Documentation8 min read

Intelligence

AI Intelligence

VPE learns your stream, picks the right effects, detects key moments, and gets smarter every session — all running locally on your machine.

In this doc

  1. 01How VPE Learns
  2. 02Picks the Best Effects for Your Audience
  3. 03Reads the Room
  4. 04Detects Key Moments Automatically
  5. 05Understands Your Chat
  6. 06Proves What Actually Works
  7. 07Stays Ahead of Your Stream
  8. 08Shared Learning Network (Studio)
  9. 09What Each Plan Gets
01

How VPE Learns

VPE doesn't use cloud AI or large language models. All intelligence runs locally on your CPU — no GPU needed, no internet required, no latency. Your stream data never leaves your machine.

VPE watches everything that happens on your stream: chat messages, donations, subscriptions, raids, viewer counts, effect firings, and more. Over time, it builds a picture of what your stream looks like and what your audience responds to.

Every decision VPE makes is traceable. You can see exactly why a specific effect fired, what triggered it, and what the AI was thinking. No black boxes, no mysterious choices.

02

Picks the Best Effects for Your Audience

When a big moment happens on your stream, VPE doesn't just pick a random effect. It learns which effects your audience actually enjoys and favors those — while still mixing in variety so things stay fresh.

After each effect fires, VPE watches your chat for 30 seconds. Did engagement go up? That effect gets a higher score. Did chat go quiet? Lower score. Over 20-50 firings, VPE knows which effects resonate with your community.

This applies across the board: which celebration to play for a donation, which audio to use for a subscription, which replay angle to show after a highlight, and even which bot responses get the best reactions.

03

Reads the Room

VPE understands the overall mood of your stream at any given moment. It tracks whether chat is chill, building energy, fully hyped, or cooling down — and adjusts its behavior accordingly.

This means VPE won't fire a high-energy celebration during a quiet conversation, and it won't play a mellow overlay during a hype moment. Effects match the vibe of your stream automatically.

VPE also anticipates mood shifts. If energy is building, it starts preparing effects so they fire the instant a big moment lands — no delay, no awkward timing.

04

Detects Key Moments Automatically

VPE detects moments like chat spikes, big donations, raids, and unusual events — and automatically adjusts what counts as 'big' for your stream specifically.

A donation that's huge for a small streamer might be routine for a large one. VPE learns your stream's scale and tunes its thresholds accordingly. The longer you stream, the sharper these detections become.

VPE can also spot unusual events that don't fit any predefined category — like unexpected coordinated emote spam or an unusual donation pattern. It flags these so you don't miss truly novel moments.

05

Understands Your Chat

VPE reads your chat beyond simple keyword matching. It understands the meaning behind messages and classifies them into topics: gameplay reactions, social hype, humor, questions, support, and complaints.

It tracks what your chat is talking about right now and notices when the conversation shifts. When chat suddenly pivots from casual talk to gameplay hype, VPE detects the shift and can trigger effects to match.

VPE also adapts to your community's language. It learns your stream's specific slang, emotes, and culture over time, so it understands what your viewers actually mean.

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06

Proves What Actually Works

VPE runs a quiet experiment in the background: occasionally, when an effect would fire, it's silently skipped and the audience response is measured anyway.

This proves whether effects actually drive engagement or just happen to coincide with naturally exciting moments. Over multiple streams, VPE builds real evidence for which effects matter and which don't.

The result: VPE stops wasting time on effects that don't move the needle and doubles down on the ones that genuinely boost your stream.

07

Stays Ahead of Your Stream

VPE doesn't just react — it predicts. It watches trends in your stream data and can anticipate spikes 5-10 seconds before they happen.

If chat activity is accelerating, VPE starts preparing effects before the spike fully arrives. This means effects land at exactly the right moment instead of lagging behind.

VPE also understands 120+ common emotes and slang terms, so it can read your chat's emotional temperature in real-time — not just the words, but the sentiment.

08

Shared Learning Network (Studio)

Pro users can opt into shared learning. VPE anonymously shares what it has learned (no personal data, no stream content) and receives improved settings back from patterns discovered across thousands of streams.

Your own experience always takes priority — shared insights are blended in gently to supplement what VPE has already learned from your streams.

This is completely optional and Studio-only. Free and Pro tiers learn from your streams alone.

09

What Each Plan Gets

Free: Basic suggestions and chat sentiment analysis. 5 suggestions per stream, 100 monthly AI credits. Suggestions are shown for you to apply manually.

Pro: Everything in Free, plus mood detection, smart effect matching, user effect preferences, and stream trend predictions. Unlimited suggestions. VPE can auto-apply improvements when it's confident.

Studio: The full AI suite — including smart audio adjustments, intelligent replay triggers, unusual moment detection, deep chat understanding, shared learning, and more aggressive auto-improvements.

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VPE connects to your existing OBS and adds the layer that plugins can't: moment scoring, intent classification, and context-aware decisions. Free tier available.