Comparison Library
How Primate Vision compares
Honest, spec-table-driven comparisons against every major video understanding API. Every claim links to vendor docs. Failure modes printed where they exist.
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The Best Video Understanding APIs in 2026 (an Honest Roundup)
Six video understanding APIs — Google Video Intelligence, Twelve Labs, AWS Rekognition, Gemini, Mixpeek, and ours — scored on the six dimensions buyers actually ask about: accuracy approach, hallucination risk, pricing, streaming, free tier, and agent access. With receipts, and with our bias disclosed in the first sentence.
Primate Vision vs. the Video-AI Landscape (2026)
In 2026 the managed real-time video-analysis lane emptied out. Here's the full map of what's left — batch indexers, 1fps token meters, and self-hosted stacks — with receipts, honest pricing math, and who should choose whom.
Head-to-head comparisons
Primate Vision vs. AWS Rekognition + Bedrock Nova (2026): The Door AWS Closed
AWS closed Rekognition streaming to new customers on April 30, 2026 — its own migration advice is to snapshot frames into the image API. Here's what remains, what Bedrock Nova actually offers, and the honest head-to-head against a real-time verdict API.
ComparisonsPrimate Vision vs. Azure Video Indexer (2026): An Insight Catalog vs. a Live Answer
Azure Video Indexer is a genuinely good archive-enrichment product — thirty insight types, far cheaper per hour than us. But it's a catalog, not an answer: no live-stream API, no way to ask your own question of the pixels, no verdict. Here's the honest head-to-head.
ComparisonsPrimate Vision vs. Gemini (API + Live) (2026): 1fps Stills vs. Native Frame Rate
Gemini is the strongest general-purpose video model you can rent — and at 1fps it's dramatically cheaper than us. But its live video input is spec-capped at 1fps JPEG stills with 2-minute sessions and a compounding token meter. Here's the honest head-to-head.
ComparisonsPrimate Vision vs. Google Video Intelligence (2026): Any Question You Can Type vs. a Label Menu Frozen in 2021
Google Video Intelligence is the cheapest serious way to bulk-annotate stored video — with a real SLA and a generous free tier. It's also a pre-LLM product whose release notes end in 2021, with no prompt parameter anywhere in the API. Here's the honest head-to-head.
ComparisonsPrimate Vision vs. NVIDIA VSS (2026): A Managed API vs. a Build-It-Yourself Blueprint
NVIDIA VSS is the strongest self-hosted real-time video-analytics stack — and by NVIDIA's own docs, it's a reference architecture you must build and operate, not a product you can buy. Here's the honest head-to-head against a managed API.
ComparisonsPrimate Vision vs. Self-Hosted Open VLMs (2026): Buying Answers vs. Building a Video Pipeline
Qwen3-VL, InternVL, LLaVA, Moondream — open VLMs are excellent, improving quarterly, and free to download. But the weights are not the product. No open model ships streaming ingest, calibrated verdicts, evidence artifacts, or a published latency number. Here's the honest math.
ComparisonsPrimate Vision vs. OpenAI (2026): A Video API vs. a Frame-Extraction Workaround
OpenAI ships the best general-purpose visual reasoning on the planet — for still images. There is no video input path in any OpenAI API, and the only video product they had shuts down September 2026. Here's the honest head-to-head between a video-native API and a frame stack.
ComparisonsPrimate Vision vs. Roboflow / Ultralytics (2026): Detections vs. Verdicts
Roboflow + Ultralytics is the best per-frame object-detection stack in the world — 1.7ms YOLO inference, twenty edge formats, pennies per camera-hour at scale. But detections aren't answers. Here's the honest head-to-head between perception and judgment.
ComparisonsPrimate Vision vs. Sieve (2026): The Video API That Quietly Left the Market
If you're comparing us against Sieve's video-processing API in 2026, there's news you may have missed: that API no longer exists. Sieve pivoted to selling training data to frontier labs. Here's what happened, what they sell now, and what to use instead.
ComparisonsPrimate Vision vs. Twelve Labs (2026): Real-Time Verdicts vs. Archive Search
Twelve Labs leads semantic search over stored video archives. Primate Vision watches video live and returns deterministic verdicts with evidence. These are genuinely different products — here's the honest head-to-head, with receipts.