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Pro feature suites
Batch scanning, export hub, advanced details, caching, and narrative dashboards are live for account holders.
Roadmap & Release Plan
This view combines what has shipped, what is actively being built, and what is next for AI-Sentinel. We focus on resilient scanning, accurate detection, and transparency for the community and customers who rely on us.
Where We Stand
A snapshot of progress across Pro-tier features, core experience, and the focus areas guiding the next wave of releases.
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Core UX systems
Authentication, profiles, community scoring, and the new highlights/security/evidence surfaces ship with unified styling.
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Active focus areas
Content analysis, ML pipeline, browser extension, and live operations dashboard are in motion.
Recent Milestones
Highlights from the past few weeks that unlocked stability, improved accuracy, and paved the way for the upcoming public beta timeline.
Advanced Detection Details now surfaces prioritized same-brand AI hosts while the backend captures and ranks .ai/.io mirrors automatically.
- Backend discovery normalizes `linked_ai_domains`, filters locale-prefixed mirrors, and promotes AI-friendly TLDs
- Emerging confidence axis factors in linked domains, feeding highlights, storage, and scan context
- Advanced Detection UI adds a full Linked Brand Domains table with TLD, source, and analyst notes
Supporter impact metrics now live on the public roadmap with refreshed copy and a teaser for the upcoming community scoreboard.
- Roadmap footer showcases active supporters, recurring backers, and infrastructure coverage
- Support pulse hydrates from the supporters summary API with legacy field fallbacks
- Scoreboard highlight card links to the new preview anchor for future shout-outs
Scout brings on-page detection into Chrome, Edge, and Firefox with synced evidence so analysts can investigate bot-protected surfaces without leaving the dashboard.
- Browser extension launch for Chrome, Edge, and Firefox
- Instant evidence sync into the dashboard's analysis highlights and evidence stack
- Unified UX and icon system shared with the core web experience
Scan results now surface highlights, security insights, evidence stacks, and link-outs for faster investigations.
- Dynamic analysis highlights with confidence narratives
- Dedicated security findings and remediation callouts
- Evidence stack with clickable target domain context
All Pro-grade features now sit behind authentication with polished teasers for public visitors.
- Batch scanning with tier-aware limits
- Five-format export hub (PDF, CSV, JSON, TXT, Squid ACL)
- Advanced detection details with confidence breakdowns
Voting, false-positive reports, and reputation-weighted scores provide human-in-the-loop accuracy checks.
- Real-time community score badges
- False-positive modal with category routing
- Admin review endpoints for moderation
Caching, timeline telemetry, and bot-protection handling ensure consistent detection results.
- 72-hour cache with animated banners and force rescan
- Scan duration and timeline milestones surfaced in UI
- Bot-blocked domain database with priority tagging
Full authentication loop with profile management keeps the design system cohesive across dropdowns and modals.
- Email/password auth with reset flow
- Profile editing, notification preferences, and tier display
- Secure account deletion and password change workflows
Active Initiatives
Work in motion right now. These themes unlock deeper insight, more automation, and richer collaboration for teams.
Advanced Content Analysis
Machine-learning driven insight for AI-written copy, images, and video evidence.
- Text pattern models to flag AI-authored content
- Image/video analysis with deepfake review via upload flow
- NLP context layer to map findings back to detection results
Machine Learning Pipeline
Continuous learning loop that folds scan outcomes and community feedback into model improvements.
- Automated labeling from community reputation signals
- False-positive/negative loop to recalibrate confidence
- Scheduled retraining with instrumentation for drift
Browser Extension
Client-side detection to navigate bot-protected surfaces while piping highlights, security cues, and evidence logs back into the core dashboard.
- Chrome, Edge, and Firefox support with unified UI for on-page scans
- Evidence capture flows that sync artifacts into the dashboard evidence stack
- Badge-based feedback tied to account tiers, reputation, and security callouts
Real-Time Operations Dashboard
Live view of scanning throughput, system health, and enterprise analytics packaged for ops teams.
- Active scan queue and latency tracking
- Performance heatmaps and geographic rollups
- Admin tooling for bot-blocked outreach and notes
Azure Migration
Cut over the platform to Azure App Service with managed secrets and staged deployments.
- Create staging/production slots with health probes
- Wire environment settings through Azure Key Vault references
- Reintroduce retired diagnostics behind authenticated admin utilities post-cutover
Release Phases
A staged rollout that balances reliability, insight, and enterprise readiness from closed beta through full production.
Polish core scanning UX, authentication, and community systems before expanding access.
- Responsive landing page and dashboard
- Authentication loop with profile management
- Community scoring MVP and bot-protection safeguards
Deploy to Azure infrastructure with monitoring, rate limiting, and staged rollout.
- Staging + production environments on App Service
- Application Insights dashboards and alerting
- Closed beta expansion to 50-100 testers
Roll out Pro automation, analytics, and API surface for business teams.
- REST API with key management and rate plans
- Advanced analytics with historical trend reporting
- Webhook and integration toolkit for workflows
Deliver compliance, team management, and managed infrastructure for large organizations.
- SSO/SAML support and enterprise SLAs
- Custom ML model training on private corpora
- Dedicated infrastructure and onboarding concierge
Beta Access Perks
- Vote on accuracy, report issues, and build reputation weighting
- Access 30-day scan history, bookmarks, and PDF/CSV exports
- Review analysis highlights and security insights from recent scans
- Run batch scans up to five URLs with progress tracking
- Receive email notifications and upcoming webhook previews
Enterprise Callouts
- Unlimited scanning with retention controls
- Dedicated infrastructure, security reviews, and compliance tooling
- Integration support plus custom analytics dashboards
- Shadow AI enforcement with approved tool lists and policy controls
Community Support Pulse
The Roadmap stays alive thanks to supporters funding detection infrastructure, data partnerships, and community review tooling.
Active Supporters
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Goal: — supporters
Recurring Backers
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Sustaining subscriptions keep crawlers running.
Infrastructure Funded
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Live detection clusters, storage, and bandwidth.
Scoreboard Preview
Community Scoreboard
Milestone shout-outs unlock at the next supporter goal.
View planned experience