Export time estimator and queue for Premiere Pro editors

The specific moment this matters is when an editor has three deliverables due by end of day and no reliable way to know whether the first export will take 8 minutes or 45 minutes. Users report 'a high degree of variability in export times for videos of equal length and content' — meaning even experienced editors can't mentally schedule their afternoon around exports. The result is missed handoffs, overtime, and a general anxiety about hitting render during lunch and coming back to a failed queue.

This gap persists because Adobe's encoder is built to optimize for output quality and broad hardware compatibility, not to give the user honest scheduling information. Surfacing accurate time estimates would expose how slow the encoder is on mid-range hardware — which is embarrassing, so it stays vague. The people hurt most are editors at small agencies or internal marketing teams who have to coordinate renders with client deadlines but can't predict when files will be ready.

What's actually needed is a lightweight background process that learns from a machine's actual encode history — not theoretical benchmarks — and gives a calibrated estimate before the user starts the export. Over time it builds a local model of how that specific machine handles H.264 at 4K vs. 1080p ProRes, with or without effects, and shows a real number. Paired with a queue manager that lets editors line up three exports and walk away, this turns an unpredictable stress into a scheduled background process.

This is a business because the need recurs daily for anyone doing volume work, the cost of not having it is measurable in missed SLAs and unplanned overtime, and the incumbent has structural reasons to keep the estimate vague.

What to build

Build a macOS and Windows background app that hooks into Premiere Pro's Media Encoder queue, records actual encode durations per project profile on that machine, and uses that history to show a calibrated time estimate and a scheduled-completion clock before each export starts — plus email or Slack notification when the queue finishes.

Where to start

Launch as a free Slack notification bot for Media Encoder queue completion first — zero encoding logic, just a webhook when the render finishes — to build an audience of editors who already feel the scheduling pain before adding the estimation layer.

The hard part

Hooking reliably into Media Encoder's queue without Adobe's official API support means depending on file-system watching or undocumented hooks, which can break silently on Premiere updates — and a tool that stops working after an Adobe patch will get churned immediately.

How it makes money

Free for single-user queue notifications; $9/month per seat for calibrated time estimates, multi-export scheduling, and team notification routing.