AI Deployment Topology Cheat Sheet

One-page reference: latency budgets per feature, four topology layers, cost-per-minute envelope, and the five-step decision tree.

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Book cover: AI for Video, Volume 6 of the Fora Soft Video Engineering Handbook

The book · Volume 6 of 7

AI for Video: A Complete Guide to Intelligence in Video Products: From Models and Inference to Computer Vision, Speech, Search, and Generative Video

This cheat sheet lines up latency budgets per feature, four topology layers and a cost-per-minute envelope, then walks a five-step tree to place each AI feature. Volume 6 covers AI deployment topology in depth: the AI feature lifecycle, device, edge and cloud topologies, model artifacts and the ML minimum needed to make placement decisions. Written by Nikolay Sapunov, CEO at Fora Soft.

Read it on Amazon →Kindle & paperback · Fora Soft Video Engineering Handbook

Deciding whether your video AI features should run on device, edge or cloud?

List the AI features you plan, and we will place each one in a deployment topology with a latency and cost-per-minute estimate. 250+ video products shipped since 2005.

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