MCP integrationsPrivate MCP Integrations
A safe, audited bridge between your internal systems and your AI tools — so agents can act on real data without a blank cheque.
Inventory → Scope → Operate
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Video Analysis Pipelines
Structured insight pulled out of video at scale — site walkthroughs, recorded footage, whole media libraries.
- Time to value
- Archive processed and searchable in 3–5 weeks.
- Deployment
- Can run fully on your infrastructure
- Category
- Cloud, Integration & AI Infrastructure
The manual version of thisInvictt AI layer
Segment
Understand
Extract
Index
Once it's AI-assisted01/The problem
A four-hour site walkthrough contains a handful of minutes that matter. Finding them by scrubbing is not a process, and nobody does it twice.
02/How it works
The operating model
What enters, what the system does with it, and what reaches you.
System
Segment
Scene and keyframe detection reduces hours of footage to the moments where something actually changes.
System
Understand
Vision-language models describe what is in each segment, combined with audio transcription so speech and image are searchable together.
System
Extract
Whatever your domain needs as structured fields — assets seen, conditions observed, safety events, people counts.
Outcome
Index
Natural-language search across the archive that returns the exact timestamp, not the file.
Read the detail behind each stage
01
Segment
Scene and keyframe detection reduces hours of footage to the moments where something actually changes.
02
Understand
Vision-language models describe what is in each segment, combined with audio transcription so speech and image are searchable together.
03
Extract
Whatever your domain needs as structured fields — assets seen, conditions observed, safety events, people counts.
04
Index
Natural-language search across the archive that returns the exact timestamp, not the file.
03/What's included
What you actually receive
Concrete deliverables, not a statement of intent.
Scene segmentation and keyframe extraction
Combined visual and audio understanding per segment
Domain-specific structured field extraction
Natural-language search returning exact timestamps
Automated highlight and summary reel generation
On-prem GPU deployment for confidential footage
Built with
- Vision-language models
- FFmpeg
- Whisper
- Vector search
- GPU batch
Tooling is chosen per engagement. This is what this kind of build typically uses, not a fixed stack we sell.
04/Also in this category
Cloud, Integration & AI Infrastructure
What lets everything above run safely, and keep running.
ConnectSecureScale
MCP integrations
Cloud deploymentCloud-Based AI Deployment
Managed model hosting, frontier API integration, and hybrid architectures that use the cloud where it is the right answer and keep the sensitive parts on-prem where it is not.
Classify the workload → Integrate behind an abstraction → Control cost and exposure
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Content generationAI Content Generation
Text and image production pipelines that hold your brand's voice across real volume.
Encode the voice → Ground the facts → Review
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Is this the problem you have?
Tell us what it looks like at your end. We will say honestly whether this is the right fit — including when it is not.