Somewhere in a post-production suite right now, a team is racing a delivery deadline with a caption file that isn’t quite ready. A speaker got mislabeled. A line of text is sitting right on top of a lower third. It’s a small thing, but it’s the kind of small thing that gets a file bounced back by a distributor, and suddenly the whole schedule is in trouble.
That’s the gap AI media captioning was supposed to close, and the one it hasn’t fully closed yet. AI closed captioning can transcribe audio faster than any human typist ever could, but speed alone doesn’t guarantee a caption file that’s actually ready to ship. Broadcasters, streaming platforms, and FAST channel operators know this well: purely automated captions often need a round of manual cleanup before they meet the standard distributors expect, and that cleanup is its own bottleneck.
Now, Verbit is closing that gap with the launch of Captivate Post Plus, a solution that pairs the speed of AI with a trained human review layer, so captions arrive distribution-ready the first time.
Why AI Media Captioning Still Needs a Human Layer
Automated systems are good at a lot of things. They’re less reliable at the judgment calls: knowing which speaker is talking when they’re off-camera, spacing captions so they don’t block a graphic, catching the atmospheric cues that tell a Deaf or hard-of-hearing viewer what’s happening off-screen. These aren’t small details. They’re the difference between captions that technically exist and captions that actually do their job.
Captivate Post Plus closes that gap by pairing Verbit’s proprietary Captivate™ speech recognition technology with a dedicated human QC pass, so the output is ready for distribution from the start, not after a second round of fixes.
The Story Behind It: 400 Hours, One Season, No Room for Error
Jeffrey Lehman is a Post Supervisor at Alfred Street Industries, working on Project Runway. Last season, his team ran roughly 400 hours of interview footage through Verbit, and the reason Verbit stuck was never just the AI itself. In his words:
“What ultimately made Verbit stand out to us wasn’t simply the use of AI transcription — there are many AI-only options available now — but the flexibility of having both AI and human transcription services within the same platform. We relied on AI transcription for the majority of our material because the turnaround time and cost savings compared to traditional human-only workflows were substantial. At the same time, having the ability to shift to human transcription whenever we encountered difficult audio, heavy accents, or accuracy concerns gave us an important level of confidence during post-production.
Early in the season, we encountered a formatting issue that affected how transcripts were importing into Avid. Verbit responded quickly, involved their development team directly, and worked closely with us to make sure the transcripts integrated cleanly into our workflow. That level of responsiveness and collaboration stood out to me immediately. In an environment where productions are constantly being asked to move faster and operate more efficiently, Verbit proved to be a practical and adaptable solution that balanced speed, cost efficiency, flexibility, and support.”
That’s the real test of any hybrid AI and human captioning solution: not just how it performs on a good day, but what happens when something breaks and a team needs it fixed fast. Captivate Post Plus was built with exactly that kind of high-volume, high-stakes production in mind.
More Than a Captioning Machine
It’s easy to think of a captioning machine as something that just converts speech to text and calls it done. Captivate Post Plus does more. AI handles the heavy lifting, transcription, alignment, initial segmentation, at machine speed. Then a human reviewer checks caption placement so text never covers a lower third or on-screen action, verifies speaker identification, and confirms the atmospherics labels (Verbit supports 37+ of them, from [music playing] to [crowd cheering]) actually match what’s happening on screen. Teams that want the final word can also make quick edits themselves through Verbit’s self-service captions editor.
As Nick Ruiz, Senior Product Manager at Verbit, put it: “For years, media organizations have been forced to choose between two options: fast, inexpensive AI captions or slower, more expensive human captioning. Captivate Post Plus changes that equation. By combining AI with targeted professional human review, we’re delivering the speed customers want with the distribution-ready quality they need.”
Who Captivate Post Plus Is Built For
Captivate Post Plus was designed to work for the ongoing and diverse needs of these media professionals:
- FAST channels and distributors with specific captioning requirements, who need output that clears platform specs the first time
- Streaming platforms and digital publishers scaling large content libraries without sacrificing quality
- Media operations teams running live-to-VOD workflows who want the flexibility to switch between fast AI captioning and premium human-reviewed captioning depending on what’s at stake
- Accessibility and compliance teams who need rigorous QA across multiple regulatory environments
Captivate Post Plus expands Verbit’s post-production portfolio, which already spans transcription, subtitling, and localization. For teams already using Captivate for live captioning, it’s a natural next step, one platform that carries media AI from the live broadcast straight through to final delivery.
Learn more about Captivate Post Plus or see how Captivate works for media from live capture through post-production.
What Sets Verbit’s New Solution Apart From Standard AI Closed Captioning
Standard AI closed captioning stops at the transcript. Captivate Post Plus adds a layer most AI-only tools skip: offscreen speaker identification, so viewers always know who’s talking even when they’re not on camera, and human-reviewed placement, so captions never obstruct the visuals they’re supposed to support. It’s the same AI-powered captioning for accessibility that media teams already rely on, with a quality checkpoint built in before the file ever leaves the building.
Built for the Moment Content Leaves Post-Production
The stakes here aren’t just about polish. Compliance requirements from the FCC, ADA, WCAG, Ofcom, and the European Accessibility Act mean substandard captions are a legal and business risk, not just a quality issue. A rejected caption file means a missed launch date and rework that eats into budget better spent on content itself. Captivate Post Plus is built for exactly that handoff point, when content leaves post-production and has to be ready for whatever platform it’s headed to.
