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Natural language video search

Argu AI turns hours of camera footage into an AI video search you run in plain English, no timelines to scrub and no pre labeling required.

The difference from a keyword tagged archive is that nothing has to be labeled ahead of time. A search for a behavior, a piece of clothing, or an event nobody anticipated still works, because the system reads the footage itself instead of matching tags set up months earlier. One investigator search covered six hours of footage across fourteen cameras in under eight seconds, the kind of result that separates real video search software from a folder of clips waiting to be scrubbed by hand. City operators use the same query interface to review incidents across a smart city surveillance network.

Key facts:
  • A single written query runs across every connected camera at once, live or archived, over existing RTSP or ONVIF Profile S feeds at 1080p–4K, 15–30 fps.
  • One investigator query covered six hours of footage across fourteen cameras in under eight seconds.
  • No pre-labeling, tagging or model training is needed before a question can be asked.
  • Footage can be retained on an operator-set 30–90 day window, with GDPR Article 15 governing access requests to what was searched or retained.
  • Search results can be exported as a document and sent by email, with redaction available before export.

Homeland-security and critical-facility teams in HLS environments use the same written-query search for incident review, and can apply video redaction before a result leaves the building. The underlying approach is the same one covered in vision agents.

AxisConventional tagged archiveArgu vision-agent search
What triggers a resultAn exact tag match set up in advanceA plain-English description of the behavior, object or event, matched directly against the footage
What a human must watchEvery timeline, scrubbed camera by cameraA returned table of matches across every connected camera at once
Pre-labeling requiredTags, categories or a trained model built before the question can be askedNone — six hours across fourteen cameras returned a result in under eight seconds
Camera / feed compatibilityRequires a VMS with a matching tag schemaExisting RTSP or ONVIF Profile S IP cameras and NVR feeds, 1080p–4K at 15–30 fps, live or archived
What gets retainedTagged clips matching pre-set categories onlyFull searchable footage on an operator-set 30–90 day window, with GDPR Article 15 access-request support
Export pathManual clip stitchingResult exported as a document and sent by email in the same session

What is Natural language video search

Most video review still means dragging a timeline bar across hours of footage, camera by camera, hoping the moment you need is somewhere in the scrub. Argu AI replaces that with a written question. Ask for every blue truck that stayed over 60 minutes yesterday and get a table back. Ask to compare that to Monday and the table grows new columns. Ask for a PDF by email and it goes out. Nothing about the request had to be labeled in advance, which is what separates real AI video search from a tagged archive. The same query runs over existing RTSP or ONVIF Profile S feeds at 1080p to 4K, 15–30 fps, and results can be retained on an operator-set 30–90 day window with GDPR Article 15 governing what a data subject can request to see.

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Open World Query Search

Ask for a behavior, an object, or an event in plain English. No pre training and no tag library are needed before the question can be answered. The same six-hour, fourteen-camera search returned a result in under eight seconds.

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Multi Camera Correlation

A single query runs across every connected camera at once, so an investigator is not repeating the same search feed by feed. Feeds run at 1080p–4K, 15–30 fps, over RTSP or ONVIF Profile S.

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Follow Up Questions on the Same Result

A returned table can be refined with a follow up question, such as comparing the result to a different day, without starting the search over. Retained results stay searchable for the operator's 30–90 day window.

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Exportable Search Results

Search results can be turned into a document and sent by email, so a finding does not live only inside a chat window. Exports can be redacted first under the same GDPR Article 15 framework.

Key Takeaways

These are the core principles that define how Argu approaches every deployment. Our solutions are built to work on your existing infrastructure, require no engineering overhead, and deliver measurable results from day one. Every feature is designed with one goal: giving your team the intelligence to act faster, with more confidence, and without adding complexity.

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AI Video Search Needs No Pre Labeling

Footage does not need to be tagged or categorized in advance. The written query itself is the search index. Feeds run at 1080p to 4K, 15–30 fps.

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Six Hours Searched in Under Eight Seconds

One recorded investigation covered six hours of footage from fourteen cameras and returned a result in under eight seconds.

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Results Refine in Conversation

A follow up question, such as comparing two days, adds columns to the same table instead of starting a new search. Results remain searchable on an operator-set 30–90 day window.

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Built for Forensic Video Review

Investigators searching archived footage for a specific event get a written answer instead of a folder of clips to scrub through. GDPR Article 15 governs what an investigator or subject can request to see.

See it in Action

One written query returns a table of matching vehicles

A follow up question adds a comparison column

Results export to PDF by email on request

How It Works

Ask the question
An investigator types the search in plain English, describing the behavior, object, or event, not a pre built filter. No tag library or model training is required first.
Every camera is searched at once
The query runs across live and archived footage from every connected camera without a separate search per feed. at 1080p–4K resolution over RTSP or ONVIF Profile S.
Results return as a table
Matches come back as a structured table rather than a list of video files to open one by one. the same result set that took under eight seconds on a six-hour, fourteen-camera search.
Refine or export
A follow up question adjusts the same table, or the result can be exported as a document and sent by email. Retained on the operator's 30–90 day window, with redaction available first.
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Product Advantages

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No Pre Labeling Required

Because the system reads footage directly, a search for something nobody anticipated still works on day one. at 1080p–4K over RTSP or ONVIF Profile S.

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Built for Forensic Video Review

An investigator gets a written answer in seconds instead of a shift spent scrubbing timelines across multiple cameras. Six hours across fourteen cameras returns in under eight seconds.

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Conversational Refinement

A result can be compared, filtered, or exported through a follow up question, without rebuilding the search. with results retained for the operator's 30–90 day window.

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Works Across Every Connected Camera

RTSP, IP camera, and NVR feeds are all searchable from the same written query, live or archived. at 15–30 fps, live or archived.

Frequently Asked Questions

What is AI video search?

AI video search lets someone type a plain English question, such as which blue trucks stayed over 60 minutes, and get a table of matching footage back, instead of scrubbing through camera timelines by hand.

Does the footage need to be labeled or tagged first?

No. The system reads the video itself when the question is asked, so a search for a behavior or event that was never anticipated still returns results without any pre labeling.

How is this used for forensic video review?

An investigator can search hours of footage across many cameras with one written query. One recorded case covered six hours of footage from fourteen cameras and returned a result in under eight seconds.

Can I search live cameras and old recordings together?

Yes. The same written query runs across live feeds and archived footage at once, and results can be refined with a follow up question or exported as a document. Retained results stay searchable on an operator-set 30–90 day window.

Will this work with our existing camera system and VMS?

The platform connects to RTSP streams, standard IP cameras, and NVR setups, so existing infrastructure and the current VMS do not need to be replaced to add video search. Feeds are read at 1080p to 4K resolution, 15–30 fps, over RTSP or ONVIF Profile S.

How long does search history and footage stay available?

Footage and search results can be retained together on a 30–90 day window set by the operator's own policy, and GDPR Article 15 governs a data subject's right to request what was recorded or searched.

Can results be redacted before they leave the building?

Yes. Exported results can be redacted before they are sent, using the same redaction step covered on Argu's video redaction page, rather than sending raw footage externally.

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