New: Rankry now speaks MCP

Changelog

What's new and what's improved. Follow our journey as we build the AI visibility platform.

More accurate position and sentiment

Fix

Gap to Leader names your real rival

  • The leader of each category is now always one of your tracked competitors, never a regulator, marketplace or platform that happens to rank above you.
  • When you only tie with competitors, Rankry says no one outranks you instead of claiming you lead every category.
  • Categories where no competitor ranks are marked "No rival" instead of "Leading".

Sentiment counts only models that mention you

  • Sentiment is now the average across AI models that actually mention your brand, so models that stay silent no longer pull the score down.

Metric breakdowns in Rankry Brain

Feature

One click from a number to the reasons behind it

  • "See details" on the Visibility, Position, Sentiment, and Diversity tiles now opens Rankry Brain with a full breakdown of that metric.
  • Each breakdown covers the key figures, the insights behind them, and 30-day trends for Position and Sentiment, drawn in the same competitor colours as the dashboard.
  • Ask a follow-up question and Rankry Brain answers from the breakdown it just showed you.

Switch your Search Console property

IntegrationImprovement

Change the property without reconnecting

  • Pick a different Google Search Console property for a project straight from the integration header, without disconnecting Google.
  • Rankry reloads the Search Performance data for the property you chose, so nothing from the old one lingers.

A clearer onboarding

UX

Every step says what it needs

  • Each onboarding step now tells you what a field expects and what Rankry is doing while your project is set up.
  • Starting a new project from inside the app and signing up for the first time are now separate journeys, each with its own way back.

Insights move into Rankry Brain

Feature

Read your insights as a conversation

  • All report insights now live in Rankry Brain, so you can ask about any of them instead of reading a static list.
  • Rankry Brain stays available in read-only mode after a subscription ends, so your past reports remain explorable.

Meet Rankry Brain

Feature

An AI assistant that knows your project

  • Rankry Brain is a chat assistant built into Rankry. Ask it how your brand shows up in AI answers and it replies from your own data.
  • It reads your visibility, position, sentiment, and competitor reports, plus Search Console, AI Traffic, and PageSpeed when they are connected.

Search Console in one click

IntegrationImprovement

Connect with your Google account

  • Google Search Console now connects with a single sign-in to Google. You no longer need to create your own Google Cloud credentials.
  • The Request Indexing button is gone: Google does not allow it for ordinary pages, so it could never have worked.

AI Traffic by domain

FeatureUI/UX

See where AI visitors land

  • AI Traffic now shows which of your domains and subdomains each AI visit landed on.
  • The page was rebuilt: cleaner tables and widgets, an even layout, and pagination that works on smaller screens.

The Rankry Partner Program

Feature

Earn from every brand you bring in

  • Rankry now has its own partner program, built into the app. Join from the Partner page, get your referral link, and share it.
  • You earn 20% of every payment a referred customer makes, for 24 months from their first payment, not a one-time bounty on signup.
  • Clicks on your link are attributed for 60 days, so a prospect who thinks it over for a month still counts as yours.
  • The Partner page tracks clicks, signups, conversions, and earnings as they happen, with the referral list and payout history in the same view.
  • Add your payout details once and request a payout when your balance passes the minimum.

PageSpeed Insights, connected to your project

IntegrationFeature

Lighthouse audits without leaving Rankry

  • Connect Google PageSpeed Insights from the Integrations page and audit any page on your site from inside the dashboard.
  • Performance, Accessibility, Best Practices, and SEO scores side by side, with the metrics behind them: Largest Contentful Paint, First Contentful Paint, Cumulative Layout Shift, and Total Blocking Time.
  • Open a full report detail view to see which audits failed and what to fix, rather than a score with no explanation.
  • This sits next to your visibility work on purpose. Pages that load slowly or render late are harder for crawlers and AI engines to fetch, so technical health and AI citations are the same conversation.

In your AI client too

  • The MCP server gained PageSpeed tools, so a connected AI client can list your audits, open a report, and run a fresh audit for a URL.

AI Traffic: see the visitors AI actually sends you

Feature

The other half of AI visibility

  • Until now Rankry told you what AI says about your brand. AI Traffic tells you who showed up because of it, in the same dashboard.
  • Add one lightweight script to your site. No tag manager, no Google Analytics channel groups, and no regex to maintain every quarter.
  • Ten AI sources recognized out of the box: ChatGPT, Perplexity, Claude, Gemini, Grok, Microsoft Copilot, Bing Chat, You.com, Phind, and Poe.
  • For Perplexity, Phind, You.com, and Bing Chat the referrer carries the question the visitor asked, so you see the prompt that sent them, not only the platform.

What the dashboard shows

  • Total AI visits and the trend over any window up to 90 days, with a period-over-period comparison.
  • Traffic by platform, so you can see which assistant is actually sending people.
  • Country and language, device split, engagement time, and your top AI landing pages, which is the view that tells you which content is being cited and clicked.
  • One honest limit, stated up front: a visit that arrives with no referrer, such as a link copied out of an answer, carries no evidence of where it came from and cannot be attributed by any analytics tool, ours included. Read AI Traffic as a floor that moves with the real number.

Availability

  • The AI Traffic dashboard is a Pro-plan feature. Base plans see the view with an upgrade prompt in place of data.

Integrations, starting with Google Search Console

IntegrationFeature

A place to connect your other tools

  • Every project now has an Integrations page for connecting external tools and data sources, with connection status visible at a glance.

Google Search Console

  • Connect your verified property and read Search Performance inside Rankry: clicks, impressions, CTR, and average position, broken down by query, page, country, device, and date.
  • URL Inspection tells you whether a page is indexed and retrievable, and which of your submitted sitemaps it was discovered through, which is the fastest way to spot a page that is live but orphaned.
  • Sitemaps: submit a sitemap, watch its processing status, and see discovered pages without switching tabs.
  • The connection runs on your own Google Cloud OAuth client, so access is issued to a Google project you control and disconnecting clears it on our side. A step-by-step guide inside the app walks through the one-time setup.
  • Why this belongs next to AI visibility: the queries you already rank for are proven demand you have authority on, and a page has to be indexed before any engine that retrieves from Google's index can cite it.

In your AI client too

  • New MCP tools expose integration status, Search Console performance, URL indexing status, and sitemaps, so a connected AI client can answer questions about your Google data alongside your visibility data.

Sharper citations across every engine

ImprovementFix

Citations rebuilt

  • Citation matching now runs through one shared engine for every model, so a source is counted the same way no matter which engine returned it.
  • Sources are fetched and checked for your brand rather than matched on the domain alone, which catches mentions on pages that never carry your domain in the URL.
  • Fixed source attribution for Gemini, which was reporting fewer sources than it should have.
  • The Top Prompts table now counts only the engines enabled for your report, so its numbers line up with what you actually track.

MCP and polish

  • MCP clients can now list your reports directly, instead of working from the latest one only.
  • Added per-key rate limiting on the MCP endpoint, so one busy client cannot slow down the rest of your account.
  • The app now ships raster favicons, so the Rankry logo renders correctly in browser tabs and in search results.

Rankry MCP Server: your visibility data, in any AI client

FeatureIntegration

Model Context Protocol support

  • Rankry now ships a remote MCP server, so AI clients that speak the Model Context Protocol can connect to your account and read your visibility data directly.
  • Ask your own AI assistant about your rankings, citations, competitors, and sources, and get answers pulled live from your latest report.
  • Bring Rankry into the AI tools your team already uses every day, instead of switching tabs to check the dashboard.

Dashboard deltas, billing grace period, and June polish

ImprovementFixes

Dashboard and reports

  • Your dashboard now shows week-over-week deltas, so you can see at a glance what moved since the last report.
  • Prompts with negative sentiment now surface the context behind the score, so you understand why a model framed you that way.
  • Briefs always load fresh now. Stale cached briefs no longer leak across reports.
  • Cleaner formatting for the next-report date, and a more reliable getting-started ring while your first report builds.

Billing and trials

  • Added a grace period on billing, so a single failed payment no longer cuts off access right away.
  • Trial users keep getting fresh reports with deltas while they evaluate, instead of a frozen first scan.

Prompt Lab and data

  • Import prompts in bulk with a new CSV import on the Prompt Lab page.
  • Weekly Snapshot now carries inline info tooltips that explain each metric in place.

Security and stability

  • Added server-side sanitization to harden the app against XSS, including cleaning rows from imported CSV files.
  • Mobile layout fixes across the app header, project header, and Weekly Snapshot.

Rankry 2.0 — The huge update

Major ReleaseFeatureUI/UX

Redesigned Dashboard

  • New Dashboard opens with a 30-second brief that calls out what changed this week and what to ship next.
  • Four headline metrics now carry zone-coded status badges so the picture is readable at a glance.
  • Rankry Score now sits next to a new AI Website Readiness Score, both with a clear Critical-to-Healthy gradient gauge.
  • This Week's Plan surfaces the handful of actions worth shipping in the next seven days, right under the metrics.

New navigation

  • Sidebar rebuilt around three groups: Analytics, Strategy, and Tools. You always know whether you're observing, deciding, or executing.
  • Five top tabs cover the report end-to-end: Dashboard, Visibility, Sources, Compete, Action Plan.

Visibility, with the Insights drawer

  • One filterable view of every prompt, every model answer, every citation, and every brand mention.
  • Open the Insights drawer to ask questions about the scan in place: where you rank, which categories you own, which prompts you lost, where competitors win.
  • Sentiment, Positioning, and Diversity now all live inside the drawer instead of separate pages.

Sources, with Intent Volume

  • Brand-new section. See the domains AI engines cite when answering about your market.
  • Citation status at a glance: Yours, Mixed, or Gap, with priority signals so you can fix the loudest gaps first.
  • Intent Volume column shows how often the prompts behind each citation are actually asked, so you can prioritize by real demand.
  • Every citation now links cleanly to the prompt it came from and the competitor it favors.

Compete, rebuilt

  • Competitive Position hero with your rank, top rival, and the leader at a glance.
  • Leaderboard, Share of Voice, Head-to-Head, Performance Trends, and Model Preferences all in one place.

Action Plan

  • The Insights page is now Action Plan, designed around what to ship next instead of just what's broken.
  • New 90-day roadmap turns findings into phases, each with recommended moves, objectives, and expected outcomes.
  • Pick a move and promote it to Task Planner in one click.

Task Planner

  • A dedicated working surface where the moves from your Action Plan get prioritized and tracked to completion.

Article generator

  • Content Studio drafts AEO-ready articles from your findings. Pick a target prompt and get a structured first draft in your tone, ready to edit and publish.

Onboarding

  • First-run rebuilt around one goal: a real report in your hands as fast as possible.
  • Brand setup, competitor detection on a map, semantic core, model selection, and the first scan now flow together in a single guided run.

Rankry 1.0.8 — Stability and small polish

FixUI/UX

Reliability

  • Live progress on the report-building page no longer stalls. Updates now stream through to completion every time.
  • Background scheduling cleanup so longer reports finish more predictably.

Polish

  • Dashboard no longer flickers when switching between provider tabs.
  • Prompt Responses page layout tightened, easier to scan on smaller screens.
  • Model comparison: provider chip shape now matches the brand logo for cleaner grouping.

Navigation

  • Quick search now refreshes stale shortcuts as you move around the app.
  • Content editor: the link back to the current task is corrected so you jump straight to the right place.

Rankry 1.0.7 — Inline metric explanations and Prompt Lab response upgrade

FeatureUI/UX

Inline Metric Explanations

  • Info tooltips added across the dashboard — hover any primary metric card to see exactly what the number measures and how it's calculated
  • Coverage spans the Rankry Score, the four KPI cards, Visibility Category Spread, Positioning Gap to Leader and Stability, Sentiment Deal Breaker, Diversity widgets, Compete Leaderboard / Momentum / Gap to Leader, and the Insights weekly brief

Prompt Lab

  • Full ranked AI response now visible even when your brand isn't mentioned — see exactly how competitors stacked up and where you didn't land
  • Cited sources appear directly inside the expanded row — no extra click
  • Expanded response panel spans the full row width for easier reading on long answers

Positioning

  • Per-prompt "Show details" panel now available on Positioning, matching Visibility

Maintenance

  • Routine dependency and security updates across the platform

Rankry 1.0.6 — Sharper audit, smarter competitor discovery, and dashboard polish

FeatureUI/UXBackend

AI SEO Audit

  • Citation, author, and publication-date checks now run only against article-type pages — landing and product pages no longer get flagged for signals that don't apply to them
  • Content-Signal directive recommendation sharpened with a clear default for AEO-focused sites
  • Fix recipes adapt to your project instead of showing generic placeholder values

Onboarding

  • Competitor discovery on the onboarding step now uses broader candidate sourcing and cleaner URL normalization
  • Location-aware grounding flows through brand profile setup

Insights & Dashboard

  • Insights widget CTA refreshed to "See more insights"
  • Switching between AI providers now preserves your current section instead of jumping back to the top

Weekly Brief

  • Brief generation moved to a dedicated worker
  • Hero card layout responsive across mobile and tablet
  • Location context flows into the brief analyst core

Rankry 1.0.5 — Report exports, redesigned upgrade flow, and AI-readiness label clarity

FeatureUI/UX

Report Exports

  • Export report data for the brand and tracked competitors — share results outside the app or pull them into external reporting

Plan Upgrade Flow

  • When upgrading, users can now choose to start the project from scratch or continue with existing data

AI Readiness

  • Audit check labels now include the emerging standard names (Content-Signal directive, Markdown Negotiation) so results are easier to recognize

Rankry 1.0.4 — Audit reliability, new-section indicators, and onboarding polish

FeatureUI/UXFix

AI Readiness Audit

  • Expanded audit checks for broader coverage of AI-readiness signals
  • Audit run limits now scale with the subscription plan

New-Section Notifications

  • New notification system surfaces freshly added sections of the app, so users discover new functionality as soon as it ships

Onboarding

  • Onboarding now shows the signed-in email and a Sign out button, allowing users to confirm or switch accounts before the first report is generated

Polish

  • Minor UI display fixes across the dashboard

Rankry 1.0.3 — AI SEO Audit goes live

FeatureBackendUI/UX

AI SEO Audit

  • AI SEO website checker launched on the Base plan — scan any page and get a prioritized list of AI-readiness issues blocking your brand from being seen by ChatGPT, Claude, Perplexity, and other AI engines
  • Pro tier adds step-by-step fix recipes for every issue the audit surfaces
  • Audit run counter now resets automatically when your subscription period rolls over — no need to wait or contact support between cycles

Rankry 1.0.2 — Customizable Semantic Core and richer project controls

FeatureUI/UXFix

Semantic Core

  • Customizable Semantic Core is now available on the Base plan — edit the core prompts your brand is tracked against to match how your audience actually searches
  • Prompt generation budget scales with your plan so the seed stays in sync with what you're entitled to
  • Core Prompts page now shows an inline Upgrade CTA for trial users hitting the ceiling

Project Controls

  • "Create new report" action is now available directly from the project header
  • Next scheduled report run time is visible at the top of every project

Morning Insights brief and AI Readiness Pro polish

FeatureBackendUI/UX

Insights

  • New narrative morning brief generated from your latest report — a short written summary of what changed and what deserves your attention first, so you don't have to read every chart

AI Readiness

  • Pro fix recipes now included with every audit — concrete, ordered guidance for resolving each flagged issue
  • Audit results persist across sessions with per-plan usage limits
  • Server-side gating ensures Pro-only fix data stays Pro-only

Polish

  • Chart anchoring fix — the latest completed report is now always included when rendering a selected date range, so you never lose your most recent data point

Core Prompts groundwork and fuller Head-to-Head comparisons

FeatureUI/UX

Core Prompts

  • Backend foundation for customizable core prompts — the groundwork behind the Semantic Core editing that shipped the following day

Compete

  • Head-to-Head widget now shows all comparison cards instead of a pre-sliced subset, so you can see the full competitive landscape at once

AI Readiness Audit launch

FeatureBackend

AI Readiness Audit

  • Launched the AI Readiness Audit — a full-stack site analysis that checks how AI crawlers see your brand and flags issues blocking visibility in AI-generated answers
  • Covers crawl access, structured data, content freshness, and LLM-specific signals in a single run

Richer Overview, redesigned Model Comparison, and full response view

FeatureUI/UX

Overview

  • Redesigned hero widget for a cleaner, faster read on where your brand stands

Model Comparison

  • Rebuilt comparison widgets with clearer compact and full variants across the Overview and dedicated comparison views

Visibility

  • Full AI response is now visible inline alongside sources — no more switching between separate sections to see what the model actually said

Trial Experience

  • Lock icons over blurred data replaced with a direct "Upgrade" call-to-action — one click to unlock instead of hunting for the billing page

Onboarding

  • Location autocomplete expanded to cover previously missing countries and territories

Rankry 1.0.1 — security hardening and trial polish

FixUI/UX

Security

  • Hardened OAuth sign-in flow to prevent account-takeover edge cases across Google and Microsoft providers — recommended update for all workspaces

Trial Experience

  • New in-app welcome notification greets users on their first day of trial with a quick tour of what to try first
  • Trial banner now shows the correct provider example (Gemini) so users see what they actually get during trial

Billing

  • "Custom prompts count" renamed to "Custom prompt requests" on the billing page for clearer usage accounting
  • Upgrade plan card simplified — removed the data-history block that duplicated info shown elsewhere
  • Report building screen now shows your site favicon and the number of active AI providers

Rankry 1.0 Beta — trial polish and onboarding improvements

FeatureUI/UXFix

Rankry 1.0 Beta

  • Beta milestone reached — all core modules (Visibility, Positioning, Sentiment, Diversity, Compete, Prompt Lab) are now available to early users

Trial Experience

  • New welcome screen after email confirmation introduces the product before onboarding
  • Trial countdown now shows full days remaining instead of hours — no more "6 days" on day one
  • Report generation screen leads with your brand favicon + name and shows dynamic model and prompt counts

Onboarding

  • Macro-region support in country selector — Europe, Asia Pacific, Latin America, Middle East & Africa, North America
  • Competitor edit pencil now visible on mobile without hover
  • First competitor card no longer clips against the limit notice when hovered

Billing

  • Stripe promotion codes now accepted at checkout

Smarter scheduling and plan-aware report rebuilds

BackendFix

Report Scheduling

  • Reports now rerun automatically on a schedule tied to your plan
  • Failed reports no longer trigger endless retries — they wait until the underlying issue is resolved before rescheduling
  • Scheduler reliability improvements across background jobs

Performance

  • Fixed blocked assets issue when loading the dashboard on slower networks

OAuth sign-in, plan-aware prompts, and rewritten compete charts

FeatureBackend

Authentication

  • Sign in with Google — faster onboarding without a password (more providers coming soon)

Prompt Lab

  • Custom prompts now respect your plan's monthly budget — no surprise overruns

AI Providers

  • Consistent, on-brand system instructions now applied across every AI model for more reliable answers

Compete Page

  • All compete page charts fully rewritten with a dedicated history endpoint — faster, smoother, and with longer time windows

Prompt Lab v2 — budgets, archive, and niche editing

FeatureUI/UX

Prompt Lab

  • Per-prompt budget validation — see exactly how many AI requests a prompt will consume before running it
  • Archive cleanup — remove old runs directly from the lab
  • Smarter variable suggestions reduce irrelevant completions

Project Settings

  • Edit your project's niche anytime without recreating the project

Competitor Discovery

  • More reliable competitor scraping with smarter fallbacks when websites block automated access
  • Cleaner display of scraped competitor data

LLM sources across widgets, trial banner redesign, and subscription reliability

FeatureUI/UXBackend

LLM Sources

  • Visibility prompt table and Top Prompts now display the web sources AI models cited
  • Category Performance widget shows sources per category — full traceability from metric to answer

Trial Banner

  • Redesigned banner shows plan limits at a glance (prompts, projects, competitors)
  • Inline upgrade CTA with a one-click path to paid plans

Subscription Reliability

  • Subscription state reconciles automatically on the next session if webhook events are delayed
  • Cleaner cancellation flow handled end-to-end

Subscribe Page

  • Official Stripe wordmark added for clear payment trust signals

Favicons everywhere and richer competitor selection

FeatureUI/UXFix

Brand Visuals

  • Brand and competitor favicons now appear throughout the app — leaderboards, tables, competitor cards, report headers
  • Graceful initials fallback when a website blocks favicon requests so every brand stays visually recognizable

Onboarding

  • Competitor selection step now surfaces more candidates so you can pick from a wider, more representative set
  • Smoother scroll in the competitors step — longer lists no longer feel cramped

Location Prompts

  • Zip code and city are now both respected — zip no longer silently overrides the selected city
  • Hybrid businesses get fully expanded location context for more accurate competitor discovery
  • Stricter location context in AI prompts for more relevant answers

Subscribe Page

  • Background Rankry logo watermark
  • Unified button styling for consistency with the rest of the app
  • Official Stripe security badge

Competitor settings overhaul and notification cleanup

FeatureUI/UXBackend

Settings

  • Competitor and project settings fully updated — easier to edit, add, or remove competitors
  • Safer archive flow — projects with in-progress reports are protected from accidental archiving

Notifications

  • Duplicate notifications eliminated — each alert fires at most once
  • Cleaner delivery pipeline for in-app notifications

Compete Widgets

  • Gap-to-leader and stability calculations corrected for more accurate competitive positioning

Win Rate widget redesign and SEO improvements

UI/UXFix

Win Rate Widget

  • Redesigned Win Rate widget with responsive flex layout — competitor names auto-shrink instead of truncating to 1–2 characters on smaller screens
  • Compact overall win rate label for better space utilization
  • Improved competitor brand display across all screen sizes and DPI settings

SEO & Discoverability

  • Improved meta titles and descriptions across all pages for better search engine visibility
  • Added unique Open Graph images for each page — better social sharing previews on LinkedIn, Slack, and Telegram
  • Extended sitemap with all feature sub-pages (Visibility, Positioning, Sentiment, Diversity, Competitors)
  • Improved structured data with complete Organization, WebSite, and SoftwareApplication schemas
  • Enabled AI crawler access — site is now discoverable by ChatGPT, Claude, Perplexity, and other AI search engines

Compete page overhaul with per-provider analytics

FeatureUI/UXBackend

Compete Page — Provider-Level Intelligence

  • Complete Compete page redesign with unified color palette across all competitor visualizations
  • Per-provider switcher on every widget — filter competitive data by ChatGPT, Gemini, Perplexity, Grok, or Claude individually
  • Leaderboard rows dynamically recalculate visibility, position, sentiment, and composite score per selected provider
  • Performance Radar chart redraws with provider-specific metrics
  • Gap to Leader bars recompute from provider data with color-coded badges (leading, tied, losing)
  • Share of Voice breakdown now shows mention share per AI model

Performance Trends

  • Rebuilt Performance Trends widget with date-range picker (7d / 30d / 3m / 1y)
  • Metric tabs for Visibility, Position, and Sentiment trends
  • New area chart with gradient fill for clearer data visualization

Compete Page Polish

  • Category Battleground now has expandable rows for per-prompt position breakdown
  • Head-to-Head comparison with custom dropdown and clearer win/loss labels
  • Competitive Position shows ordinal ranking (1st, 2nd, 3rd) with trophy for #1
  • Momentum widget updated with "Changes since last report" context

Prompt Lab Updates

  • Graph logic and TrendChart rendering — trends now appear with 2+ report runs
  • Provider icons displayed in archived prompt views
  • Dynamic suggestions for quick variables
  • Plan-based prompt limits and total prompts counter fix
  • Refactored Prompt Lab into 3 focused hooks for better performance
  • Comprehensive test suite added with full coverage across frontend and backend

New Dashboard, global search, account settings, and navigation overhaul

FeatureUI/UXBackend

Dashboard Redesign

  • Complete visual overhaul of all metric pages with new component architecture
  • New Overview Hero section with prominent project stats at a glance
  • Unified Project Header with date picker, provider switcher, and export button
  • Compact Metrics bar for quick visibility, position, sentiment, and diversity scores
  • Competitive Bar showing competitive position across all models
  • Top Prompts ranking — see which queries drive the best AI recommendations for your brand
  • AI Verdict Card presenting sentiment verdict with clear deal-breaker highlights
  • Full-width metric tables for Visibility, Positioning, Sentiment, and Diversity
  • Sentiment redesign with verdict cards, donut charts, and badge styling for deal-breakers
  • Diversity module with dynamic gap insights and "Divergent View" indicators
  • Pro badge indicators on premium insights with 7-day trial window

Global Search (Command Palette)

  • New Command Palette (Ctrl+K / ⌘K) for instant navigation across the entire platform
  • Dynamic search indexing — all metrics, categories, prompts, highlights, verdicts, and deal-breakers are searchable
  • Real-time results as you type, sorted by relevance: metrics → categories → prompts
  • Keyboard-driven workflow for power users

Account Settings

  • New Account Settings page with vertical tab navigation — Profile, Authentication, API Tokens
  • Profile tab consolidates user meta, personal info, and address into a single view
  • Authentication tab with working Change Password flow and Two-Factor Authentication placeholder
  • API Tokens tab prepared for future integrations

Affiliate Program

  • Full affiliate dashboard with stats cards, referral link with one-click copy, and referral tracking table
  • Payout method management with payout schedule info
  • Promotional materials section with downloadable assets — banners, social kits, email templates

Navigation

  • Redesigned header with logo top-left, collapsible sidebar toggle, and persistent layout state
  • Collapsed mode shows initial letter avatar for projects — minimal footprint
  • User dropdown updated with direct links to Account Settings, Billing, and Affiliate Program
  • Billing page now accessible from the main navigation menu

Diversity metrics refinements and Prompt Lab backend

FeatureBackendFix

Diversity

  • Updated diversity calculation algorithm for more accurate recommendation spread analysis
  • Fixed table content alignment in diversity metric blocks
  • Improved Diversity components and page layouts

Prompt Lab Backend

  • Full backend infrastructure for Prompt Lab — custom prompt creation, storage, and async execution
  • Queue-based processing for running prompts against multiple AI models simultaneously
  • Prompt monitoring with status icons and execution history
  • Project data auto-loading — prompts now use real project metadata (location, niche, business type)

Prompt Variables

  • Split location into separate city, zip code, and country parameters for granular prompt customization
  • Separated business type and niche into independent quick variables

Prompt Lab frontend launch and AI search controls

FeatureUI/UXBackend

Prompt Lab

  • Launched Prompt Lab — create, edit, and test custom prompts across all five AI models
  • Create Prompt dialog with configurable prompt templates and quick variables
  • Prompt Card displaying per-model performance metrics and test results
  • Model Breakdown Table showing detailed response analysis per AI provider
  • Trend Chart tracking prompt performance across multiple test runs

AI Providers

  • Enabled web search for ChatGPT, Gemini, Perplexity, and Grok for richer, real-time analysis
  • Improved Gemini stability when combining search with reasoning capabilities
  • Fine-tuned search behavior across all providers for optimal data accuracy

New AI providers and web search integration

FeatureBackend

AI Providers

  • Added Perplexity and Grok as new AI providers
  • Fine-tuned search behavior across providers for optimal data accuracy

Scoring accuracy improvements and sentiment refinements

FeatureBackendUX

Scoring & Metrics

  • Refined Rankry Score calculation for more accurate overall brand performance ratings
  • Updated average position algorithm for better competitive benchmarking
  • Improved sentiment analysis scoring precision with corrected data mapping

Data Quality

  • Enhanced prompt quality controls to ensure more reliable AI-generated insights
  • Enabled web search for AI providers, delivering richer and more up-to-date analysis

Dashboard

  • Fixed strategic insight cards on the Positioning and Diversity modules

Niche suggestions and unmentioned prompt tracking

FeatureBackendUX

Niche Suggestions

  • Smart niche recommendations while setting up your brand profile — powered by AI-driven category analysis
  • Custom taxonomy input for businesses that don't fit predefined categories

Visibility Tracking

  • New unmentioned prompt tracking — see exactly which queries AI models don't associate with your brand
  • Visibility metrics now account for both mentioned and unmentioned prompts for a fuller picture

Interface

  • Introduced a shared component for consistent metric information presentation

Scheduled report rebuilds, leaderboard fixes, and insight accuracy

FeatureBackend

Report Scheduling

  • Reports can now be scheduled for automatic rebuilds, keeping data fresh without manual re-runs

Insights & Metrics

  • Fixed Gap-to-Leader insight calculations for more accurate competitive positioning data
  • Removed duplicate percentage signs from the Competitors Leaderboard display

Product feature pages, usage tracking, and email notifications

FeatureBackendUX

Product Pages

  • Launched dedicated feature pages for Visibility, Positioning, Sentiment, Diversity, and Competitors with detailed product overviews
  • New Features dropdown in the main navigation for quick access to all product modules

Usage Tracking

  • Added LLM usage metering per project — foundation for plan-based limits and consumption analytics

Platform

  • New transactional email templates for improved user communication
  • Disabled state for unavailable command palette items to prevent confusion
  • Fixed competitor report building flow with correct provider selection

Real-time competitor report progress and parallel processing

FeatureBackend

Competitor Reports

  • Competitor reports now stream progress in real time — see results as each model completes
  • Competitor and main brand reports build independently, so partial results are available sooner

Infrastructure

  • Optimized background worker pipeline for parallel report generation

Performance radar, momentum data, and compete module improvements

FeatureBackendUX

Compete Module

  • Performance Radar chart now displays active data from competitor reports
  • Momentum section powered with real competitive data
  • Leaderboard made interactive — click into individual competitor details
  • Updated compete report endpoint logic for more accurate data aggregation

Dashboard

  • "Unlock all insights" link added to the insights widget for easier navigation

Interface

  • Simplified navigation and removed placeholder sections for a cleaner alpha experience

Crisp chat integration, metrics card polish, and alpha access controls

FeatureUX

Live Chat

  • Connected Crisp support chat across the entire platform
  • Chat widget loads automatically for all authenticated sessions

Dashboard Polish

  • Redesigned expand/collapse chevron on metric cards for clearer affordance
  • Improved hover and active states across all four KPI cards

Access Control

  • Registration disabled for the alpha period — invite-only access enforced
  • Sign-up route hidden from navigation and auth flow

Provider Overview page, usage tracking, and metrics refactor

FeatureBackendUX

Provider Overview

  • New per-model overview page — drill into any single AI model's performance
  • Four KPI cards showing Visibility, Position, Sentiment, and Diversity for the selected model
  • Summary block with model ranking, horizontal score bars, and aggregated insights
  • Rankry Score Trend chart with timeframe filters (1M, 3M, 6M, 1Y) and multi-model comparison
  • Model Comparison Matrix — all metrics across all providers with highlighted current model

Usage Tracking

  • New project usage model in the database — foundation for tracking AI response consumption
  • Per-project usage counters ready for plan limit enforcement

Dashboard Internals

  • Refactored MetricsList and MetricsInfo components for better maintainability
  • New chevron toggle component for expanding metric detail sections
  • Cleaner data flow between metric cards and their detail views

Report progress screen, aggregated metrics, and command palette fix

FeatureBackend

Report Progress

  • New report building progress screen with per-model breakdown
  • Live status indicators showing which AI models have completed analysis
  • Visual feedback while reports are being generated — no more blank waiting screens

Aggregated Metrics

  • Server now saves "all provider" aggregated metrics for each report
  • Cross-model averages calculated and stored for Visibility, Position, and Sentiment
  • Enables the "All" view on the dashboard to show combined performance at a glance

Fixes

  • Fixed command palette width — no longer overflows on smaller viewports

Support chat, command palette, competitors module, and dashboard refinements

FeatureBackendUX

Live Support Chat

  • Integrated Crisp live chat widget for authenticated users
  • Custom trigger button with seamless open/close behavior
  • Support available directly from the dashboard — no need to leave the app

Command Palette

  • Global search with keyboard shortcut for quick navigation across the platform
  • Instant access to projects, pages, and actions from anywhere in the app

Competitors Module

  • Continued development of the Competitors section — defining calculation logic for competitive metrics
  • Database schema validation and data integrity checks for competitor tracking
  • Laying the groundwork for side-by-side brand comparison analytics

Dashboard & UI

  • Refined dashboard layout — improved spacing, alignment, and visual consistency
  • Sidebar padding and navigation polish
  • Rankry Score block alignment with page content grid
  • Various UX tweaks across metrics cards and chart components

Account settings overhaul, affiliate program, and user menu redesign

FeatureBackendUX

Account Settings

  • New Account Settings page with vertical tab navigation — Profile, Authentication, API Tokens
  • Profile tab consolidates user meta, personal info, and address into a single view
  • Authentication tab with working Change Password flow and Two-Factor Authentication placeholder
  • API Tokens tab prepared for future integrations
  • Server-side: fixed profile update endpoint, added password change with validation

Affiliate Program

  • Full affiliate dashboard with stats cards, referral link with one-click copy, and referral tracking table
  • Payout method management with empty state and payout schedule info
  • Promotional materials section with downloadable assets — banners, social kits, email templates
  • Vertical tab layout: Dashboard view and Promo Materials as separate tabs
  • Complete backend: 5 database models, service layer with business logic, REST API with 18 endpoints
  • Core mechanics: referral code generation, click tracking, conversion attribution, commission calculation
  • Admin API: program configuration, affiliate management, commission approval, payout processing
  • Edge case handling: self-referral prevention, cookie expiration, refund window, duplicate protection

User Menu

  • Redesigned user dropdown — removed Edit Profile and Support links
  • Added direct links to Billing and Affiliate Program
  • Billing page now accessible from dropdown, powered by full-featured billing UI

Platform polish, pricing refinements, and navigation overhaul

DesignUXInfrastructure

Navigation

  • New "Resources" dropdown in main nav with Blog and Changelog links
  • Unified header styles across all pages — consistent font, sizing, and logo shadow
  • Google Sans Flex font now loads globally on all routes

Pricing Page

  • Refined card sizing for better readability at a glance
  • Aligned billing toggle with card grid edge
  • Improved spacing between header and pricing content
  • Cleaner headline copy without trailing punctuation

Landing Page

  • Prompt Sandbox visual scaled down for better balance
  • Renamed "Run Simulation" to "Start Monitoring" for clearer intent
  • Fixed glow border-radius on process cards (Analyze / Scan / Score / Insight)

Platform

  • Completed Diversity Dashboard — full analytics view ready for internal QA
  • Subscription engine: license routing and plan tier logic wired end-to-end
  • Billing flow prepared for Base / Pro / Enterprise tiers with annual discounts

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