AI Comments PRO

AI Comments PRO — an intelligent platform for automatic creation and management of user activity on DLE-powered websites. The module uses advanced artificial intelligence technologies to generate meaningful, contextual, and relevant comments that are impossible to distinguish from those written by real people.

In simple terms: AI Comments PRO is a professional discussion management system for your DLE website. The module automatically creates high-quality comments for news posts, replies to user comments, and supports lively discussions. The program analyzes article content, understands context, and, on behalf of various virtual users, creates natural, well-written feedback. This helps bring the site to life: when visitors see active discussion, they are much more willing to join the dialogue themselves.

Supported AI platforms

The module integrates 7 leading global AI services, providing maximum flexibility and fault tolerance:

• OpenAI (ChatGPT) — the benchmark for generation quality. Full support for the latest GPT-4o, GPT-4o-mini models, as well as the newest reasoning models in the GPT-5 series (gpt-5, gpt-5-mini, gpt-5.1, gpt-5.2) with configurable reasoning effort level (reasoning_effort: none, minimal, low, medium, high). Automatic adaptation of temperature and max_completion_tokens parameters depending on the model type.

• Anthropic Claude — models with a high level of human-like quality and literary style (Claude 3.5/3.7 Sonnet, Claude Opus), ideal for detailed and emotional reviews with natural speech.

• Google Gemini — powerful and fast models (Gemini 2.0 Flash/Pro, Gemini 1.5 Pro) that provide high generation speed at an optimal request cost.

• DeepSeek — a modern model with excellent context understanding, one of the most cost-effective on the market while maintaining high generation quality.

• xAI Grok — a neural network from xAI with access to current communication patterns, supporting grok-2 and grok-beta models for creating lively, modern comments.

• Yandex GPT — a Russian neural network with full support for IAM Token and Folder ID, ideally adapted for Russian-language content and operation without a VPN in the Russian Federation.

• Perplexity AI — models (sonar, sonar-pro) capable of using up-to-date data from the network to comment on fresh news and events in real time.

The system is equipped with a Smart Fallback mechanism: if the primary provider errors out or becomes unavailable, the module automatically switches to backup AI services from the configured list, ensuring uninterrupted operation and fault tolerance.

Module architecture

Task Manager system

AI Comments PRO is built on a professional task management architecture that provides full control over the generation process:

• Unlimited number of tasks — create separate scenarios for different site sections, content categories, or content types. Each task operates independently with its own settings and schedule.

• Individual configuration — each task has its own set of parameters:

  • AI provider selection (or use global settings)
  • Comment tone (positive, neutral, critical, interrogative, mixed)
  • Text length (short, medium, long)
  • Custom prompt template for fine-tuning AI behavior

• Flexible launch schedule — 5 scheduling types for maximum automation:

  • Continuous — the task is active all the time on each CRON run
  • Daily — run at a specific time (with a time window setting)
  • By days of the week — activity on selected days (for example, only on weekdays)
  • Specific dates — work within a specified period
  • Once — one-time execution of the task

• Limit control — a quota system to prevent excessive generation:

  • Number of comments per run (protection against overload)
  • Total number of comments for the task (automatic deactivation when reached)
  • Progress tracker with execution visualization (for example, 347/500)

• Task types:

  1. New comment — AI reads the material and creates a fresh comment with content analysis.
  2. Reply to comment — AI replies to existing comments from users or other AI, creating lively discussions with name-based address, argumentation, and natural dialogue development.

Queue Manager system

A professional system for monitoring and managing material processing:

• Process transparency — full visibility into the status of each item in the queue:

  • Pending — the material has been added to the queue and is waiting to be processed
  • Processing — the material is in the process of comment generation
  • Completed — the comment has been successfully created and published
  • Failed — an error occurred during processing, with the error text saved

• Queue management:

  • View all materials in the queue with filtering by task and status
  • Retry failed processing with one click
  • Clear processed records (automatic deletion older than 7 days)
  • Real-time statistics: total / pending / processed / errors

• Monitoring dashboard:

  • Visual queue load indicators
  • Details for each task
  • Processing history with timestamps

Key features

1. Contextual generation (Smart Context)

The module does not create template phrases. The system deeply analyzes the content of the material:

• Title — understanding the main topic
• Short description — analysis of key points
• Full content — detailed study of the context

Based on this data, AI forms an opinion, asks questions, expresses agreement or disagreement, adds its own observations to the material, creating the full illusion of a real person reading the article live.

2. Intelligent replies to comments

AI discussions — the module creates not just separate comments, but full discussions:

• Addressing the author of the comment by name
• Reasoned agreement or disagreement with the opinion
• Adding your own thoughts on the material to the topic
• Developing the discussion while preserving the context of the conversation

The system supports the creation of AI-to-AI discussions: artificial intelligence can respond to comments from other AI profiles, creating multi-level discussions indistinguishable from real user dialogues.

3. Advanced personalization system

Full control over the AI's style and manner of communication:

• Comment tone:

  • Positive — enthusiastic reviews and approval
  • Neutral — objective analysis without emotions
  • Critical — constructive criticism and remarks
  • Questioning — clarifying questions and interest in details
  • Mixed — balanced opinion with different emotions

• Text volume:

  • Short (50-80 words) — brief remarks
  • Medium (80-120 words) — standard comments
  • Long (120-200 words) — detailed reviews

• Prompt engineering:

  • Built-in prompt template editor
  • Ability to assign an AI role (for example: «Film critic», «Skeptic», «Enthusiast», «Expert»)
  • Behavior scenario setup for various content types
  • Global prompts and individual prompts for each task

4. Virtual user generator (AI Persona)

Professional system for creating and managing virtual profiles:

• Automatic generation:

  • Realistic first and last names based on geography
  • Email addresses matching the names
  • Support for both real DLE users and guest comments
  • Ability to create registered bots

• Geography and localization:

  • Profile generation for specific countries (Russia, USA, Europe, Asia)
  • Mixed mode for an international audience
  • Support for national alphabets (Cyrillic, Latin, hieroglyphs)
  • Transliteration for multilingual sites

• Persona database:

  • Storage and rotation of hundreds of virtual personas
  • Random selection of an author for each comment
  • Diversity of authors for natural-looking discussions

5. Advanced filtering system

Precise targeting of materials for processing:

• Category filter: Multiple category selection for processing, the ability to work only with specific sections of the site, fallback to global settings if there are no filters in the task.
• Content ID filter: ID range (for example, from 100 to 500), targeted processing of specific items.
• View filter: Minimum and maximum number of views, targeting popular or unpopular items.
• Comment filter: Maximum number of existing comments, "Only without comments" mode (comm_num = 0) to revitalize empty sections.
• Content age filter: Minimum age (for example, only older than 7 days) and maximum age (for example, only for the last month), processing both fresh news and archived materials.
• Additional filters: Only indexable items (allow_main = 1), automatic fallback to global settings when task filters are empty.

6. CRON automation

Fully autonomous operation of the system 24/7:

• Flexible configuration:

  • Main CRON URL for running all active tasks
  • Individual CRON URLs for each task
  • Launch protection with a unique secret_key (prevention of unauthorized access)

• Intelligent scheduling:

  • Automatic checking of each task's schedule
  • Skipping tasks that do not match the launch time
  • Automatic deactivation of tasks when limits are reached

• Monitoring and logging:

  • JSON responses with detailed execution information
  • Recording all actions in the history table
  • Tracking used AI providers
  • Execution time and processing statuses

7. Global Proxy support

A solution for working in regions with access restrictions:

• Supported types: HTTP Proxy, SOCKS5 Proxy.
• Advanced capabilities: Authentication with login and password, host and port configuration, unified configuration for all AI providers.
• Application: Automatic proxying of all requests to foreign AI services, operation without VPN in countries with restrictions (Russia, China), bypassing regional API blocks.

8. Professional admin panel

The interface is fully integrated into the DLE style with advanced capabilities:

• Dashboard: Visual statistics (total comments, AI comments, materials without comments), today’s AI activity, distribution by AI providers, task and queue progress indicators.
• Task management: Create an unlimited number of tasks, visual status (Active / Inactive / Completed), progress, unique CRON URL for each task.
• Queue monitoring: Filtering by tasks and statuses, detailed information about each material, number of processing attempts, error text, timestamps.
• Interactive comment log: A table identical to the standard DLE one, visual AI provider badges, moderation statuses, AJAX text editing without reloading, bulk actions (approval and deletion).
• Settings: Select an AI provider with automatic switching of API key fields, model configuration, fake user management, global filters, proxy setup, backup AI system (Fallback).
• Automatic update checking: New version indicator when loading the Dashboard, manual check button, direct download link, compatibility with DLE 17-19+.

9. Performance and security

Optimization: Direct SQL queries to minimize database load, use of DLE caching, no timeouts thanks to asynchronous processing, batch processing of materials.

Security: CRON protection with a unique secret_key, validation of all input data, secure storage of API keys, permission checks for all operations.

Tagging and accounting: All AI comments are marked with the ai_generated flag in the database, the used AI provider (ai_provider) is saved, internal accounting for statistics, visually indistinguishable from real comments for visitors.

Logging: A history table of all generations, recording successful and failed attempts, request execution time, used AI providers.

Practical application

The module solves the following tasks:

• Reviving “dead” sites — creating the appearance of activity to retain new visitors and increase time on site.

• SEO optimization — search engines index comments as unique content, regularly updating pages and increasing their relevance.

• Social proof — users are much more willing to leave their own comments where there is already active discussion.

• Behavioral factors — active discussions reduce bounce rates and increase page depth.

• Commercial tasks — simulation of reviews for products or services with appropriate prompt and filter settings.

• Reputation management — creating a positive informational background in discussions.

• Functionality testing — quickly populating comments to check design and features.

Benefits of use

• Multi-Provider architecture — complete independence from a single AI service. If the main provider is unavailable, the system automatically switches to backups.

• Native Integration — full visual and technical compatibility with DLE. Works with all standard tables (dle_post, dle_comments, dle_users) without modifying the core.

• Smart Humanization — texts are completely indistinguishable from those written by real people. No machine patterns or template phrases.

• Resource Savings — significantly cheaper and faster than hiring copywriters or buying comments on marketplaces.

• Scalability — processing from a few to thousands of materials with automatic queue management.

• Flexibility of settings — from simple generation to complex scenarios with many tasks and filters.

• Fault tolerance — the system continues to work even if individual AI providers fail.

• Transparency — full control and monitoring of all processes through the admin panel.

Conclusion

AI Comments PRO — a professional user activity management system that turns passive content into live discussions. The module improves the site’s behavioral factors, increases audience engagement, and frees the administrator from routine work on creating activity in comment sections. This is an essential tool for modern DLE projects striving for growth and development.