Curated lists
Ranked comparisons of the tools we use, compete with, and get asked about. 5 lists covering 31 tools; 4 backed by measurements you can re-run.
How these lists are made
- Where a tool has an API, we run it on a named public dataset and publish everything: the numbers, the exact model versions, the test date, the harness scripts, and every raw output from every tool. All of it is public, linked from each list page, and needs no account to read: Best AI Video Search Tools, Best AI Video Transcript & Summary Services, Best Speech-to-Text APIs, Best Embedding Models for Multimodal Search. Entries we could not run are marked doc-verified.
- Echosaw appears in 2 of 5 lists. Where it does, it carries an “Our product” tag and is ranked by the same rubric as everyone else.
- Each list names who ran the tests, who reviewed the result, and when pricing was last checked against the vendor’s own pages.
Best AI Video Search Tools in 2026: Knowledge Bases That Answer Questions About Your Media
Five AI video search engine and knowledge-base tools, each an AI that watches videos and answers questions about them after ingesting your video, audio, and documents, ranked on retrieval accuracy, answer accuracy, ingestion breadth, and price. Two were measured with 14 questions against an ingested meeting video; three are documentation-verified. Echosaw is one of the five and is disclosed as ours.
- 1EchosawOurs
- 2Twelve Labs
- 3NotebookLM (Gemini Notebook)
- + 2 more
Best AI Video Transcript & Summary Services in 2026: Measured on One Meeting Video
Six services that turn a video into a transcript and a written summary, ranked on transcript accuracy, summary factual coverage, turnaround, and price. Four were run on the same 10-minute meeting video with a published harness; two are documentation-verified only. Echosaw is one of the six and is disclosed as ours.
- 1EchosawOurs
- 2ScreenApp
- 3Otter
- + 3 more
Best Speech-to-Text APIs & Software in 2026: Measured WER, Speed, and Price
Seven speech-to-text software options, from hosted transcription APIs to self-hosted Whisper, ranked on word error rate, processing speed, and pricing per hour of audio. Six were run on the same 22.7 minutes of public audio with a published harness; one is documentation-verified only.
- 1Deepgram Nova-3
- 2Speechmatics Enhanced
- 3AssemblyAI Universal
- + 4 more
Best Embedding Models for Multimodal Search in 2026: Leaderboard of Measured Retrieval Quality, Speed, and Price
An embedding model leaderboard for image and multimodal search: eight image-text models ranked on text-to-image retrieval quality, throughput, price, and licence. All eight of the best embedding models we tested were run on the same 1,000 MS-COCO images and captions with a published harness; nothing here is documentation-only.
- 1Cohere Embed 4
- 2Amazon Titan Multimodal Embeddings G1
- 3SigLIP 2 Base (patch16-256)
- + 5 more
Best S3-Compatible Storage in 2026: Object Storage Price, Egress, and API Fit for Media
S3-compatible storage compared for media workloads: five object stores ranked on list price, egress policy, minimums, and API compatibility. Every figure is taken from the vendor's own pricing page on the stated date and worked through one fixed example, 1 TB stored and 500 GB downloaded per month, which costs from $6.95 (Backblaze B2) to about $59 (Amazon S3).
- 1Cloudflare R2
- 2Backblaze B2
- 3Amazon S3
- + 2 more
Ready to bring powerful multimodal AI to your media operations?
Trusted at scale to extract semantic insights, build intelligent timelines, deliver accurate transcripts, analyze audio and visual content, and generate synthetic media — with full control and security. Start with our Starter plan for $9/month — usage-based pricing so you only pay for what you analyze.