MRISE monitors live sources, filters noise, enriches facts, drafts articles, prepares visuals, and delivers publication-ready content in minutes.
Every article passes through a multi-model AI pipeline where each stage uses the optimal neural network for the task.
RSS, Telegram, YouTube, Dzen — real-time monitoring of 100,000+ sources.
Virality, relevance, novelty — only high-value signals proceed.
Cross-reference with external sources. Verify facts before writing.
Plan, draft, fact-check, edit — multi-step generation with continuously benchmarked AI models.
AI image selection, editing, and generation. Best-in-class vision and diffusion models.
Deliver to CMS via API with SEO metadata, categories, and images.
A production-grade content infrastructure that runs autonomously.
Proprietary and open-source models continuously benchmarked for each task. Fast models filter. Large models write. Vision models evaluate images.
From signal detection to published article with images, SEO, and categories. No copy-paste. No manual steps.
Modular workers, message queues, circuit breakers, auto-recovery. Runs 24/7 without human supervision.
Fact-checking, deduplication, virality scoring, editorial review. Every decision logged and auditable.
A real scenario: three sources about the same event become one published article.
A complete, publish-ready package — not just text.
Fact-checked, reviewed, publication-ready text.
Optimized title, description, URL slug.
Auto-assigned to your site taxonomy.
AI-selected or generated hero image.
Short summary for Telegram / social.
Structured output for CMS integration.
From newsrooms to SEO agencies — MRISE fits wherever content velocity matters.
Automate breaking news and evergreen coverage. Signal to article in minutes.
Scale dozens of sites with consistent quality. One pipeline, many outputs.
Rapid structured content driven by demand signals. SEO-ready from day one.
Detect signals across thousands of sources. Auto-generate summaries and reports.
Average time from source detection to published article is under 10 minutes. Breaking news can be processed in as little as 5 minutes.
Yes. Content is delivered via REST API in structured JSON. Works with any CMS that supports API import.
No. The pipeline includes automated fact-checking, editorial review, and quality scoring. Human-in-the-loop is optional per project.
RSS feeds, Telegram channels, YouTube, Dzen, and any website with structured content. Custom source types can be added.
Yes. The system detects source language automatically and can produce articles in Russian from English, Chinese, and other sources.
Every stage is configurable: virality thresholds, categories, writing style, image preferences, publishing targets.
Multi-step: deduplication removes copies, enrichment cross-references external sources, and a dedicated fact-check pass reviews every claim against source material.
For publishers, media teams, and content networks. Tell us about your workflow and we'll show you what MRISE can do.