PUCK

PUCK.

AI-powered media intelligence that transforms raw footage into a structured, searchable, editorially-aware knowledge base.

The one thing no computer will ever replicate is human creativity. The instinct for story, the feel for a moment, the editorial judgement that turns footage into something people care about. PUCK takes everything else off the table.

Whether you're producing documentaries, running live events, powering newsrooms, or managing content at scale. PUCK takes the heavy lifting and gives your people the one thing no amount of talent can buy: time.

Time to think. Time to be creative. Time to tell the story properly.

Live in Production
pipeline monitor

PUCK doesn't replace your team.
It gives them superpowers.

Between footage capture and the first creative decision, there are days, sometimes weeks, of grinding administrative work. Logging, transcribing, tagging, reviewing, organising. Essential work. But not creative work.

Without PUCK

Days or weeks of manual footage logging before editing begins

Assistant editors exhausted by admin before they reach creative work

Great moments buried in hours of unreviewed footage

Every new production starts from zero with no institutional memory

Content created channel by channel, each requiring separate passes

With PUCK

Searchable, annotated knowledge base delivered within hours

Editors start cutting with full context on day one

Every significant moment found, ranked, and contextualised automatically

A compounding database that recognises recurring talent, locations, and assets

One ingest feeds every downstream channel simultaneously

"We ran 27 hours of footage through PUCK overnight. By morning, every team member was fully across every frame. That's PUCKing magic."

Three domains.
One intelligence.

PUCK operates across the entire media lifecycle, from the moment footage lands on storage to the moment content reaches your audience.

Post-Production Intelligence

Transcribes all dialogue, analyses every frame across three AI tiers, tracks people and objects across entire productions, and synthesises everything into structured editorial output. Footage is ground truth. PUCK discovers the story from the material itself.

TranscriptsVisual AnalysisEntity TrackingPremiere Export

Live Event & Sports Production

Integrates external data sources (fight results, match statistics, competitor records) and uses multi-channel audio corroboration to surface genuine highlights. Four independent audio channels must agree before a moment is flagged.

HighlightsHit DetectionAuto ArticlesBroadcast

Content Publishing & Distribution

The same knowledge base that powers editorial decisions feeds directly into publication workflows. Website updates, social posts, ad creative, LinkedIn content, live broadcast graphics. All generated from a single source of truth.

SocialWebAdsBroadcast Graphics

One pipeline. Every workflow.

Footage goes in. A complete knowledge base comes out: transcripts, visual analysis, entity maps, editorial digests, highlight packages, draft content, and export-ready timelines. Every team member fully across every frame, without watching a single minute.

Documentary

Multi-Day Shoot

e.g. 6-day shoot, 27+ hours of footage, multiple locations and crew

Traditionally, the team waits days, sometimes weeks, before editing can begin. An assistant editor watches every clip, takes notes, builds bins, logs timecodes. Only then can the editor start making creative decisions.

DAY 1
✓ Digest ready 06:00
DAY 2
✓ Digest ready 06:00
DAY 3
✓ Digest ready 06:00
DAY 4
✓ Digest ready 06:00
DAY 5
✓ Digest ready 06:00
DAY 6
✓ Digest ready 06:00
Footage captured
Processed overnight

With PUCK, footage lands on the NAS at the end of each shoot day and the pipeline runs overnight. By the next morning, every clip is transcribed, visually analysed, and tagged. People are tracked across days and locations. A structured editorial digest, delivered as a PDF, gives every team member a complete picture of what was shot, what the standout moments are, who appeared where, and what the emerging narrative threads look like. The editor, the producer, the director, the social team. Everyone reads the digest over coffee and is fully across 27 hours of footage in minutes, without watching a single frame.

The editor opens Premiere to find sequences already built, media linked, and the best moments flagged with editorial context. They start cutting with more insight than any human team could have assembled in a week.

TranscriptsEditorial DigestsEntity MapsPremiere SequencesHighlight SelectsSearchable Database

Live Sports

Race Weekend Broadcast

e.g. Formula 1: practice, qualifying, race day across a full weekend

A single F1 race weekend generates a staggering volume of content. Onboard cameras, pit lane footage, team radio, press conferences, fan reactions, podium celebrations. All spread across three days. Traditionally, media, marketing, and social teams work in parallel silos, each scrubbing through hours of footage.

RACE WEEKEND FOOTAGE
PUCK PIPELINE
Highlights
Package
Race
Articles
Social
Per Platform
Driver
Story Arcs
Sponsor
Content

PUCK ingests the entire weekend as a single production. The multi-channel audio corroboration system identifies key moments. The overtake into Turn 1, the pit stop that changed the race, the radio message that told the story of a driver's frustration. Vision analysis finds the reaction shots, the team celebrations, the split-second near-miss.

From that single ingest, PUCK generates layered content across every channel simultaneously: a ranked highlight package ready for broadcast; sports-style race articles with career statistics and context; short-form social clips optimised per platform (the decisive overtake for X, a carousel of the top 5 moments for Instagram, a behind-the-scenes narrative for TikTok); a long-form race review for YouTube; a single-driver story arc following their weekend from P15 on Friday to a podium on Sunday; LinkedIn posts for sponsors linking real moments to brand activations; and website results pages updated with data, imagery, and editorial context.

Every team gets a massive head start, working from the same knowledge base, with consistent data and editorial context across every touchpoint.

Highlight PackagesRace ArticlesSocial PostsDriver Story ArcsYouTube Long-FormSponsor ContentWebsite UpdatesBroadcast GraphicsTikTok ClipsInstagram Carousels

News & Media

Digital Newsroom

e.g. a modern newsroom producing video-first journalism across broadcast, web, and social, daily

A modern newsroom never stops. Field crews file footage from multiple stories simultaneously. Correspondents send interview rushes from three time zones. A breaking story needs a package for the evening bulletin, a web cut, social clips, and a push notification, all within the hour.

Breaking: FieldLIVE
3 clips ingested // transcript ready, 2 persons ID'd, brief generating
Investigation Ep.4READY
40hrs processed // full digest, 23 entities, cross-referenced
Berlin BureauPROC
Interview rushes // transcription done, vision running
Entity RegistryACTIVE
PM: 847Min. Finance: 312Westminster: 1.2k+2,340 more

PUCK sits at the centre of the operation as a persistent intelligence layer. Every piece of footage that enters the newsroom, whether it's a two-minute phone clip from a breaking scene or a full day's rushes from an embedded correspondent, is ingested, transcribed, visually analysed, and added to a searchable archive that spans every story the newsroom has ever covered.

For breaking news, PUCK delivers a structured brief within minutes: who is in the frame, what's being said, what the most significant visual moments are, and draft copy for web and social, ready for the desk to verify, sharpen, and publish. The social team gets platform-native cuts. The web team gets an article draft with embedded video markers.

For longer-form work, the compounding database is transformative. That forty-hour investigation backlog? PUCK processes it overnight. By morning, the team has a complete knowledge base: every interview transcribed and cross-referenced, every person tracked, every recurring detail mapped. The journalist can search every word ever spoken on camera and find the exact frame where the document was visible on screen. In seconds, not days.

The entity registry means the newsroom builds institutional memory. A politician from last year's story is recognised automatically in today's footage. A location from an earlier investigation is flagged when it appears again. The archive doesn't just store footage. It understands it.

Breaking BriefsBulletin PackagesWeb ArticlesSocial CutsInvestigation LogsCross-Story SearchEntity RegistryArchive IntelligenceSource Tracking

One ingest. Ten content streams. Zero humans watching footage on fast-forward. What the PUCK.

Seven phases. One pipeline.

Each phase builds on the previous. The system tracks completion automatically. Processing can be paused, resumed, and monitored from any device.

01

Ingest

Footage is scanned from network storage, catalogued with technical metadata, and registered in the database.

NAS scanAuto-catalogueDB registration
02

Audio

Audio is extracted, screened for speech via Voice Activity Detection, and transcribed with full-text search indexing.

WhisperXSilero VADSpeaker diarisation
03

Metadata

Technical metadata is probed (timecodes, creation timestamps) and 1080p proxies are generated for fast local processing.

FFprobeNVENC proxiesTimecode extraction
04

Analysis

Clips are classified by content type: interview, action, B-roll, drone. A per-second structural scan extracts face counts, motion levels, shot types, and scene boundaries.

OpenCVYOLOv8/v9Scene detection
05

Extraction

Frames extracted at density matching content: dense for fast action, sparse for static interviews, audio-driven for dialogue.

Adaptive samplingAudio-drivenPermanent archive
06

Vision

Three-tier visual analysis: a local model describes every frame; a frame curator scores each against signals; only 10-25% flagged as editorially significant reach premium AI.

Qwen2.5-VLFrame curatorClaude Vision
07

Synthesis

All data unified into multicam timelines, entity-aware block summaries, editorial digests, and export-ready Premiere Pro projects.

Premiere XMLEditorial digestsAuto-publish

Tiered vision architecture

Every frame gets seen. Every moment gets scored. Only the editorially significant ones get deep analysis. Nothing is missed, and the output is ready in hours, not weeks.

100%

Structural Scan

Every second of footage analysed instantly. Face detection, motion, shot classification, scene boundaries.

Instant
100%

AI Descriptions

Natural language descriptions of every extracted frame. Full visual understanding across the entire production.

Every Frame
10-25%

Editorial Intelligence

Only frames crossing editorial significance (reaction shots, emotional shifts, decisive moments) receive deep storytelling-level interpretation.

Structural
Local AI
Editorial AI

Same budget. 10x faster. 5x the output. That's PUCKing clever.

Not automation.
Augmentation.

The result is not fewer people. It is the same people doing better work, faster, with more insight and more creative freedom than they have ever had.

What PUCK DeliversWhat Your Team Creates

Transcribes Every Word

Surfaces key conversations, flags emotional peaks, maps who said what and when

Focuses on Story

Finds the moments that serve the narrative, already knowing where they are

Analyses Every Frame

Presents an editorial brief: reaction shots, energy shifts, visual turning points

Discovers Hidden Shots

Builds sequences from a position of insight, using shots they never knew existed

Tracks People & Objects

Delivers structured cast and entity maps: who appears where, how often, alongside whom

Shapes the Narrative

Makes editorial decisions about whose story to tell and how to structure it

Ranks Key Moments

Delivers highlight packages with editorial rationale for each moment

Crafts the Reel

Chooses pacing, music, and narrative arc with full creative control

Generates Draft Content

Articles, social posts, website content, ad copy, shaped to each platform

Adds Voice & Judgement

Reviews, refines, adds editorial voice, and publishes

Built for production

PUCK is designed for any team that works with footage at scale.

Documentary & Factual TV

Footage logging in hours not weeks. Searchable knowledge base across multi-day shoots. Entity tracking across series.

Live Sports & Events

Real-time highlight detection. Automated articles and results pages. Post-event content packages.

News & Current Affairs

Rapid processing of field footage. Automated rough-cut assembly. Cross-referencing across stories.

Corporate & Brand

Photo and video library management at scale. Automatic tagging, categorisation, and content generation.

Broadcast Operations

Statistical overlays, graphics data, and narrative context injected into live production.

Sports Leagues

Season-long tracking. Automated website and social presence. Sponsorship activation material.

Post-Production Houses

Client deliverables accelerated. Assistant editor workload reduced to creative review.

Advertising & Creative

Campaign material from production footage. Platform-optimised ad variants tied to real moments.

Not a concept. Running today.

PUCK is processing real footage for real broadcasts, right now.

Documentary

A five-episode documentary series (27+ hours of footage across 6 shooting days) fully processed with transcripts, visual analysis, entity tracking, editorial digests, and Premiere Pro exports.

Live Events

Multiple NHRL combat robotics livestreams (4+ hours each) processed with multi-channel audio hit detection, automated Top 10 highlights, and sports-style articles.

Road Trip Documentary

A five-day road trip documentary processed through vision and editorial synthesis, with entity tracking across locations and days.

Entity Intelligence

A persistent entity registry tracking people, robots, and locations across productions, recognising returning subjects automatically.

Not a concept. Not a pitch deck. Running in production, right now. Oh PUCK, it actually works.

PUCK

Ready to give your team
PUCKing superpowers?

Your team's creativity is irreplaceable. PUCK handles everything that isn't, so they can focus on what matters.

Talk to us about PUCK

Let humans do what only humans can.
Let PUCK do the rest.