
TV drama
City of Glass
S02 / E11/00:41:18
Media, streaming & broadcast
Search across shows, films, episodes, serials and archives using natural language. LuminaCore AI returns exact, time-coded moments with source context.
Library Search
Illustrative
Natural-language search across shows, films, episodes and archives
The catalog problem
Traditional media search depends on filenames, metadata, transcripts and people who remember where the footage lives.
“Find every kitchen confrontation in House of Mercer about the wedding.”
Archive search trail
Episode 276
NO MATCH
houseOfMercer_S03_E276_MASTER.mxf
Episode 276“...the family will arrive tomorrow...”
Episode 283
WRONG CONTEXT
houseOfMercer_S03_E283_PROXY.mov
Episode 283“...we have not discussed the wedding...”
Episode 287
POSSIBLE MATCH
houseOfMercer_S03_E287_ARCHIVE.mp4
Episode 287“...this wedding cannot happen...”
Open. Scrub. Read. Reject. Repeat.
One query
Find every kitchen confrontation in House of Mercer about the wedding.
House of Mercer
3 matching moments
Speech/On-screen text/Visual context/Entities
00:12:04Episode 287
00:12:04
“...this wedding cannot happen...”
00:28:51Episode 291
00:28:51
“...you knew about the wedding before we did...”
00:41:19Episode 304
00:41:19
“...after everything that happened at the wedding...”
Search the catalog
Search by what was said, shown, written on screen or who appeared across shows, films, episodes and archive footage.
Natural-language search
Find every scene shot in heavy rain at night.

TV drama
City of Glass
S02 / E11/00:41:18

TV drama
Northline
S04 / E06/00:22:07

Feature film
The Long Road Home
Feature/01:07:44
Long-running series
Find characters, conversations and story moments across an entire series without opening episodes one by one.
House of Mercer
500+ episodes. One searchable story.
Episodes 001 through 500+
One question across the series
Find every time Claire tells Daniel she knew about the contract.
001
080
00:18:22Episode 143
“...I knew about the contract before you signed...”
200
00:31:08Episode 218
“...Daniel, I told you I already knew...”
300
00:09:47Episode 366
“...the contract was never a secret to me...”
420
00:42:16Episode 451
“...Claire said she knew. She said it again...”
500+
From discovery to delivery
Move from an exact source moment to clips, briefs and localized content without starting the workflow over.
Found source moment
00:38:14Library Search
“Find the scene where the mayor faces reporters after leaving the inquiry hearing.”
City of Glass
S02 / E06/00:38:14
Open source → Clip Studio
Clip Studio
Trim the source-linked moment, set the in and out range, and prepare an export-ready clip.
Clip Studio
Illustrative interfaceCityOfGlass_S02E06.mp4 / Preview, reorder, trim, and export selected moments
PREVIEW
SEQUENCE
4 clips. Drag the handle to reorder. Click a clip to preview.

CityOfGlass_S02E06...
38:00 - 38:04
The mayor walks through the civic lobby.

CityOfGlass_S02E06...
38:04 - 38:08
Cameras move into frame as he approaches.

CityOfGlass_S02E06...
38:08 - 38:12
A photographer documents the arrival.

CityOfGlass_S02E06...
38:14 - 38:18
Reporters surround him with phones and cameras.
Activated outputs
Put more of your existing catalog back into active use.

City of Glass
Promo
Editorial / promo cut

City of Glass / S02 E06 / 00:38:14
Editorial
Editorial sequence

9:16
Social
Vertical cut

ARCHIVE PACKAGE
CITY OF GLASS
S02 / E06 / 00:38:14
Scene: Lobby press scrum
Archive package
Metadata / archival package
Localize
Move the same asset into localized subtitle delivery for additional markets.
Localized delivery
Illustrative interfaceCityOfGlass_S02E06.mp4
PREVIEW
38:14 / 42:06The inquiry deserves a public answer.
SUBTITLES
Synchronized captions. Same timing across outputs.
The inquiry deserves a public answer.
The inquiry deserves a public answer.
Reporters close in with phones and cameras.
He answers questions as the scrum tightens.
Brief
A concise review surface from the same source moment.
Briefs
Illustrative interfaceCity of Glass
S02 / E06 / 00:38:14
The mayor is stopped by reporters in the civic lobby after leaving the inquiry hearing, answering questions on camera.
Open source
Archive & editorial
Search years of broadcasts, interviews and program footage by meaning. Then jump directly to the exact source moment.
Institutional archive
Years of footage / one editorial question
2014 through 2026
2014
2017
2019
2021
2023
2026





00:14:22THE LAST SHOWING
Production interview
2017 / 00:14:22



00:08:41FESTIVAL DESK
Director interview
2019 / 00:08:41





00:21:06LATE CALL
Retrospective
2023 / 00:21:06


00:12:55ARCHIVE SPECIAL
10 years later
2026 / 00:12:55
One editorial question across the archive
00:08:41Source verification
2019 / FESTIVAL DESK
2019-09-18/Archive_2841/00:08:41
“...we actually filmed the ending three different ways before choosing the final version.”
Selected sources
Editorial package
3 source moments selected
Selected for retrospective
One editorial question across the archive
2017
00:14:22THE LAST SHOWING
Production interview
2017-03-14 / Archive_1194
2019
00:08:41FESTIVAL DESK
Director interview
2019-09-18 / Archive_2841
2023
00:21:06LATE CALL
Retrospective
2023-11-02 / Archive_4518
2026
00:12:55ARCHIVE SPECIAL
10 years later
2026-01-22 / Archive_6203
00:08:41Source verification
2019 / FESTIVAL DESK
“...we actually filmed the ending three different ways before choosing the final version.”
Selected sources
3 source moments selected / editorial package
Video intelligence for media & entertainment
LuminaCore AI understands stories, characters, scenes, dialogue, visual context, entities and structure across recorded catalogs and continuous video - then makes every relevant moment searchable, verifiable and usable.
01 / Ingest
Bring every source into a customer-controlled environment. LuminaCore AI ingests video, audio and text / metadata without forcing media teams into a new content workflow.
All video signals ? one time-aligned record
Aligned at 00:22:14
Video
Audio
Text / metadata
Time-aligned video intelligence
Sources and systems
Shows / Films / Episodes / Serials / Broadcast archives / TV channels / Live events / Livestreams / Online video / MAM / DAM / CMS / archive systems
Deployment
Content can remain inside the customer-controlled environment.
Private VPC / On-premise / Controlled environments
02 / Build the Content DNA
DHRUV aligns what is seen, said, shown and happening across time, building a structured Content DNA that stays connected to the original video.
THE LAST SHOWING
00:14:22 / source-aligned timeline
Current moment
Intelligence for 00:14:22
Visual
Director mid-explanation / gesture emphasis
Language
"...we changed the ending after the first screening..."
Entities
Director / ending / first screening
Story
Turning point / creative revision
Theme / mood
Process / uncertainty resolving into decision
Scene / Time
Interview mid / close framing / 00:14:22
Content DNA extraction
CONTENT DNA
Visual · Language · Entities · Story · Theme · Mood · Scenes · Time
A structured, time-aligned representation of the intelligence inside each moment.
Across the title
Story-Aware AI Models
Go beyond metadata tags. LuminaCore AI models story structure, characters, emotion, genre, pacing and topical risk across long-form media.
Content intelligence
Person / Face Search
Find people by appearance across titles, episodes and archives.
Object & Brand Detection
Detect products, logos and brand-visible moments inside the frame.
Entity Recognition
Identify named entities and recurring references across long-form content.
Topic Detection
Surface topical themes and subject matter at the moment level.
Multi-Signal Search
Combine visual action and spoken dialogue in the same query.
Genre & Theme Retrieval
Retrieve by genre, theme and editorial context beyond simple tags.
Synopsis / Brief Generation
Generate scene and program-level synopsis and brief outputs.
Language intelligence
Dialogue Search
Search spoken dialogue and return source-linked moments.
Dialogue / speech understanding
Understand spoken content in context across the timeline.
Multilingual Understanding
Interpret meaning across languages without language-bound search.
Multilingual transcription
Produce time-aligned transcription across supported languages.
Translation
Translate dialogue and speech-derived text for downstream workflows.
Cross-language search
Query in one language and retrieve matching moments across others.
Speaker context
Preserve speaker and conversational context around retrieved moments.
Story intelligence
Emotional Arc Prediction
Maps the emotional progression of a scene, episode, program or story.
Narrative Segmentation
Identifies story structure, sections, scene changes, turning points and meaningful narrative boundaries.
Character Modeling & Relationships
Tracks characters / people and the relationships and interactions between them across content.
Genre, Theme & Mood Classification
Understands genre, themes, mood and editorial context beyond simple metadata tags.
Scene Pacing Analysis
Analyzes scene rhythm, intensity and pacing across the timeline.
Compliance & Topic Detection
Identifies relevant topics, sensitive content and compliance-related signals for review workflows.
Structured intelligence → Source-linked retrieval
03 / Retrieve
Because the intelligence is structured and aligned to time, SHAKTI can retrieve the exact source moment across titles, episodes, archives and continuous sources.
Search modes
Natural-language search / Semantic retrieval / Multi-signal search / Cross-title search / Cross-episode search / Archive search / Live / continuous-source search
What you get back
Ranked moments / Exact timestamps / Source frame / Source context / Transcript / Why it matched / Open source
Ranked retrieval
Where does the director explain why the ending changed?
00:14:22Ranked moment
THE LAST SHOWING
Director interview
00:14:22
"...we changed the ending after the first screening..."
Source-linked verification
04 / Activate
Activate the same Content DNA in LuminaCore AI features or as structured, source-linked metadata for your own systems.
LuminaCore AI features
Library Search
Natural-language search across indexed titles, episodes and archives.
Moments
Ranked, time-coded moments with source context for review.
Briefs
Scene and program-level brief outputs for editorial teams.
Clip Studio
Assemble source-linked sequences from retrieved moments.
Multilingual Delivery
Transcription, translation and cross-language activation.
Enterprise outputs
Structured metadata
Scene, entity, topic and time-coded metadata for your systems.
Reusable clips
Source-linked clip packages ready for editorial reuse.
Preview clips
Identify relevant frames and moments for preview workflows.
Editorial packages
Grouped outputs for programming, promo and operations teams.
Alerts
Signal topical or compliance-relevant moments for review.
Enterprise APIs
Connect intelligence into internal applications and services.
Downstream media workflows
Feed MAM, CMS and archive systems without relocating the library.
Structured metadata
Intelligence can be represented as structured, time-coded, source-linked metadata for downstream systems and workflows. LuminaCore AI does not automatically publish content.
Powers Metadata enrichment / Search / Discovery / Editorial workflows / Clip creation / Preview clips / Localization / Briefs / Alerts / Content operations / Enterprise APIs / Thumbnails & preview clips
DHRUV understands the video. SHAKTI turns that understanding into action.
Live + Archive
Bring recorded catalogs and selected continuous video sources into the same searchable intelligence layer - so teams can retrieve history, monitor current coverage and verify every result at the source.
Archive / History
Years of recorded video

2019
Festival Desk

2021
Studio interview

2023
Late Call

2025
Broadcast segment

2026
Retrospective
Archive query
Show every interview where this director discussed the original ending.

Festival Desk
2019/00:08:41

Late Call
2023/00:12:06

Retrospective
2026/00:03:22
Live / Now
Selected continuous sources
Monitor: Northline Energy
Studio feed
World Desk
Studio broadcast

Live event
Market Live
Live event

Online video
Online Stream
Selected livestream source
New match
Selected continuous monitoring
World Desk
14:32:18
...Northline Energy confirmed the acquisition this afternoon...
Signals
SpeechOn-screen textVisual contextEntitiesArchive
Years of recorded video

2019

2021

2023

2025

2026
Show every interview where this director discussed the original ending.

Festival Desk
2019 / 00:08:41

Late Call
2023 / 00:12:06

Retrospective
2026 / 00:03:22
Live / now
Selected continuous sources
Monitor: Northline Energy

World Desk

Market Live

Online Stream
New match
World Desk 14:32:18
...Northline Energy confirmed the acquisition this afternoon...
Years of recorded video
SHAKTI
Powered by DHRUV
Live / continuous sources
Shared outputs
SearchAlertsMomentsBriefsClipsStructured metadataPilot evaluation
LuminaCore AI completed a 20-query retrieval evaluation for a global AI-media group of roughly $2B, whose catalog spans more than 12,000 titles.
8 evaluation scenarios
Multi-signal retrieval
Visual action + spoken dialogue in the same query.
Person recognition
Fine-tuned on the group's own cast.
20
Test queries
372
Time-coded results
~180ms
Median search response
Pilot evaluation

Connect & deploy
Use LuminaCore AI directly or integrate enterprise video intelligence into the systems your teams already use.
Existing media systems
Example source
Archive_2841
Director interview / 00:08:41
Video / library content
SHAKTI
Enterprise video intelligence platform
Powered by DHRUV
Structured, searchable, source-linked intelligence
Intelligence / outputs
Your workflows
Same intelligence
Existing media systems
Archive_2841 / Director interview / 00:08:41
SHAKTI
Enterprise video intelligence platform
Powered by DHRUV
Your workflows
Deployment
Deploy the intelligence layer where your enterprise environment requires it.
Private VPC / On-premise / Controlled environments
Your catalog is already valuable
See how LuminaCore AI can turn your existing video library into searchable, source-linked intelligence for your teams and systems.