Custom AI agents
We build AI agents for small teams, from video editing to operations checks. We run a real sample first. If the result meets your standard, we agree the scope and price.
Delivered: 3 drama series · 61 episodes → 28 vertical clips
Choose an existing service package, or tell us what you need built.
Send us an episode and a style reference. We select the moments, edit the clips, add captions and review every video.
Watch the samplesIndependent editing showcase · Source: Sonia Shenoy Podcast, CC BY. Credits on the clips page.
Have a custom project in mind? Let’s talk.
The usual wayCut by length, or hunt for highlights one episode at a time.
The extra step we takeGroup neighbouring episodes into one complete conflict, plan two different openings for each, and do Chinese and English subtitles in the same pass.
The usual wayAn auto-clipper cuts on timestamps and stops mid-sentence.
The extra step we takePick a complete point that makes sense on its own, end it before the pitch, and watch every clip ourselves before it goes out.
The usual wayA script that breaks the first time the format changes, and nobody maintains it.
The extra step we takeAn agent checks each device against your rules, keeps a screenshot for every finding and hands anything unusual to a person.
A short-drama client sent us three series and their subtitles. Three days later they had the first batch of vertical clips, cut along story beats, with Chinese and English subtitles and music planned scene by scene.
Sixty-one episodes to watch from the top, story beats to find, subtitles to check line by line. When the next drama arrives, it starts again at episode one.
For each story arc, we prepared two cut plans with different openings. Your team can test the resulting clips with its audience and use the response to guide the next batch. Chinese and English subtitles are done in the same pass.
Excerpts from delivered clips, muted and looping. Each label is the plan name the pipeline gave that cut.
Working with film or game footage? Send a short source clip and a reference. We’ll confirm the sample scope and quote by email.
One frame per second, described in plain language.
Subtitles and frames together turn each episode into story scenes.
She walks into the room; the camera cuts between her entrance, the others' reactions and the seating.
Adjacent episodes become one complete arc with a set amount of footage.
Private pressure in the first half, a public workplace takeover in the second, split at the appointment.
Two cuts per arc, each with its hook, length and trade-offs written down.
Open on the drinking-game dare and compress the setup; keep the hallway warning; end on her talking herself down.
Cut to plan, add bilingual subtitles and segment music, then review each clip by hand.
Series footage belongs to its rights holders. This page shows excerpts of pipeline output only.
An agent works in the dashboards you already use, checking devices against your rules and keeping evidence for each finding.
Someone signs in, opens the same pages, checks the same devices and saves screenshots by hand. A missed check can be hard to trace.
Your team gets a list of exceptions with screenshots and reasons. People handle the follow-up instead of repeating the same clicks.
Illustrated workflow based on a real project. Device names are simplified. People handle the follow-up.
See how the inspection worksTask: check device status and record exceptions.
Action: open the business dashboard
Review device status against agreed criteria.
Open the dashboard and locate the device list.
The agent starts a task in the existing dashboard.
01 / Agent opens the dashboard
Acceptance criteria written down first, automated checks next, and a person who signs off on every delivery. Your style and recurring requirements are recorded, so the next batch starts with what we’ve already learned.
Goals, scope and acceptance criteria, in writing.
A first sample before anything scales.
The steps that run the same way each time.
Automated checks, then a person.
Handover, support and agreed changes.
Refine based on test results
One clear deliverable at a fixed price. Start with the podcast first-episode pack.
Regular batches on your schedule, or help when your queue overflows.
We automate a recurring task inside your workflow. We prove it on a real sample first, then deploy it and hand it over running.
First-episode pack
Use one episode to assess the editing style and delivery quality before deciding on an ongoing arrangement.
$99USD
First order only. No monthly contract.
Branded captions · Audio cleanup · Human review
Share a YouTube or Drive link and your brand fonts / colors, or a clip whose style we can match.
9:16 MP4 files with branded captions and leveled audio. Review copies come first; final files have no review watermark.
Adjust the opening hook, trim the cut or refine the caption style. Send your feedback in one round.
We confirm the brief and start date by email, then send watermarked review versions. Once you approve the clips, pay $99 and we’ll deliver the final files without a review watermark.
Send an episodeNo mail app? Email us at
Expert Engineer
I deliver end-to-end deep learning and big data systems.
Systems Engineer
I deliver AI agent systems you can measure.