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  3. Choose Which Turns Show Ads in Flask

How-to guide

How to Choose Which Turns Show Ads in Flask

This guide shows how to choose which turns show ads in a Flask app, the goal being to control ad placement and frequency across a conversation. It builds on the Monetzly gRPC service (no Python SDK exists for this stack), so the approach is specific to how Flask produces and streams responses.

Overview

Not every turn in a Flask conversation should carry an ad. Placement and frequency shape both revenue and user experience: too many ads erodes trust, too few leaves revenue on the table.

You control this by deciding which responses you route through injection — for example, skipping very short replies or the first turn, and allowing ads on substantive answers where a recommendation is genuinely useful.

Flask apps are usually built for simple LLM web apps, chat endpoints, and prototype APIs, so choose which turns show ads typically comes up while a user is mid-conversation, the moment where monetization has to be additive rather than disruptive.

How this works on Flask

Same as FastAPI: no Python SDK, so integrate via the shipped tps_alter.proto gRPC service (generate stubs, drive ProcessStream) or a Node sidecar. In Flask, stream the injected tokens back with a generator response. Confirm the non-JS auth handshake before publishing.

Since Flask is a Python stack with no official SDK, this task runs through the shipped tps_alter.proto gRPC service (or a Node sidecar); the auth handshake for a direct client is still TODO_VERIFY.

Steps

  1. Decide your policy: which Flask turns are ad-eligible (e.g. skip trivial or first replies).
  2. Route only eligible turns through the injection call.
  3. Measure revenue and engagement, then adjust frequency.

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