How does Reply200 write replies?

We don't generate replies in a single step. Before writing anything, we separate the process into two decisions:

• How the reply should sound
• What the reply should actually say

This structure is intentional and is what keeps replies natural, consistent, and safe.

Step 1: Understanding how to speak

First, we determine how to talk in the given situation. We analyze the surrounding context, including:

• Your page's existing voice — writing style, tone, emoji usage, and behavioral patterns from past activity
• Where the comment appears — ads, posts, and live streams are treated differently; ads are more goal-driven, posts are more conversational, and streams are more reactive
• The nature of the comment — supportive, curious, neutral, joking, confused, aggressive, or toxic
• Platform norms — engagement expectations and spam sensitivity differ per platform

Only after this step do we decide how the reply should sound.

Step 2: Understanding what to say

Once the tone is set, we decide what to say. To do this, we pull context from the following sources, in order:

• Post media — images, videos, audio, and visible elements are analyzed to understand what the content is about
• Post copy — caption, headline, description, and any visible text attached to the post or ad
• Commonly available knowledge — general-world information from large AI training datasets, used for neutral facts and common concepts
• Live web context (when applicable) — used selectively to clarify widely known, non-sensitive information when needed

If no reliable context is available, or the comment cannot be confidently understood, we won't guess. In these cases, we may skip the comment entirely.

Additional safeguards

Before generating a reply, we also evaluate:

• Whether replying adds value to the conversation
• Whether a reply could increase risk or escalate a situation
• Whether silence is the better option given the context

Not every comment should be answered.

Why this approach works

By separating "how to speak" from "what to say," and by strictly controlling where context comes from, we avoid hallucinated replies, off-topic responses, spam-like behavior, and unsafe or escalatory interactions.

This is why Reply200 doesn't rely on static templates or keyword rules.