Engineering, industry, and the future of video search.
Engineering write-ups, industry analysis, and practical guides from the people building speech indexing, OCR extraction, and multimodal search pipelines for real archives.
All articles
Why Video Search Is Still Broken in 2025
Title-and-tag metadata has been the default for 30 years. We explain why it covers maybe 3% of what's in your footage — and what multimodal indexing changes.
Speech Transcription vs Semantic Search: Which One Does Your Archive Need?
Exact transcript search finds what was said verbatim. Semantic search finds what was meant. Here's when to use each.
Indexing a 40,000-Hour Broadcast Archive: What We Learned
We indexed a regional broadcaster's entire digital archive in 72 hours. Here's the ingestion pipeline and the bottlenecks we hit.
On-Screen Text Is the Most Ignored Signal in Video Search
Ticker text, chyrons, overlaid captions, slide content — none of this is captured by speech transcription. We explain how OCR indexing opens a completely separate search layer.
How Video Search Changes the Economics of Legal Discovery
A paralegal billing 140 hours of linear review per matter is the norm. Searchable deposition indexes cut that to targeted review of the segments that actually matter.
Multimodal Embeddings: How Meshora Fuses Audio, Vision, and Text Into One Search Layer
A walkthrough of the embedding architecture that lets you query 'the moment she holds up the red folder' across 10,000 hours.
Calculating the ROI on Enterprise Video Search
A framework for estimating time-cost savings when you make your corporate training library searchable — with a worked example using realistic archive sizes and hourly rates.
Building the Meshora API: Design Decisions We Made (and One We Regret)
Why we chose timestamped segment results over full-clip results, and what we'd redesign with hindsight.
Scene Detection Beyond Shot Boundaries: What We Track and Why
Shot-boundary detection is table stakes. Meshora tracks 14 scene-level signals. Here's why each one matters for search quality.
The Modern Media Archive Workflow in 2026
How broadcast archives are evolving from tape-digitization projects into live searchable databases — and what the ops team structure looks like at organizations doing it right.
Building Webhook-Driven Video Indexing Pipelines
How to trigger downstream workflows the moment Meshora finishes indexing a file — connecting to Slack, Notion, or any webhook endpoint.
Building a Knowledge Graph From Video: Entity Linking Across 10,000 Hours
When you index 10,000 hours, patterns surface: the same expert across 400 clips, the same product in 3,000 interviews. We explain the entity-linking layer that makes those connections queryable.