
| REST/developer integrations | – | Pro/module dependent |
| PingBooster product news page | – | Pro |
| Premium support | Community/documentation | Pro |
Auto Figure Jin Free remains an independent plugin for collecting, validating and displaying registered-user website reviews. A Pro purchase is not required for the Free edition’s core operation.
Auto Figure Jin Pro plans and pricing
Choose a license based on the number of websites you manage. Monthly, annual and lifetime billing options are available. All prices are shown in US dollars.
How many websites do you need?
Select your site limit. Freemius will update all three prices automatically.
Flexible access
Monthly
Start Pro with a flexible monthly subscription.
- All available Pro features for the selected site limit
- Advanced integrity, risk and spam controls
- Trust Dashboard, Trust Profile and reporting
- Updates and premium support while subscribed
Billed monthly. Cancel future renewals at any time.
Best value
Annual
Save compared with twelve monthly payments.
- All available Pro features for the selected site limit
- Advanced integrity, analytics and CSV exports
- Trust Profile, badge and source-aware presentation
- One annual payment with updates and premium support
Billed annually. Best recurring-license value.
One-time payment
Lifetime
Pay once for the selected site-license limit.
- All available Pro features for the selected site limit
- Advanced integrity records and Trust Intelligence tools
- Trust Profile, analytics, exports and developer tools
- Lifetime entitlement subject to checkout license terms
One-time payment. Final terms appear at checkout.
Annual effective monthly prices: Single Site $5.99/month, 2 Sites $8.99/month, 4 Sites $13.99/month and 10 Sites $27.99/month when billed annually.
- Monthly: flexible recurring billing.
- Annual: lower effective monthly cost with one annual payment.
- Lifetime: one-time license payment for the selected site limit, subject to the terms displayed during checkout.
Applicable taxes, billing terms, renewal information and the final feature entitlement are displayed by Freemius during checkout. Prices and availability may be updated in the future; the checkout screen is the final purchase record.
Installation and upgrade path
- Back up the WordPress database and files before changing review plugins.
- Download the Auto Figure Jin Pro ZIP from the authorized purchase account.
- Open Plugins → Add New → Upload Plugin.
- Upload and activate Auto Figure Jin Pro.
- The Pro package handles the Free-version conflict while preserving compatible review data.
- Open the License or Account screen and activate the license for the current site.
- Review Trust Profile, integrity, analytics, source and privacy settings before publishing Pro components.
- Connect an external source only through its official authorization screen and only when the installed version supports it.
- Test website reviews, author corrections, official replies, exports and public output using a staging site when possible.
Product roadmap and feature availability
Auto Figure Jin Pro is designed as a staged platform. A feature should be considered available only when it appears in the installed plugin version and is enabled by the active license and required integration.
| Stage | Planned focus |
|---|---|
| Pro 1.0 | Free-core compatibility, advanced integrity and spam controls, Trust Dashboard/Profile foundation, Freemius licensing and PingBooster News. |
| Pro 1.1 | Authorized Google Business connection and synchronization, plus multi-source front-end components. |
| Pro 1.2 | Advanced analytics, exports and verified-service integration hooks. |
| Pro 1.5 | Expanded REST/developer API, source adapters and scalability improvements. |
| Pro 2.0 | Additional approved external review connectors and mature Trust Intelligence workflows. |
The roadmap expresses product direction and is not a promise that every item will ship on a fixed date. API terms, security review, platform approval and real-account testing may change timing or implementation.
SEO, GEO and rich-result boundaries
Auto Figure Jin Pro can make genuine review content public, structured, server-rendered, source-labelled and harder to manipulate through ordinary plugin controls. Those qualities can make review information clearer to visitors, search crawlers and compatible AI systems.
It does not guarantee indexing, search rankings, rich results, Google review stars, Google Maps visibility, AI citations or inclusion in generated answers. Search engines, map services and AI platforms independently control crawling, eligibility, ranking and response generation.
Structured data is generated only when the visible content and current schema policies support it. Source labels and methodology remain visible so a combined trust view does not falsely imply that separate platforms have issued one official score.
Frequently asked questions
Can an administrator change a legitimate reviewer’s star rating?
No. Auto Figure Jin Pro does not treat the reviewer’s selected rating as an administrator-editable marketing value. Authorized businesses respond through separately stored official replies.
Can negative reviews be silently deleted?
Routine deletion of legitimate negative feedback is not provided as a normal moderation workflow. Exceptional privacy, safety or legal actions require a separate reason-based process and audit record.
Does Pro combine website and Google ratings into one official Google score?
No. A combined Trust Overview may summarize available sources, but website and authorized external-source values remain clearly labelled with visible methodology.
Is Google Business Profile connectivity available immediately?
Only if the installed Auto Figure Jin Pro version includes the module, the website has an authorized Google account and location, and the current Google API permits the required access. The connection screen is the source of truth for availability.
Does the Pro plugin require the Free plugin to remain active?
No. Pro extends the same product foundation but is installed as the premium package. It handles the Free-version conflict and should preserve compatible existing review data during the supported upgrade path.
What happens if Freemius is temporarily unavailable?
The licensing layer is designed to fail gracefully. Core locally stored customer review data should not become inaccessible solely because a remote license request temporarily fails, although premium gates or account operations may wait for service recovery.
Does Auto Figure Jin Pro guarantee better Google or AI visibility?
No. It improves the structure, provenance and readability of genuine review content. External search and AI platforms decide whether and how that information is crawled, indexed, ranked, cited or displayed.
Where can I use a lifetime license?
A lifetime license applies to the selected site limit shown at checkout: one site, two sites, four sites or ten sites. The final license terms and activation rules are displayed during purchase.
Build a Trust System, Not Just a Review List
Choose the Auto Figure Jin Pro license that matches your website portfolio and build a clearer, source-aware review experience with stronger integrity and reporting tools.