a Sagan program ยท currently in private beta

Content Repurposing Agent

The zip lands in your deliverables folder with captioned clips, 4K speaker stills, and platform-specific MP4s (square, vertical, horizontal) carrying your logo and city overlays, ready to attach to the client handoff or send to your social manager.
before

Editor scrubs an hour of keynote to find 3 quotable moments. Manually cuts, captions, and resizes for 5 platforms. Extracts speaker photos one frame at a time. Applies logo and city overlay to each variant. Hands client a single highlight reel. Videographer hours spent. Client receives exactly what the contract specified.

after

Agent transcribes video and surfaces timestamped snippet candidates. Editor picks keepers. Agent cuts, captions, and produces every platform variant with logo and city overlay. Client receives highlight reel plus 15 social clips, 12 speaker stills, and 1 drone panorama. Videographer hours unchanged. Client opens the folder and is impressed before they hit play. Re-booking rate compounds.

video production / media services / event videography / content transformation / video processing / asset generation / OpenRouter / Cloudflare R2 / FFmpeg / Google Workspace /  video production / media services / event videography / content transformation / video processing / asset generation / OpenRouter / Cloudflare R2 / FFmpeg / Google Workspace / 
the problem

One shoot, one deliverable. Your client wants more.

Elite Video wins big contracts with eBay, Walmart Health, and Fortune 500 brands.

01
Editing bottleneck

Finding 3-5 quotable moments in an hour-long keynote means scrubbing the entire video manually.

02
No speaker assets

Clients expect professional stills of presenters. Today that means hiring a photographer or skipping it.

03
Platform work multiplies

One 2-minute reel becomes 5 different aspect ratios, each with logo placement, city overlay, and caption sizing.

the math, if you want to look

Over-deliver without adding hours.

proof 01
Clients see extras they didn't pay for

Folder opens to 15 social clips, 12 speaker stills, and 1 drone panorama alongside the contracted highlight reel. Re-booking rate compounds.

proof 02
Videographer hours stay flat

No new editing work. The agent handles transcription, frame analysis, cutting, captioning, resizing, and file output. Your team reviews and picks.

proof 03
Social media manager gets fed

One shoot produces a month of ready-to-post content across every platform. No more scrambling for Elite Video's own social presence.

proof 04
Brand consistency scales

Logo placement, city overlays, caption styling, and aspect ratios are locked once. Every output carries Elite's look across 6 operational markets.

The agent transcribes your video, surfaces timestamped clip candidates matching your context prompt, and lets you pick the keepers. It extracts centered 4K speaker stills from event footage. It shortens finished reels into 15-second social cuts. Then it produces every platform variant (Instagram square, TikTok vertical, LinkedIn horizontal, YouTube) with your logo, city name overlay, and platform-specific captions. One zip lands in your deliverables folder with finished MP4s and JPGs ready to attach to the client handoff or send to your social manager.

how it works

From raw footage to finished derivatives in one workflow.

Pick a stream, upload your video, set your preferences, and let the agent handle the heavy lifting.

step 01
Upload and pick a stream

Point to a long-form keynote, finished highlight reel, or event footage. Choose which stream you want: keynote snippets, speaker stills, long-to-short social cuts, or variations only.

step 02
Give context (where needed)

For the snippet stream, tell the agent what you're looking for: 'moments about team collaboration' or 'technical breakthroughs.' The agent transcribes the audio and suggests timestamped candidates.

step 03
Review and pick

Flip through candidate clips or stills like a review board. Keep the ones that work. Kill the rest. The agent shows you timestamps and preview thumbnails so you know exactly what you're approving.

step 04
Agent produces variants

Once you pick, the agent cuts, captions, resizes, and burns in your logo and city overlay. Instagram 1:1, TikTok 9:16, LinkedIn 16:9, YouTube 16:9. All platform-specific caption sizing baked in.

step 05
Download your zip

One click. Finished MP4s and JPGs in every format, named and ready to drop into your client's deliverables folder or hand to your social media manager.

ai agent · estimator console inputs transform outputs public preview
inputs
Long-form event video +

Keynote, interview, behind-the-scenes recording, or finished highlight reel (MP4, MOV, or URL to Google Drive / Frame.io).

Context prompt +

For the snippet stream: 'moments about team collaboration' or 'technical breakthroughs.' Mandatory for clip selection; optional for other streams.

Platform and format preferences +

Which platforms you want (Instagram, TikTok, LinkedIn, YouTube). Which cities get overlays (Phoenix, Tampa, Orlando, etc.).

Elite branding assets +

Logo files, color palette, font, and per-city overlay styling (provided once during setup).

transformation
Transcribe audio +

Whisper converts speech to timestamped text. Enables snippet selection and caption generation.

Analyze frames +

SoTA video-native model samples frames, detects subjects, identifies visually compelling moments and speaker faces.

Select candidates +

For snippets: text reasoning over transcript matches user prompt to quotable moments. For stills: face detection clusters speakers and suggests centered frames. For long-to-short: video reasoning identifies visual rhythm and cuts.

Human review and pick +

Editor reviews timestamped candidates and selects keepers. Agent does not auto-publish.

Cut and process +

FFmpeg cuts video to selected moments, normalizes audio, removes background noise, upscales still images to 4K, and re-centers subjects.

Burn captions and branding +

Captions sized per platform. Logo placed in corner. City name overlay applied. All variants rendered in parallel.

Resize for platforms +

Instagram 1:1 square, TikTok 9:16 vertical, LinkedIn 16:9 horizontal, YouTube 16:9. Smart-crop preserves subject framing.

Package and deliver +

All outputs zipped with readable filenames. Ready for client folder or social media manager.

outputs
Captioned video clips (MP4) +

15-second snippets with burned-in captions, normalized audio, and clean background noise removal.

Speaker stills (JPG) +

4K centered photos of presenters and key moments, upscaled and re-rendered for professional quality.

Platform-specific variants (MP4) +

Same master clip in 4 aspect ratios: Instagram 1:1, TikTok 9:16, LinkedIn 16:9, YouTube 16:9. Each with logo, city overlay, and platform-appropriate caption sizing.

Downloadable zip +

All approved outputs in every chosen format, named for scanability, ready to attach to client deliverables or hand to social media manager.

draft ready for estimator review _
tech used
OpenRouter Whisper transcriptionOpenRouter SoTA video reasoningFFmpeg video processingCloudflare R2 object storageReal-ESRGAN image upscaling
tool alternatives
Alternative video processing: local FFmpeg or cloud-based video APIAlternative transcription: direct Whisper API or other ASR serviceAlternative image upscaling: classical CV approach or multimodal image-edit model
honest qualification

Is this for you?

built for you if
  • + Video production companies with event clients - Corporate events, conferences, brand activations, and live streams where one shoot produces multiple derivative deliverables.
  • + Teams with editors and a social media manager - The agent is a force multiplier for existing roles, not a replacement. Editors review and pick. Social managers feed the content firehose.
  • + Companies operating in multiple cities or markets - City overlays and localized branding variants compound value when you have regional production teams or location-specific client deliverables.
  • + Shops that want to over-deliver without adding hours - The flywheel works when client satisfaction and re-booking rates matter more than per-project margin.
not for you if
  • - Wedding videographers or single-operator shops - The agent assumes a team with an editor and a social media manager. Solo operators will find the review-and-pick workflow adds friction, not speed.
  • - Shops that need auto-publish or hands-off posting - Human review is mandatory before any output ships. The agent produces files; it does not post to social media or send to clients automatically.
  • - Projects requiring editable output files - Outputs are finished MP4s and JPGs, not editable project files. If you need to hand off to a client's in-house editor, this is not the tool.
  • - Teams without a clear content strategy - The agent produces a firehose. A social media professional should own the lane and posting schedule. The agent supports them; it does not replace strategy.
pricing

Scoped build plus usage-based runs.

to build

The agent is custom-built for your production workflow, branding, and city overlays. You pay for the build once. Then you pay per run: transcription, frame analysis, video processing, and file storage are metered by input duration and output volume.

then
  • Build cost covers setup, integration with your Google Workspace domain, and tuning the snippet and stills streams against your real footage.
  • Per-run cost scales with video duration (longer transcription and frame analysis) and output count (more variants = more FFmpeg work).
  • Typical run: 1-hour keynote, 5 snippet picks, 3 speaker stills, 4 platform variants per output. Expect processing time in the 5-15 minute range depending on video resolution and output count.
  • Storage is metered: input video, intermediate artifacts, and final zips live in object storage. Cleanup is automatic after 30 days.
FAQ
How does the agent know which moments to pull from a long keynote?

You give the agent a context prompt like 'moments about team collaboration' or 'technical breakthroughs.' The agent transcribes the audio, searches the transcript for matching moments, and surfaces timestamped candidate clips. You review them like a review board, pick the keepers, and the agent produces finished clips with captions and clean audio.

Do you need a photographer to get professional speaker photos from event video?

No. The agent scans video frames, detects speakers and subjects, and suggests several centered 4K stills per person. You pick the ones to ship. The agent re-renders them for cleaner framing and upscales to 4K quality, so they look like professional photos, not video frames.

Will this add hours to my videographer's workload?

No. Your videographer's hours stay flat. The agent handles transcription, frame analysis, cutting, captioning, resizing, and file output. Your team reviews the agent's suggestions and picks the keepers. That's it. No new editing work.

What platforms does the agent resize videos for?

Instagram (1:1 square), TikTok (9:16 vertical), LinkedIn (16:9 horizontal), and YouTube (16:9). The agent produces every variant from a single master clip, applies your logo and city overlay to each, and sizes captions per platform. All finished MP4s land in one downloadable zip.

Can the agent automatically post to social media?

No. The agent produces finished MP4s and JPGs ready to download. You or your social media manager then hand them to your scheduler (Hootsuite, Buffer, Later, or Sprinklr). The agent supports your social strategy; it doesn't replace it.

What if I need to edit the outputs after the agent finishes?

Outputs are finished MP4s and JPGs, not editable project files. If you need to hand off to a client's in-house editor or make changes in your editing suite, this is not the right tool. The agent produces delivery-ready files, not source files.

How long does it take to process a typical video?

A typical run takes 5-15 minutes depending on video resolution and output count. For example: a 1-hour keynote with 5 snippet picks, 3 speaker stills, and 4 platform variants per output. Longer videos and more outputs take longer. You'll see progress updates while the agent works.

Is this built for wedding videographers?

No. This agent assumes a team with an editor and a social media manager. Solo operators or wedding shops will find the review-and-pick workflow adds friction rather than speed. The agent is built for production companies with event clients and multiple team members.

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next step

Ready to over-deliver on every shoot.

Send us your sample assets (a keynote, a highlight reel, and a speaker-footage clip) and we'll build a working prototype in 2 weeks. You'll review it, pick your keepers, and download a zip of finished outputs in every platform format. Then we tune it against your real branding and lock in your city overlays.