Accelerators AI Content Validator

Your clipping is automatic
Your review queue is still manual

Every auto-generated clip waits for a person to look at it before it can be published. That step is slowest during a live event — exactly when a clip is worth the most.

The same clip, two ways

What changes when the queue stops forming

Today

A clip comes out and somebody has to open it before it goes anywhere. None of what they check is hard to judge; all of it takes a person, one clip at a time. So the volume you can produce is not the volume you can publish — and the ceiling is your team's attention during exactly the hours content is worth most.

With this accelerator

Every clip is checked against your rules the moment it exists, all checks at once. Most come back already decided, with the reason and the timecode attached. A person only opens the ones that genuinely need judgement, which is the work you hired them for.

Why the obvious answer fails

"Just use AI for it" is a trap

Point a model at a clip and ask whether it is good, and you get an answer that sounds right and cannot be checked. Quality is not one thing: hidden inside "is this clip fine?" are three different questions, and each one wants a different kind of answer.

in One clip Auto-generated one check, one tool measure it Duration · black frames · silence Deterministic tools · loudness to spec look at the frame Logo · watermark · is this the moment? Vision, pointed at one question judge it Is this the best 90 seconds? A genuine judgement call every answer Carries its evidence Pass Auto-publish Fail Blocked, with reason Warning A person decides
The win is not removing the human. It is making sure the human only sees the clips that actually need a human.

Most "quality" is just measurement

Reaching for a model first is how you end up paying model prices to answer questions a measurement already answers — and burning trust the first time it is confidently wrong.

Two ways to get it wrong

Under-tool and you miss real errors. Over-tool and you burn cost and trust. Each check goes to the smallest tool that is actually right for it.

Everything above is what this does. Below is what actually gets checked, and which parts arrive ready. See what gets checked
The three lanes

What actually gets checked

Your rules decide what "correct" means. The lanes and the routing arrive built.

Mechanical rules — measured, never judged

Duration and structure

Is the clip the length it should be, and does it start and end where it claims to?

Black frames and silence

The failures that are obvious to a person and trivial for a tool — which is exactly why a person should not be the one looking.

Audio levels

Loudness checked against the spec you publish to, such as EBU R128.

A QC tool nobody believes is worse than no tool at all — people route around it, and you have paid for a step that changed nothing. Trust is the real currency here, and evidence is how it is earned.

Scope

What arrives built, and what stays yours

Arrives built
The orchestration that runs every check in parallel and assembles one answer, the check library of measurements and frame-level questions, the routing into pass, fail and human review, and structured output per category with timecodes.
Built for you
Your rule set — which logo, which levels, which languages, which durations — and the integration with where your clips are produced and where approved clips go next.
Stays yours
Your clipping or highlight generation, your publishing workflow, and editorial judgement on the clips that still reach a person.

The rules are the part nobody can hand you. Everything that runs them is already built.

Get in touch

How many clips are waiting on a person right now?

Tell us what your reviewers check before a clip goes out. We will show you how much of it is measurement.

Talk to us

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